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How to Research and Write a Compelling History Thesis

The Importance of Research for Writing a History Thesis

Just as history is more than a collection of facts about past events, an effective history thesis goes beyond simply sharing recorded information. Writing a compelling history thesis requires making an argument about a historical fact and, then, researching and providing a well-crafted defense for that position.

With so many sources available—some of which may provide conflicting findings—how should a student research and write a history thesis? How can a student create a thesis that’s both compelling and supports a position that academic editors describe as “concise, contentious, and coherent”?

Key steps in how to write a history thesis include evaluating source materials, developing a strong thesis statement, and building historical knowledge.

Compelling theses provide context about historical events. This context, according to the reference website ThoughtCo., refers to the social, religious, economic, and political conditions during an occurrence that “enable us to interpret and analyze works or events of the past, or even the future, rather than merely judge them by contemporary standards”.

The context supports the main point of a thesis, called the thesis statement, by providing an interpretive and analytical framework of the facts, instead of simply stating them. Research uncovers the evidence necessary to make the case for that thesis statement.

To gather evidence that contributes to a deeper understanding of a given historical topic, students should reference both primary and secondary sources of research.

Primary Sources

Primary sources are firsthand accounts of events in history, according to Professor David Ulbrich, director of Norwich University’s online Master of Arts in History program. These sources provide information not only about what happened and how it happened but also why it happened.

Primary sources can include letters, diaries, photos, and videos as well as material objects such as “spent artillery shells, architectural features, cemetery headstones, chemical analysis of substances, shards of bowls or bottles, farming implements, or earth or environmental features or factors,” Ulbrich says. “The author of the thesis can tell how people lived, for example, by the ways they arranged their material lives.”

Primary research sources are the building blocks to help us better understand and appreciate history. It is critical to find as many primary sources from as many perspectives as possible. Researching these firsthand accounts can provide evidence that helps answer those “what”, “how”, and “why” questions about the past, Ulbrich says.

Secondary Sources

Secondary sources are materials—such as books, articles, essays, and documentaries—gathered and interpreted by other researchers. These sources often provide updates and evaluation of the thesis topic or viewpoints that support the theories presented in the thesis.

Primary and secondary sources are complementary types of research that form a convincing foundation for a thesis’ main points.

How to Write a History Thesis

What are the steps to write a history thesis? The process of developing a thesis that provides a thorough analysis of a historical event—and presents academically defensible arguments related to that analysis—includes the following:

1. Gather and Analyze Sources

When collecting sources to use in a thesis, students should analyze them to ensure they demonstrate knowledge and understanding of the materials. A student should evaluate the attributes of sources such as their origin and point-of-view.

An array of primary and secondary sources can help provide a thorough understanding of a historical event, although some of those sources may include conflicting views and details. In those cases, the American Historical Association says, it’s up to the thesis author to determine which source reflects the appropriate point-of-view.

2. Develop a Thesis Statement

To create a thesis statement, a student should establish a specific idea or theory that makes the main point about a historical event. Scribbr, an editing website, recommends starting with a working thesis, asking the question the thesis intends to answer, and, then, writing the answer.

The final version of a thesis statement might be argumentative, for example, taking a side in a debate. Or it might be expository, explaining a historical situation. In addition to being concise and coherent, a thesis statement should be contentious, meaning it requires evidence to support it.

3. Create an Outline

Developing a thesis requires an outline of the content that will support the thesis statement. Students should keep in mind the following key steps in creating their outline:

• Note major points.
• Categorize ideas supported by the theories.
• Arrange points according to the importance and a timeline of events addressed by the thesis.
• Create effective headings and subheadings.
• Format the outline.

4. Organize Information

Thesis authors should ensure their content follows a logical order. This may entail coding resource materials to help match them to the appropriate theories while organizing the information. A thesis typically contains the following elements.

• Abstract —Overview of the thesis.
• Introduction —Summary of the thesis’ main points.
• Literature review —Explanation of the gap in previous research addressed by this thesis.
• Methods —Outline how the author reviewed the research and why materials were selected.
• Results —Description of the research findings.
• Discussion —Analysis of the research.
• Conclusion —Statements about what the student learned.

5. Write the Thesis

Online writing guide Paperpile recommends that students start with the literature review when writing the thesis. Developing this section first will help the author gain a more complete understanding of the thesis’ source materials. Writing the abstract last can give the student a thorough picture of the work the abstract should describe.

The discussion portion of the thesis typically is the longest since it’s here that the writer will explain the limitations of the work, offer explanations of any unexpected results, and cite remaining questions about the topic.

In writing the thesis, the author should keep in mind that the document will require multiple changes and drafts—perhaps even new insights. A student should gather feedback from a professor and colleagues to ensure their thesis is clear and effective before finalizing the draft.      

6. Prepare to Defend the Thesis

A committee will evaluate the student’s defense of the thesis’ theories. Students should prepare to defend their thesis by considering answers to questions posed by the committee. Additionally, students should develop a plan for addressing questions to which they may not have a ready answer, understanding the evaluation likely will consider how the author handles that challenge.

Developing Skills to Write a Compelling History Thesis

When looking for direction on how to write a history thesis, Norwich University’s online Master of Arts in History program can provide the needed skills and knowledge. The program’s tracks and several courses—taken as core classes or as electives in multiple concentrations—can provide a strong foundation for thesis work.

Master of Arts in History Tracks

In the Norwich online Master of Arts in History program, respected scholars help students improve their historical insight, research, writing, analytical, and presentation skills. They teach the following program tracks.

• Public History —Focuses on the preservation and interpretation of historic documents and artifacts for purposes of public observation.
• American History —Emphasizes the exploration and interpretation of key events associated with U.S. history.
• World History —Prepares students to develop an in-depth understanding of world history from various eras.
• Legal and Constitutional History —Provides a thorough study of the foundational legal and constitutional elements in the U.S. and Europe.

Master of Arts in History Courses

Norwich University’s online Master of Arts in History program enables students to customize studies based on career goals and personal interests through the following courses:

• Introduction to History and Historiography —Covers the core concepts of history-based study and research methodology, highlighting how these concepts are essential to developing an effective history thesis.
• Directed Readings in History —Highlights different ways to use sources that chronicle American history to assist in researching and writing a thorough and complete history thesis.
• Race, Gender, and U.S. Constitution —Explores key U.S. Supreme Court decisions relating to national race and gender relations and rights, providing a deeper context to develop compelling history theses.
• Archival Studies —Breaks down the importance of systematically overseeing archival materials, highlighting how to build historical context to better educate and engage with the public.

Start Your Path Toward Writing a Compelling History Thesis

For over two centuries, Norwich University has played a vital role in history as America’s first private military college and the birthplace of the ROTC. As such, the university is uniquely positioned to lead students through a comprehensive analysis of the major developments, events, and figures of the past.

Explore Norwich University’s online Master of Arts in History program. Start your path toward writing a compelling history thesis and taking your talents further.

Writing History: An Introductory Guide to How History Is Produced , American Historical Association     How to Write a Thesis Statement , Scribbr     The Importance of Historic Context in Analysis and Interpretation , ThoughtCo.     7 Reasons Why Research Is Important , Owlcation     Primary and Secondary Sources , Scribbr     Secondary Sources in Research , ThoughtCo.     Analysis of Sources , History Skills     Research Paper Outline , Scribbr     How to Structure a Thesis , Paperpile     Writing Your Final Draft , History Skills     How to Prepare an Excellent Thesis Defense , Paperpile

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A Step-by-Step Guide to Doing Historical Research [without getting hysterical!] In addition to being a scholarly investigation, research is a social activity intended to create new knowledge. Historical research is your informed response to the questions that you ask while examining the record of human experience. These questions may concern such elements as looking at an event or topic, examining events that lead to the event in question, social influences, key players, and other contextual information. This step-by-step guide progresses from an introduction to historical resources to information about how to identify a topic, craft a thesis and develop a research paper. Table of contents: The Range and Richness of Historical Sources Secondary Sources Primary Sources Historical Analysis What is it? Who, When, Where, What and Why: The Five "W"s Topic, Thesis, Sources Definition of Terms Choose a Topic Craft a Thesis Evaluate Thesis and Sources A Variety of Information Sources Take Efficient Notes Note Cards Thinking, Organizing, Researching Parenthetical Documentation Prepare a Works Cited Page Drafting, Revising, Rewriting, Rethinking For Further Reading: Works Cited Additional Links So you want to study history?! Tons of help and links Slatta Home Page Use the Writing and other links on the lefhand menu I. The Range and Richness of Historical Sources Back to Top Every period leaves traces, what historians call "sources" or evidence. Some are more credible or carry more weight than others; judging the differences is a vital skill developed by good historians. Sources vary in perspective, so knowing who created the information you are examining is vital. Anonymous doesn't make for a very compelling source. For example, an FBI report on the antiwar movement, prepared for U.S. President Richard Nixon, probably contained secrets that at the time were thought to have affected national security. It would not be usual, however, for a journalist's article about a campus riot, featured in a local newspaper, to leak top secret information. Which source would you read? It depends on your research topic. If you're studying how government officials portrayed student activists, you'll want to read the FBI report and many more documents from other government agencies such as the CIA and the National Security Council. If you're investigating contemporary opinion of pro-war and anti-war activists, local newspaper accounts provide a rich resource. You'd want to read a variety of newspapers to ensure you're covering a wide range of opinions (rural/urban, left/right, North/South, Soldier/Draft-dodger, etc). Historians classify sources into two major categories: primary and secondary sources. Secondary Sources Back to Top Definition: Secondary sources are created by someone who was either not present when the event occurred or removed from it in time. We use secondary sources for overview information, to familiarize ourselves with a topic, and compare that topic with other events in history. In refining a research topic, we often begin with secondary sources. This helps us identify gaps or conflicts in the existing scholarly literature that might prove promsing topics. Types: History books, encyclopedias, historical dictionaries, and academic (scholarly) articles are secondary sources. To help you determine the status of a given secondary source, see How to identify and nagivate scholarly literature . Examples: Historian Marilyn Young's (NYU) book about the Vietnam War is a secondary source. She did not participate in the war. Her study is not based on her personal experience but on the evidence she culled from a variety of sources she found in the United States and Vietnam. Primary Sources Back to Top Definition: Primary sources emanate from individuals or groups who participated in or witnessed an event and recorded that event during or immediately after the event. They include speeches, memoirs, diaries, letters, telegrams, emails, proclamations, government documents, and much more. Examples: A student activist during the war writing about protest activities has created a memoir. This would be a primary source because the information is based on her own involvement in the events she describes. Similarly, an antiwar speech is a primary source. So is the arrest record of student protesters. A newspaper editorial or article, reporting on a student demonstration is also a primary source. II. Historical Analysis What is it? Back to Top No matter what you read, whether it's a primary source or a secondary source, you want to know who authored the source (a trusted scholar? A controversial historian? A propagandist? A famous person? An ordinary individual?). "Author" refers to anyone who created information in any medium (film, sound, or text). You also need to know when it was written and the kind of audience the author intend to reach. You should also consider what you bring to the evidence that you examine. Are you inductively following a path of evidence, developing your interpretation based on the sources? Do you have an ax to grind? Did you begin your research deductively, with your mind made up before even seeing the evidence. Historians need to avoid the latter and emulate the former. To read more about the distinction, examine the difference between Intellectual Inquirers and Partisan Ideologues . In the study of history, perspective is everything. A letter written by a twenty- year old Vietnam War protestor will differ greatly from a letter written by a scholar of protest movements. Although the sentiment might be the same, the perspective and influences of these two authors will be worlds apart. Practicing the " 5 Ws " will avoid the confusion of the authority trap. Who, When, Where, What and Why: The Five "W"s Back to Top Historians accumulate evidence (information, including facts, stories, interpretations, opinions, statements, reports, etc.) from a variety of sources (primary and secondary). They must also verify that certain key pieces of information are corroborated by a number of people and sources ("the predonderance of evidence"). The historian poses the " 5 Ws " to every piece of information he examines: Who is the historical actor? When did the event take place? Where did it occur? What did it entail and why did it happen the way it did? The " 5 Ws " can also be used to evaluate a primary source. Who authored the work? When was it created? Where was it created, published, and disseminated? Why was it written (the intended audience), and what is the document about (what points is the author making)? If you know the answers to these five questions, you can analyze any document, and any primary source. The historian doesn't look for the truth, since this presumes there is only one true story. The historian tries to understand a number of competing viewpoints to form his or her own interpretation-- what constitutes the best explanation of what happened and why. By using as wide a range of primary source documents and secondary sources as possible, you will add depth and richness to your historical analysis. The more exposure you, the researcher, have to a number of different sources and differing view points, the more you have a balanced and complete view about a topic in history. This view will spark more questions and ultimately lead you into the quest to unravel more clues about your topic. You are ready to start assembling information for your research paper. III. Topic, Thesis, Sources Definition of Terms Back to Top Because your purpose is to create new knowledge while recognizing those scholars whose existing work has helped you in this pursuit, you are honor bound never to commit the following academic sins: Plagiarism: Literally "kidnapping," involving the use of someone else's words as if they were your own (Gibaldi 6). To avoid plagiarism you must document direct quotations, paraphrases, and original ideas not your own. Recycling: Rehashing material you already know thoroughly or, without your professor's permission, submitting a paper that you have completed for another course. Premature cognitive commitment: Academic jargon for deciding on a thesis too soon and then seeking information to serve that thesis rather than embarking on a genuine search for new knowledge. Choose a Topic Back to Top "Do not hunt for subjects, let them choose you, not you them." --Samuel Butler Choosing a topic is the first step in the pursuit of a thesis. Below is a logical progression from topic to thesis: Close reading of the primary text, aided by secondary sources Growing awareness of interesting qualities within the primary text Choosing a topic for research Asking productive questions that help explore and evaluate a topic Creating a research hypothesis Revising and refining a hypothesis to form a working thesis First, and most important, identify what qualities in the primary or secondary source pique your imagination and curiosity and send you on a search for answers. Bloom's taxonomy of cognitive levels provides a description of productive questions asked by critical thinkers. While the lower levels (knowledge, comprehension) are necessary to a good history essay, aspire to the upper three levels (analysis, synthesis, evaluation). Skimming reference works such as encyclopedias, books, critical essays and periodical articles can help you choose a topic that evolves into a hypothesis, which in turn may lead to a thesis. One approach to skimming involves reading the first paragraph of a secondary source to locate and evaluate the author's thesis. Then for a general idea of the work's organization and major ideas read the first and last sentence of each paragraph. Read the conclusion carefully, as it usually presents a summary (Barnet and Bedau 19). Craft a Thesis Back to Top Very often a chosen topic is too broad for focused research. You must revise it until you have a working hypothesis, that is, a statement of an idea or an approach with respect to the source that could form the basis for your thesis. Remember to not commit too soon to any one hypothesis. Use it as a divining rod or a first step that will take you to new information that may inspire you to revise your hypothesis. Be flexible. Give yourself time to explore possibilities. The hypothesis you create will mature and shift as you write and rewrite your paper. New questions will send you back to old and on to new material. Remember, this is the nature of research--it is more a spiraling or iterative activity than a linear one. Test your working hypothesis to be sure it is: broad enough to promise a variety of resources. narrow enough for you to research in depth. original enough to interest you and your readers. worthwhile enough to offer information and insights of substance "do-able"--sources are available to complete the research. Now it is time to craft your thesis, your revised and refined hypothesis. A thesis is a declarative sentence that: focuses on one well-defined idea makes an arguable assertion; it is capable of being supported prepares your readers for the body of your paper and foreshadows the conclusion. Evaluate Thesis and Sources Back to Top Like your hypothesis, your thesis is not carved in stone. You are in charge. If necessary, revise it during the research process. As you research, continue to evaluate both your thesis for practicality, originality, and promise as a search tool, and secondary sources for relevance and scholarliness. The following are questions to ask during the research process: Are there many journal articles and entire books devoted to the thesis, suggesting that the subject has been covered so thoroughly that there may be nothing new to say? Does the thesis lead to stimulating, new insights? Are appropriate sources available? Is there a variety of sources available so that the bibliography or works cited page will reflect different kinds of sources? Which sources are too broad for my thesis? Which resources are too narrow? Who is the author of the secondary source? Does the critic's background suggest that he/she is qualified? After crafting a thesis, consider one of the following two approaches to writing a research paper: Excited about your thesis and eager to begin? Return to the primary or secondary source to find support for your thesis. Organize ideas and begin writing your first draft. After writing the first draft, have it reviewed by your peers and your instructor. Ponder their suggestions and return to the sources to answer still-open questions. Document facts and opinions from secondary sources. Remember, secondary sources can never substitute for primary sources. Confused about where to start? Use your thesis to guide you to primary and secondary sources. Secondary sources can help you clarify your position and find a direction for your paper. Keep a working bibliography. You may not use all the sources you record, but you cannot be sure which ones you will eventually discard. Create a working outline as you research. This outline will, of course, change as you delve more deeply into your subject. A Variety of Information Sources Back to Top "A mind that is stretched to a new idea never returns to its original dimension." --Oliver Wendell Holmes Your thesis and your working outline are the primary compasses that will help you navigate the variety of sources available. In "Introduction to the Library" (5-6) the MLA Handbook for Writers of Research Papers suggests you become familiar with the library you will be using by: taking a tour or enrolling for a brief introductory lecture referring to the library's publications describing its resources introducing yourself and your project to the reference librarian The MLA Handbook also lists guides for the use of libraries (5), including: Jean Key Gates, Guide to the Use of Libraries and Information Sources (7th ed., New York: McGraw, 1994). Thomas Mann, A Guide to Library Research Methods (New York: Oxford UP, 1987). Online Central Catalog Most libraries have their holdings listed on a computer. The online catalog may offer Internet sites, Web pages and databases that relate to the university's curriculum. It may also include academic journals and online reference books. Below are three search techniques commonly used online: Index Search: Although online catalogs may differ slightly from library to library, the most common listings are by: Subject Search: Enter the author's name for books and article written about the author. Author Search: Enter an author's name for works written by the author, including collections of essays the author may have written about his/her own works. Title Search: Enter a title for the screen to list all the books the library carries with that title. Key Word Search/Full-text Search: A one-word search, e.g., 'Kennedy,' will produce an overwhelming number of sources, as it will call up any entry that includes the name 'Kennedy.' To focus more narrowly on your subject, add one or more key words, e.g., "John Kennedy, Peace Corps." Use precise key words. Boolean Search: Boolean Search techniques use words such as "and," "or," and "not," which clarify the relationship between key words, thus narrowing the search. Take Efficient Notes Back to Top Keeping complete and accurate bibliography and note cards during the research process is a time (and sanity) saving practice. If you have ever needed a book or pages within a book, only to discover that an earlier researcher has failed to return it or torn pages from your source, you understand the need to take good notes. Every researcher has a favorite method for taking notes. Here are some suggestions-- customize one of them for your own use. Bibliography cards There may be far more books and articles listed than you have time to read, so be selective when choosing a reference. Take information from works that clearly relate to your thesis, remembering that you may not use them all. Use a smaller or a different color card from the one used for taking notes. Write a bibliography card for every source. Number the bibliography cards. On the note cards, use the number rather than the author's name and the title. It's faster. Another method for recording a working bibliography, of course, is to create your own database. Adding, removing, and alphabetizing titles is a simple process. Be sure to save often and to create a back-up file. A bibliography card should include all the information a reader needs to locate that particular source for further study. Most of the information required for a book entry (Gibaldi 112): Author's name Title of a part of the book [preface, chapter titles, etc.] Title of the book Name of the editor, translator, or compiler Edition used Number(s) of the volume(s) used Name of the series Place of publication, name of the publisher, and date of publication Page numbers Supplementary bibliographic information and annotations Most of the information required for an article in a periodical (Gibaldi 141): Author's name Title of the article Name of the periodical Series number or name (if relevant) Volume number (for a scholarly journal) Issue number (if needed) Date of publication Page numbers Supplementary information For information on how to cite other sources refer to your So you want to study history page . Note Cards Back to Top Take notes in ink on either uniform note cards (3x5, 4x6, etc.) or uniform slips of paper. Devote each note card to a single topic identified at the top. Write only on one side. Later, you may want to use the back to add notes or personal observations. Include a topical heading for each card. Include the number of the page(s) where you found the information. You will want the page number(s) later for documentation, and you may also want page number(s)to verify your notes. Most novice researchers write down too much. Condense. Abbreviate. You are striving for substance, not quantity. Quote directly from primary sources--but the "meat," not everything. Suggestions for condensing information: Summary: A summary is intended to provide the gist of an essay. Do not weave in the author's choice phrases. Read the information first and then condense the main points in your own words. This practice will help you avoid the copying that leads to plagiarism. Summarizing also helps you both analyze the text you are reading and evaluate its strengths and weaknesses (Barnet and Bedau 13). Outline: Use to identify a series of points. Paraphrase, except for key primary source quotations. Never quote directly from a secondary source, unless the precise wording is essential to your argument. Simplify the language and list the ideas in the same order. A paraphrase is as long as the original. Paraphrasing is helpful when you are struggling with a particularly difficult passage. Be sure to jot down your own insights or flashes of brilliance. Ralph Waldo Emerson warns you to "Look sharply after your thoughts. They come unlooked for, like a new bird seen on your trees, and, if you turn to your usual task, disappear...." To differentiate these insights from those of the source you are reading, initial them as your own. (When the following examples of note cards include the researcher's insights, they will be followed by the initials N. R.) When you have finished researching your thesis and you are ready to write your paper, organize your cards according to topic. Notecards make it easy to shuffle and organize your source information on a table-- or across the floor. Maintain your working outline that includes the note card headings and explores a logical order for presenting them in your paper. IV. Begin Thinking, Researching, Organizing Back to Top Don't be too sequential. Researching, writing, revising is a complex interactive process. Start writing as soon as possible! "The best antidote to writer's block is--to write." (Klauser 15). However, you still feel overwhelmed and are staring at a blank page, you are not alone. Many students find writing the first sentence to be the most daunting part of the entire research process. Be creative. Cluster (Rico 28-49). Clustering is a form of brainstorming. Sometimes called a web, the cluster forms a design that may suggest a natural organization for a paper. Here's a graphical depiction of brainstorming . Like a sun, the generating idea or topic lies at the center of the web. From it radiate words, phrases, sentences and images that in turn attract other words, phrases, sentences and images. Put another way--stay focused. Start with your outline. If clustering is not a technique that works for you, turn to the working outline you created during the research process. Use the outline view of your word processor. If you have not already done so, group your note cards according to topic headings. Compare them to your outline's major points. If necessary, change the outline to correspond with the headings on the note cards. If any area seems weak because of a scarcity of facts or opinions, return to your primary and/or secondary sources for more information or consider deleting that heading. Use your outline to provide balance in your essay. Each major topic should have approximately the same amount of information. Once you have written a working outline, consider two different methods for organizing it. Deduction: A process of development that moves from the general to the specific. You may use this approach to present your findings. However, as noted above, your research and interpretive process should be inductive. Deduction is the most commonly used form of organization for a research paper. The thesis statement is the generalization that leads to the specific support provided by primary and secondary sources. The thesis is stated early in the paper. The body of the paper then proceeds to provide the facts, examples, and analogies that flow logically from that thesis. The thesis contains key words that are reflected in the outline. These key words become a unifying element throughout the paper, as they reappear in the detailed paragraphs that support and develop the thesis. The conclusion of the paper circles back to the thesis, which is now far more meaningful because of the deductive development that supports it. Chronological order A process that follows a traditional time line or sequence of events. A chronological organization is useful for a paper that explores cause and effect. Parenthetical Documentation Back to Top The Works Cited page, a list of primary and secondary sources, is not sufficient documentation to acknowledge the ideas, facts, and opinions you have included within your text. The MLA Handbook for Writers of Research Papers describes an efficient parenthetical style of documentation to be used within the body of your paper. Guidelines for parenthetical documentation: "References to the text must clearly point to specific sources in the list of works cited" (Gibaldi 184). Try to use parenthetical documentation as little as possible. For example, when you cite an entire work, it is preferable to include the author's name in the text. The author's last name followed by the page number is usually enough for an accurate identification of the source in the works cited list. These examples illustrate the most common kinds of documentation. Documenting a quotation: Ex. "The separation from the personal mother is a particularly intense process for a daughter because she has to separate from the one who is the same as herself" (Murdock 17). She may feel abandoned and angry. Note: The author of The Heroine's Journey is listed under Works Cited by the author's name, reversed--Murdock, Maureen. Quoted material is found on page 17 of that book. Parenthetical documentation is after the quotation mark and before the period. Documenting a paraphrase: Ex. In fairy tales a woman who holds the princess captive or who abandons her often needs to be killed (18). Note: The second paraphrase is also from Murdock's book The Heroine's Journey. It is not, however, necessary to repeat the author's name if no other documentation interrupts the two. If the works cited page lists more than one work by the same author, include within the parentheses an abbreviated form of the appropriate title. You may, of course, include the title in your sentence, making it unnecessary to add an abbreviated title in the citation. > Prepare a Works Cited Page Back to Top There are a variety of titles for the page that lists primary and secondary sources (Gibaldi 106-107). A Works Cited page lists those works you have cited within the body of your paper. The reader need only refer to it for the necessary information required for further independent research. Bibliography means literally a description of books. Because your research may involve the use of periodicals, films, art works, photographs, etc. "Works Cited" is a more precise descriptive term than bibliography. An Annotated Bibliography or Annotated Works Cited page offers brief critiques and descriptions of the works listed. A Works Consulted page lists those works you have used but not cited. Avoid using this format. As with other elements of a research paper there are specific guidelines for the placement and the appearance of the Works Cited page. The following guidelines comply with MLA style: The Work Cited page is placed at the end of your paper and numbered consecutively with the body of your paper. Center the title and place it one inch from the top of your page. Do not quote or underline the title. Double space the entire page, both within and between entries. The entries are arranged alphabetically by the author's last name or by the title of the article or book being cited. If the title begins with an article (a, an, the) alphabetize by the next word. If you cite two or more works by the same author, list the titles in alphabetical order. Begin every entry after the first with three hyphens followed by a period. All entries begin at the left margin but subsequent lines are indented five spaces. Be sure that each entry cited on the Works Cited page corresponds to a specific citation within your paper. Refer to the the MLA Handbook for Writers of Research Papers (104- 182) for detailed descriptions of Work Cited entries. Citing sources from online databases is a relatively new phenomenon. Make sure to ask your professor about citing these sources and which style to use. V. Draft, Revise, Rewrite, Rethink Back to Top "There are days when the result is so bad that no fewer than five revisions are required. In contrast, when I'm greatly inspired, only four revisions are needed." --John Kenneth Galbraith Try freewriting your first draft. Freewriting is a discovery process during which the writer freely explores a topic. Let your creative juices flow. In Writing without Teachers , Peter Elbow asserts that "[a]lmost everybody interposes a massive and complicated series of editings between the time words start to be born into consciousness and when they finally come off the end of the pencil or typewriter [or word processor] onto the page" (5). Do not let your internal judge interfere with this first draft. Creating and revising are two very different functions. Don't confuse them! If you stop to check spelling, punctuation, or grammar, you disrupt the flow of creative energy. Create; then fix it later. When material you have researched comes easily to mind, include it. Add a quick citation, one you can come back to later to check for form, and get on with your discovery. In subsequent drafts, focus on creating an essay that flows smoothly, supports fully, and speaks clearly and interestingly. Add style to substance. Create a smooth flow of words, ideas and paragraphs. Rearrange paragraphs for a logical progression of information. Transition is essential if you want your reader to follow you smoothly from introduction to conclusion. Transitional words and phrases stitch your ideas together; they provide coherence within the essay. External transition: Words and phrases that are added to a sentence as overt signs of transition are obvious and effective, but should not be overused, as they may draw attention to themselves and away from ideas. Examples of external transition are "however," "then," "next," "therefore." "first," "moreover," and "on the other hand." Internal transition is more subtle. Key words in the introduction become golden threads when they appear in the paper's body and conclusion. When the writer hears a key word repeated too often, however, she/he replaces it with a synonym or a pronoun. Below are examples of internal transition. Transitional sentences create a logical flow from paragraph to paragraph. Iclude individual words, phrases, or clauses that refer to previous ideas and that point ahead to new ones. They are usually placed at the end or at the beginning of a paragraph. A transitional paragraph conducts your reader from one part of the paper to another. It may be only a few sentences long. Each paragraph of the body of the paper should contain adequate support for its one governing idea. Speak/write clearly, in your own voice. Tone: The paper's tone, whether formal, ironic, or humorous, should be appropriate for the audience and the subject. Voice: Keep you language honest. Your paper should sound like you. Understand, paraphrase, absorb, and express in your own words the information you have researched. Avoid phony language. Sentence formation: When you polish your sentences, read them aloud for word choice and word placement. Be concise. Strunk and White in The Elements of Style advise the writer to "omit needless words" (23). First, however, you must recognize them. Keep yourself and your reader interested. In fact, Strunk's 1918 writing advice is still well worth pondering. First, deliver on your promises. Be sure the body of your paper fulfills the promise of the introduction. Avoid the obvious. Offer new insights. Reveal the unexpected. Have you crafted your conclusion as carefully as you have your introduction? Conclusions are not merely the repetition of your thesis. The conclusion of a research paper is a synthesis of the information presented in the body. Your research has led you to conclusions and opinions that have helped you understand your thesis more deeply and more clearly. Lift your reader to the full level of understanding that you have achieved. Revision means "to look again." Find a peer reader to read your paper with you present. Or, visit your college or university's writing lab. Guide your reader's responses by asking specific questions. Are you unsure of the logical order of your paragraphs? Do you want to know whether you have supported all opinions adequately? Are you concerned about punctuation or grammar? Ask that these issues be addressed. You are in charge. Here are some techniques that may prove helpful when you are revising alone or with a reader. When you edit for spelling errors read the sentences backwards. This procedure will help you look closely at individual words. Always read your paper aloud. Hearing your own words puts them in a new light. Listen to the flow of ideas and of language. Decide whether or not the voice sounds honest and the tone is appropriate to the purpose of the paper and to your audience. Listen for awkward or lumpy wording. Find the one right word, Eliminate needless words. Combine sentences. Kill the passive voice. Eliminate was/were/is/are constructions. They're lame and anti-historical. Be ruthless. If an idea doesn't serve your thesis, banish it, even if it's one of your favorite bits of prose. In the margins, write the major topic of each paragraph. By outlining after you have written the paper, you are once again evaluating your paper's organization. OK, you've got the process down. Now execute! And enjoy! It's not everyday that you get to make history. VI. For Further Reading: Works Cited Back to Top Barnet, Sylvan, and Hugo Bedau. Critical Thinking, Reading, and Writing: A Brief Guide to Argument. Boston: Bedford, 1993. Brent, Doug. Reading as Rhetorical Invention: Knowledge,Persuasion and the Teaching of Research-Based Writing. Urbana: NCTE, 1992. Elbow, Peter. Writing without Teachers. New York: Oxford University Press, 1973. Gibladi, Joseph. MLA Handbook for Writers of Research Papers. 4th ed. New York: Modern Language Association, 1995. Horvitz, Deborah. "Nameless Ghosts: Possession and Dispossession in Beloved." Studies in American Fiction , Vol. 17, No. 2, Autum, 1989, pp. 157-167. Republished in the Literature Research Center. Gale Group. (1 January 1999). Klauser, Henriette Anne. Writing on Both Sides of the Brain: Breakthrough Techniques for People Who Write. Philadelphia: Harper, 1986. Rico, Gabriele Lusser. Writing the Natural Way: Using Right Brain Techniques to Release Your Expressive Powers. Los Angeles: Houghton, 1983. Sorenson, Sharon. The Research Paper: A Contemporary Approach. New York: AMSCO, 1994. Strunk, William, Jr., and E. B. White. The Elements of Style. 3rd ed. New York: MacMillan, 1979. Back to Top This guide adapted from materials published by Thomson Gale, publishers. For free resources, including a generic guide to writing term papers, see the Gale.com website , which also includes product information for schools.

How To Write The Methodology Chapter

The what, why & how explained simply (with examples).

By: Jenna Crossley (PhD) | Reviewed By: Dr. Eunice Rautenbach | September 2021 (Updated April 2023)

So, you’ve pinned down your research topic and undertaken a review of the literature – now it’s time to write up the methodology section of your dissertation, thesis or research paper . But what exactly is the methodology chapter all about – and how do you go about writing one? In this post, we’ll unpack the topic, step by step .

Overview: The Methodology Chapter

• The purpose  of the methodology chapter
• Why you need to craft this chapter (really) well
• How to write and structure the chapter
• Methodology chapter example
• Essential takeaways

What (exactly) is the methodology chapter?

The methodology chapter is where you outline the philosophical underpinnings of your research and outline the specific methodological choices you’ve made. The point of the methodology chapter is to tell the reader exactly how you designed your study and, just as importantly, why you did it this way.

Importantly, this chapter should comprehensively describe and justify all the methodological choices you made in your study. For example, the approach you took to your research (i.e., qualitative, quantitative or mixed), who  you collected data from (i.e., your sampling strategy), how you collected your data and, of course, how you analysed it. If that sounds a little intimidating, don’t worry – we’ll explain all these methodological choices in this post .

Why is the methodology chapter important?

The methodology chapter plays two important roles in your dissertation or thesis:

Firstly, it demonstrates your understanding of research theory, which is what earns you marks. A flawed research design or methodology would mean flawed results. So, this chapter is vital as it allows you to show the marker that you know what you’re doing and that your results are credible .

Secondly, the methodology chapter is what helps to make your study replicable. In other words, it allows other researchers to undertake your study using the same methodological approach, and compare their findings to yours. This is very important within academic research, as each study builds on previous studies.

The methodology chapter is also important in that it allows you to identify and discuss any methodological issues or problems you encountered (i.e., research limitations ), and to explain how you mitigated the impacts of these. Every research project has its limitations , so it’s important to acknowledge these openly and highlight your study’s value despite its limitations . Doing so demonstrates your understanding of research design, which will earn you marks. We’ll discuss limitations in a bit more detail later in this post, so stay tuned!

Need a helping hand?

How to write up the methodology chapter

First off, it’s worth noting that the exact structure and contents of the methodology chapter will vary depending on the field of research (e.g., humanities, chemistry or engineering) as well as the university . So, be sure to always check the guidelines provided by your institution for clarity and, if possible, review past dissertations from your university. Here we’re going to discuss a generic structure for a methodology chapter typically found in the sciences.

Before you start writing, it’s always a good idea to draw up a rough outline to guide your writing. Don’t just start writing without knowing what you’ll discuss where. If you do, you’ll likely end up with a disjointed, ill-flowing narrative . You’ll then waste a lot of time rewriting in an attempt to try to stitch all the pieces together. Do yourself a favour and start with the end in mind .

Section 1 – Introduction

As with all chapters in your dissertation or thesis, the methodology chapter should have a brief introduction. In this section, you should remind your readers what the focus of your study is, especially the research aims . As we’ve discussed many times on the blog, your methodology needs to align with your research aims, objectives and research questions. Therefore, it’s useful to frontload this component to remind the reader (and yourself!) what you’re trying to achieve.

In this section, you can also briefly mention how you’ll structure the chapter. This will help orient the reader and provide a bit of a roadmap so that they know what to expect. You don’t need a lot of detail here – just a brief outline will do.

Section 2 – The Methodology

The next section of your chapter is where you’ll present the actual methodology. In this section, you need to detail and justify the key methodological choices you’ve made in a logical, intuitive fashion. Importantly, this is the heart of your methodology chapter, so you need to get specific – don’t hold back on the details here. This is not one of those “less is more” situations.

Let’s take a look at the most common components you’ll likely need to cover. 

Methodological Choice #1 – Research Philosophy

Research philosophy refers to the underlying beliefs (i.e., the worldview) regarding how data about a phenomenon should be gathered , analysed and used . The research philosophy will serve as the core of your study and underpin all of the other research design choices, so it’s critically important that you understand which philosophy you’ll adopt and why you made that choice. If you’re not clear on this, take the time to get clarity before you make any further methodological choices.

While several research philosophies exist, two commonly adopted ones are positivism and interpretivism . These two sit roughly on opposite sides of the research philosophy spectrum.

Positivism states that the researcher can observe reality objectively and that there is only one reality, which exists independently of the observer. As a consequence, it is quite commonly the underlying research philosophy in quantitative studies and is oftentimes the assumed philosophy in the physical sciences.

Contrasted with this, interpretivism , which is often the underlying research philosophy in qualitative studies, assumes that the researcher performs a role in observing the world around them and that reality is unique to each observer . In other words, reality is observed subjectively .

These are just two philosophies (there are many more), but they demonstrate significantly different approaches to research and have a significant impact on all the methodological choices. Therefore, it’s vital that you clearly outline and justify your research philosophy at the beginning of your methodology chapter, as it sets the scene for everything that follows.

Methodological Choice #2 – Research Type

The next thing you would typically discuss in your methodology section is the research type. The starting point for this is to indicate whether the research you conducted is inductive or deductive .

Inductive research takes a bottom-up approach , where the researcher begins with specific observations or data and then draws general conclusions or theories from those observations. Therefore these studies tend to be exploratory in terms of approach.

Conversely , d eductive research takes a top-down approach , where the researcher starts with a theory or hypothesis and then tests it using specific observations or data. Therefore these studies tend to be confirmatory in approach.

Related to this, you’ll need to indicate whether your study adopts a qualitative, quantitative or mixed  approach. As we’ve mentioned, there’s a strong link between this choice and your research philosophy, so make sure that your choices are tightly aligned . When you write this section up, remember to clearly justify your choices, as they form the foundation of your study.

Methodological Choice #3 – Research Strategy

Next, you’ll need to discuss your research strategy (also referred to as a research design ). This methodological choice refers to the broader strategy in terms of how you’ll conduct your research, based on the aims of your study.

Several research strategies exist, including experimental , case studies , ethnography , grounded theory, action research , and phenomenology . Let’s take a look at two of these, experimental and ethnographic, to see how they contrast.

Experimental research makes use of the scientific method , where one group is the control group (in which no variables are manipulated ) and another is the experimental group (in which a specific variable is manipulated). This type of research is undertaken under strict conditions in a controlled, artificial environment (e.g., a laboratory). By having firm control over the environment, experimental research typically allows the researcher to establish causation between variables. Therefore, it can be a good choice if you have research aims that involve identifying causal relationships.

Ethnographic research , on the other hand, involves observing and capturing the experiences and perceptions of participants in their natural environment (for example, at home or in the office). In other words, in an uncontrolled environment.  Naturally, this means that this research strategy would be far less suitable if your research aims involve identifying causation, but it would be very valuable if you’re looking to explore and examine a group culture, for example.

As you can see, the right research strategy will depend largely on your research aims and research questions – in other words, what you’re trying to figure out. Therefore, as with every other methodological choice, it’s essential to justify why you chose the research strategy you did.

Methodological Choice #4 – Time Horizon

The next thing you’ll need to detail in your methodology chapter is the time horizon. There are two options here: cross-sectional and longitudinal . In other words, whether the data for your study were all collected at one point in time (cross-sectional) or at multiple points in time (longitudinal).

The choice you make here depends again on your research aims, objectives and research questions. If, for example, you aim to assess how a specific group of people’s perspectives regarding a topic change over time , you’d likely adopt a longitudinal time horizon.

Another important factor to consider is simply whether you have the time necessary to adopt a longitudinal approach (which could involve collecting data over multiple months or even years). Oftentimes, the time pressures of your degree program will force your hand into adopting a cross-sectional time horizon, so keep this in mind.

Methodological Choice #5 – Sampling Strategy

Next, you’ll need to discuss your sampling strategy . There are two main categories of sampling, probability and non-probability sampling.

Probability sampling involves a random (and therefore representative) selection of participants from a population, whereas non-probability sampling entails selecting participants in a non-random  (and therefore non-representative) manner. For example, selecting participants based on ease of access (this is called a convenience sample).

The right sampling approach depends largely on what you’re trying to achieve in your study. Specifically, whether you trying to develop findings that are generalisable to a population or not. Practicalities and resource constraints also play a large role here, as it can oftentimes be challenging to gain access to a truly random sample. In the video below, we explore some of the most common sampling strategies.

Methodological Choice #6 – Data Collection Method

Next up, you’ll need to explain how you’ll go about collecting the necessary data for your study. Your data collection method (or methods) will depend on the type of data that you plan to collect – in other words, qualitative or quantitative data.

Typically, quantitative research relies on surveys , data generated by lab equipment, analytics software or existing datasets. Qualitative research, on the other hand, often makes use of collection methods such as interviews , focus groups , participant observations, and ethnography.

So, as you can see, there is a tight link between this section and the design choices you outlined in earlier sections. Strong alignment between these sections, as well as your research aims and questions is therefore very important.

Methodological Choice #7 – Data Analysis Methods/Techniques

The final major methodological choice that you need to address is that of analysis techniques . In other words, how you’ll go about analysing your date once you’ve collected it. Here it’s important to be very specific about your analysis methods and/or techniques – don’t leave any room for interpretation. Also, as with all choices in this chapter, you need to justify each choice you make.

What exactly you discuss here will depend largely on the type of study you’re conducting (i.e., qualitative, quantitative, or mixed methods). For qualitative studies, common analysis methods include content analysis , thematic analysis and discourse analysis . In the video below, we explain each of these in plain language.

For quantitative studies, you’ll almost always make use of descriptive statistics , and in many cases, you’ll also use inferential statistical techniques (e.g., correlation and regression analysis). In the video below, we unpack some of the core concepts involved in descriptive and inferential statistics.

In this section of your methodology chapter, it’s also important to discuss how you prepared your data for analysis, and what software you used (if any). For example, quantitative data will often require some initial preparation such as removing duplicates or incomplete responses . Similarly, qualitative data will often require transcription and perhaps even translation. As always, remember to state both what you did and why you did it.

Section 3 – The Methodological Limitations

With the key methodological choices outlined and justified, the next step is to discuss the limitations of your design. No research methodology is perfect – there will always be trade-offs between the “ideal” methodology and what’s practical and viable, given your constraints. Therefore, this section of your methodology chapter is where you’ll discuss the trade-offs you had to make, and why these were justified given the context.

Methodological limitations can vary greatly from study to study, ranging from common issues such as time and budget constraints to issues of sample or selection bias . For example, you may find that you didn’t manage to draw in enough respondents to achieve the desired sample size (and therefore, statistically significant results), or your sample may be skewed heavily towards a certain demographic, thereby negatively impacting representativeness .

In this section, it’s important to be critical of the shortcomings of your study. There’s no use trying to hide them (your marker will be aware of them regardless). By being critical, you’ll demonstrate to your marker that you have a strong understanding of research theory, so don’t be shy here. At the same time, don’t beat your study to death . State the limitations, why these were justified, how you mitigated their impacts to the best degree possible, and how your study still provides value despite these limitations .

Section 4 – Concluding Summary

Finally, it’s time to wrap up the methodology chapter with a brief concluding summary. In this section, you’ll want to concisely summarise what you’ve presented in the chapter. Here, it can be a good idea to use a figure to summarise the key decisions, especially if your university recommends using a specific model (for example, Saunders’ Research Onion ).

Importantly, this section needs to be brief – a paragraph or two maximum (it’s a summary, after all). Also, make sure that when you write up your concluding summary, you include only what you’ve already discussed in your chapter; don’t add any new information.

Methodology Chapter Example

In the video below, we walk you through an example of a high-quality research methodology chapter from a dissertation. We also unpack our free methodology chapter template so that you can see how best to structure your chapter.

Wrapping Up

And there you have it – the methodology chapter in a nutshell. As we’ve mentioned, the exact contents and structure of this chapter can vary between universities , so be sure to check in with your institution before you start writing. If possible, try to find dissertations or theses from former students of your specific degree program – this will give you a strong indication of the expectations and norms when it comes to the methodology chapter (and all the other chapters!).

Also, remember the golden rule of the methodology chapter – justify every choice ! Make sure that you clearly explain the “why” for every “what”, and reference credible methodology textbooks or academic sources to back up your justifications.

If you need a helping hand with your research methodology (or any other component of your research), be sure to check out our private coaching service , where we hold your hand through every step of the research journey. Until next time, good luck!

Psst... there’s more!

This post was based on one of our popular Research Bootcamps . If you're working on a research project, you'll definitely want to check this out ...

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If you are just starting out in HPS, this will be the first time for many years – perhaps ever – that you have done substantial library or museum based research. The number of general studies may seem overwhelming, yet digging out specific material relevant to your topic may seem like finding needles in a haystack. Before turning to the specific entries that make up this guide, there are a few general points that apply more widely.

Planning your research

Because good research and good writing go hand in hand, probably the single most important key to successful research is having a good topic. For that, all you need at the beginning are two things: (a) a problem that you are genuinely interested in and (b) a specific issue, controversy, technique, instrument, person, etc. that is likely to offer a fruitful way forward for exploring your problem. In the early stages, it's often a good idea to be general about (a) and very specific about (b). So you might be interested in why people decide to become doctors, and decide to look at the early career of a single practitioner from the early nineteenth century, when the evidence for this kind of question happens to be unusually good. You can get lots of advice from people in the Department about places to look for topics, especially if you combine this with reading in areas of potential interest. Remember that you're more likely to get good advice if you're able to mesh your interests with something that a potential supervisor knows about. HPS is such a broad field that it's impossible for any department to cover all aspects of it with an equal degree of expertise. It can be reassuring to know that your topic will evolve as your research develops, although it is vital that you establish some basic parameters relatively quickly. Otherwise you will end up doing the research for two, three or even four research papers or dissertations, when all you need is the material for one.

Before beginning detailed work, it's obviously a good idea to read some of the secondary literature surrounding your subject. The more general books are listed on the reading lists for the Part II lecture courses, and some of the specialist literature is listed in these research guides. This doesn't need to involve an exhaustive search, at least not at this stage, but you do need to master the fundamentals of what's been done if you're going to be in a position to judge the relevance of anything you find. If there are lectures being offered in your topic, make sure to attend them; and if they are offered later in the year, try to see if you can obtain a preliminary bibliography from the lecturer.

After that, it's usually a good idea to immerse yourself in your main primary sources as soon as possible. If you are studying a museum object, this is the time to look at it closely; if you're writing about a debate, get together the main papers relevant to it and give them a close read; if you're writing about a specific experiment, look at the published papers, the laboratory notebook, and the relevant letters. Don't spend hours in the early stages of research ferreting out hard-to-find details, unless you're absolutely positive that they are of central importance to the viability of your topic. Start to get a feel for the material you have, and the questions that might be explored further. Make an outline of the main topics that you hope to cover, organized along what you see as the most interesting themes (and remember, 'background' is not usually an interesting theme on its own).

At this stage, research can go in many different directions. At some point, you'll want to read more about the techniques other historians have used for exploring similar questions. Most fields have an established repertoire of ways of approaching problems, and you need to know what these are, especially if you decide to reject them. One of the advantages of an interdisciplinary field like HPS is that you are exposed to different and often conflicting ways of tackling similar questions. Remember that this is true within history itself, and you need to be aware of alternatives. This may well involve looking further afield, at classic books or articles that are not specifically on 'your' subject. For example, it may be that you could find some helpful ideas for a study of modern scientific portraiture in a book on the eighteenth century. The best books dealing with educational maps may not be on the astronomical ones you are studying, but on ones used for teaching classical geography. See where the inspiration for works you admire comes from, and have a look at the sources they have used. This will help you develop the kind of focussed questions that make for a successful piece of work.

As you develop an outline and begin to think through your topic in more detail, you'll be in good position to plan possible lines of research. Don't try to find out everything about your topic: pick those aspects that are likely to prove most fruitful for the direction your essay seems to be heading. For example, it may be worth spending a long time searching for biographical details about a person if their career and life are central to your analysis; but in many other cases, such issues may not be very important. If your interest is in the reception of a work, it is likely to be more fruitful to learn a lot about a few commentaries or reviews (where they appeared, who wrote them, and so forth) than to gather in randomly all the comments you can find.

Follow up hints in other people's footnotes. Works that are otherwise dull or outdated in approach are sometimes based on very solid research. One secondary reference to a crucial letter or newspaper article can save you hours of mindless trawling, and lead you straight to the information you need. Moreover, good historians often signal questions or sources that they think would be worth investigating further.

Remember that the best history almost always depends on developing new approaches and interpretations, not on knowing about a secret archive no one has used before. If you give your work time to develop, and combine research with writing, you will discover new sources, and (better still) a fresh importance for material that has supposedly been known for a long time. As you become familiar with your topic, you are likely to find that evidence you dug out at the beginning of your project is much more significant than you thought it was. In historical research, the most important evidence often isn't sitting there on the surface – it's something you need to dig out through close reading and an understanding of the situation in which the document you are studying was written, or in which the object was produced. This is especially true of instruments, paintings and other non-textual sources.

Some standard reference works

Your research should become more focussed as time goes on. Don't just gather randomly: you should always have at least some idea of why you are looking for something, and what you might hope to find. Make guesses, follow up hunches, see if an idea you have has the possibility to work out. At the beginning, it can be valuable to learn the full range of what is available, but eventually you should be following up specific issues, a bit like a detective tracing the clues to a mystery. It is at this stage of research, which is often best done in conjunction with writing up sections of your project, that knowing where to find answers to specific questions is most useful. There is nothing more disheartening than spending a week to find a crucial fact, only to discover that it's been sitting on the shelf next to you all term. The Whipple has a wide variety of guides, biographical dictionaries and bibliographies, so spend a few minutes early on looking at the reference shelves.

Every major country has a national biographical dictionary (the new version of the British one is the Oxford Dictionary of National Biography , available 2004 online). For better-known scientists, a good place to start is Charles C. Gillispie (ed.) Dictionary of Scientific Biography (1970–1980). There are more specialized dictionaries for every scientific field, from entomology to astronomy. The University Library has a huge selection of biographical sources; ask your supervisor about the best ones for your purpose.

Preliminary searching for book titles and other bibliographical information is now often best done online, and every historian should know how to use the British Library's online search facility; COPAC (the UK national library database); and WorldCat (an international database). All of these are accessible through the HPS Whipple Library website (under 'other catalogues'). At the time of writing, the University Library is remains one of the few libraries of its size to have many of its records not available online, so remember that you have to check the green guard-book catalogues (and the supplementary catalogues) for most items published before 1977. It is hoped that this situation will be rectified soon. There are also numerous bibliographies for individual sciences and subjects, together with catalogues of relevant manuscripts. Most of these are listed elsewhere in this guide.

As questions arise, you will want to be able to access books and articles by other historians that touch upon your subject. There are many sources for this listed elsewhere in this guide, but you should definitely know about the Isis Current Bibliography and The Wellcome Bibliography for the History of Medicine . Both are available online, the former through the RLG History of Science, Technology and Medicine database, the latter through the website of the Wellcome Library.

Libraries and museums

Finally, a word in praise of libraries and museums. As the comments above make clear, the internet is invaluable for searching for specific pieces of information. If you need a bibliographical reference or a general reading list from a course at another university, it is an excellent place to begin. If you are looking for the source of an unidentified quotation, typing it into Google (or an appropriate database held by the University Library) will often turn up the source in seconds. Many academic journals are now online, as are the texts of many books, though not always in a paginated or citable form.

For almost all historical topics, however, libraries filled with printed books and journals will remain the principal tools for research, just as museums will continue to be essential to any work dealing with the material culture of past science. The reason for this is simple: what is on the internet is the result of decisions by people in the past decade, while libraries and museums are the product of a continuous history of collecting over several thousand years. Cambridge has some of the best collections for the history of science anywhere. Despite what is often said, this is not because of the famous manuscripts or showpiece books (these are mostly available in other ways), but because of the depth and range of its collections across the whole field. The Whipple Library is small and friendly, and has an unparalleled selection of secondary works selected over many years – don't just go for specific titles you've found in the catalogue, try browsing around, and ask the librarians for help if you can't see what you are looking for. Explore the Whipple Museum and talk to the curator and the staff. There are rich troves of material in these departmental collections, on topics ranging from phrenology and microscopy to the early development of pocket calculators. Become familiar with what the University Library has to offer: it is large and sometimes idiosyncratic, but worth getting to know well if you are at all serious about research. It is a fantastic instrument for studying the human past – the historian's equivalent of CERN or the Hubble Telescope. And all you need to get in is a student ID.

Further reading

Wayne C. Booth, Gregory G. Colomb, and Joseph M. William, The Craft of Research , 2nd ed. (University of Chicago Press, 2003).

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Writing the Undergraduate Thesis

  Your thesis is not something to be put off, but something to get started on early!

Daniel has just completed his  BA History and Politics at  Magdalen College . He is a disabled student and the first in his immediate family to go to university. Daniel is a Trustee of  Potential Plus UK , a Founding Ambassador and Expert Panel Member for  Zero Gravity , a  Sutton Trust Alumni Leadership Board Member  and a History Faculty Ambassador. Before coming to university, Daniel studied at a non-selective state school, and was a participant on the  UNIQ ,  Sutton Trust , and  Social Mobility Foundation  APP Reach programmes, as well as being part of the inaugural  Opportunity Oxford  cohort. Daniel is passionate about outreach and social mobility and ensuring all students have the best opportunity to succeed.

The undergraduate thesis is most probably the longest piece of writing you will have encountered but can be the most rewarding. It gives you the opportunity to follow your passions and conduct historical research that may have never been done before, in a new field or deepening understanding in an area you had already explored. Based on my recent experience here is my advice for how to put it all together:

Choosing a topic

You should begin thinking about this in the January of your second year. Most work on your thesis begins in Trinity (summer term) of your second year, so use Hilary (spring term) to brainstorm what you want to write about. Reflect on which bits of the History degree you have really enjoyed, or any areas you wish to learn more about. Don’t just go for the most obvious topics. 20th century British political topics in some cases have very little unexplored material, so you want to choose an area where you can really add value. Make sure your topic is small enough to be able to do it well in 12,000 words, as that becomes surprisingly few words when you are putting it all together.

You may cover something where there has been some research, but find a new approach or a new angle. In my case, I used the new donations of materials on the Oxford Union’s ‘King and Country’ debate as one way my thesis would be original.

You want to think about the sources you would potentially need to consult, and where they may be stored – no point choosing a topic if the archives are in a language you don’t understand or they are inaccessible. You need to think about logistics and ensure there will be enough material to write about. Not enough primary material can really hold writing back. You don’t need to travel across the world (though it can be very cool) to put it together. There are plenty of subjects that haven’t been explored that could be answered by archives within the University of Oxford. That’s another way to bring value from your thesis; focus on a well-known topic, but in a local context where it may not have been researched.

If you are struggling to choose a topic, don’t worry as there are lectures and sessions to support you throughout the thesis process from the Faculty of History and your college tutor. Not every idea works first time either, so do leave yourself enough time to explore the primary material available.

Introductory reading and your supervisor

At this point it is worth seeing what secondary material is available so you can begin to get a clear idea of what you are writing about. The History Faculty Canvas page is a good place to start. Use reading lists from other papers to put together an introductory reading list for your thesis. You could also attend relevant lectures if you start early enough to gain an understanding of the key ideas in each area.

Don’t worry if you aren’t sure how you want to move forward, your thesis supervisor is there to support with this. They are a tutor who has some experience in the area you are writing about; they have subject specialist knowledge which will be invaluable in driving your thesis forward.

Throughout your thesis writing process you can access up to 5 hours of support (inclusive of time spent responding to email questions as well as meetings), so don’t use all your time up at the start. Leave time for feedback on your thesis draft (I would recommend saving around three hours for this). Talk about your ideas and where you are stuck, and they will be able to suggest relevant reading or sources of primary material.

Ideally confirm your topic and supervisor by the end of Trinity (summer term) of your second year. You can meet before the summer to set out what work you are going to do over the long vacation.

Primary source work

The vast majority of this should be completed over the summer, given you only get Hilary (spring) term of your third year to write up. You are likely to need to spend around 2 weeks conducting primary research, looking at archives or conducting interviews depending on what you are studying. You want to make good notes while doing this and make sure to note down all reference codes for the material you access in the archive. Anything quoted in your thesis will need to be referenced (including page numbers), so note these early to save having to do so again. This is particularly important for sources located a long way away.

You will require ethical approval from your supervisor before you undertake any interviews. This process can take some time, so make sure you submit the request early as you don’t want your thesis timeline to be derailed by this review. Also consider how you will reach those you want to interview; are they likely to want to be involved? What is the best medium to engage with them (online or in-person)? What are the strengths and limitations of such an approach?

While conducting primary source analysis, think back to the question you initially discussed with your supervisor and consider if your enquiry is developing differently. You may find your focus in archival research is slightly different to what you outlined initially. That is fine as long as you can complete a good piece of writing on it.

As you go, begin thinking about the two to three chapters you may break your work into. Also reflect – is there enough material to write about? You don’t want to be going into third year with too much primary source analysis left to do. Keep thinking what you want to cover in your thesis and identify gaps early so you can continue to develop your enquiry.

You will need to submit a short proposal in Michaelmas (autumn term) of your third year. This is signed off by the exam board, to certify your thesis is a viable proposal. By now you should know if there is enough material to cover the topic you want. You can make changes after the submission, but I think it’s a good deadline to see if you are on track. It doesn’t need to be too detailed; suggest a title, list the sources you are consulting and what you are hoping to investigate. Your supervisor or tutors in college can give feedback on this.

Secondary reading

You will already have done some secondary reading as part of choosing a topic, and through your initial meetings with your supervisor. While conducting primary source analysis over the long vacation, it is also advantageous to do some more secondary reading. Secondary reading helps to put sources in context and allows you to see where your work fits in to the wider historical debate. Your thesis may be responding to an author or building upon their work. If possible, you could even reach out to them to get their advice or suggestions for unexplored avenues of enquiry.

It is worth flagging you are unlikely to have any time during Michaelmas (autumn term) to work on your thesis. The earliest you are likely to get back to your thesis is at some point during the Christmas vacation or the 1st week of Hilary (spring term).

You must submit your thesis by midday on Friday of 8th week of Hilary. As you can see the timelines are tight. It is therefore worth finishing any primary source analysis as a priority at the start of term, before devoting a few more weeks to secondary reading. During this time, keep checking in with your supervisor to stay on track.

How long you spend on secondary reading should be determined by how long you think you need for writing; my advice is learn from the Extended Essay that you completed in Michaelmas (autumn term) to know your timings. If it took much longer to write than planned, this needs to be factored into your timings. You don’t want to spend all your time reading if writing is the most challenging aspect. You can also read while writing, as the writing process can expose gaps. So give yourself more time to write than you think you need, and prioritise your reading by where you think you need more knowledge.

You should have a detailed plan for your thesis, breaking it down into two to three chapters and what you want to cover in each chapter. With a long piece of writing, it is easy for the quality to drop in the middle as you lose steam so be aware of this. You want to be selective as you only have 12000 words and referencing counts within that limit. Just like any piece of academic writing, it needs an argument so make sure you have a clear train of thought throughout.

I would advise you start writing by the beginning of fourth week. You ideally want to submit your thesis to your supervisor by the end of fifth week to give time for review. It is likely to take your supervisor a minimum of a week to review your thesis (they may be supervising multiple students), so check when they need it by to ensure you have ample time to make the necessary improvements.

When writing, you may want to write a sketch version first where you write all of your thoughts before adding the detail with references. Make sure your referencing format is consistent and make the work as good as possible so your supervisor’s feedback can be focused on how to get your thesis to the next level rather than simple mistakes. For things like spelling and grammar it is down to you to ensure your thesis is readable.

While it can be tempting to leave writing until the last possible second, you will get your best work by working consistently over a week or two with clear goals. You don’t want to be in the library every waking hour, as this will come through in the quality of what is written.

When working with a supervisor, it is all about communication. If you do find issues while writing your thesis, you can always meet your supervisor to get some steer. Some supervisors like to review it chapter by chapter, so establish how you want to work at the start of Hilary (spring term) and stick to it.

Proofreading and re-drafting

When you receive your supervisor’s feedback, it can be useful to schedule sessions with them to run through it on a granular level. Some supervisors will go through chapter by chapter, others will be steered by your questions.

You will hopefully have at least one or two weeks to make the necessary edits, which could be as drastic as restructuring an entire chapter. It is worth rewriting with time to spare, so you can proofread it to ensure the thesis reads clearly. Do follow the University regulations if you would like others to review your thesis.

The final step is sending it in before the deadline – some students submit up to a week in advance if they are happy with it, where others (like myself) give it a final read on the morning of submission. Make sure to back up on a cloud-based platform so if there are any technical issues you can obtain a recent version.

Writing a thesis can be an enjoyable process, where you get a lot of freedom to work at your own pace on a topic you are interested in. My main piece of advice is don’t let that freedom get you off track, as there is little time to catch up if you do fall behind (particularly during Hilary term). Your thesis is not something to be put off but something to get started on early!

My undergraduate thesis will be published on the Oxford Union Library and Archives website in due course, and a physical copy can also be found within the Oxford Union Library.

The Princeton Guide to Historical Research

• Zachary Schrag

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The essential handbook for doing historical research in the twenty-first century

• Skills for Scholars

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The Princeton Guide to Historical Research provides students, scholars, and professionals with the skills they need to practice the historian’s craft in the digital age, while never losing sight of the fundamental values and techniques that have defined historical scholarship for centuries. Zachary Schrag begins by explaining how to ask good questions and then guides readers step-by-step through all phases of historical research, from narrowing a topic and locating sources to taking notes, crafting a narrative, and connecting one’s work to existing scholarship. He shows how researchers extract knowledge from the widest range of sources, such as government documents, newspapers, unpublished manuscripts, images, interviews, and datasets. He demonstrates how to use archives and libraries, read sources critically, present claims supported by evidence, tell compelling stories, and much more. Featuring a wealth of examples that illustrate the methods used by seasoned experts, The Princeton Guide to Historical Research reveals that, however varied the subject matter and sources, historians share basic tools in the quest to understand people and the choices they made.

• Offers practical step-by-step guidance on how to do historical research, taking readers from initial questions to final publication
• Connects new digital technologies to the traditional skills of the historian
• Draws on hundreds of examples from a broad range of historical topics and approaches
• Shares tips for researchers at every skill level

Skills for Scholars: The new tools of the trade

Awards and recognition.

• Winner of the James Harvey Robinson Prize, American Historical Association
• A Choice Outstanding Academic Title of the Year

• Introduction: History Is for Everyone
• History Is the Study of People and the Choices They Made
• History Is a Means to Understand Today’s World
• History Combines Storytelling and Analysis
• History Is an Ongoing Debate
• Autobiography
• Everything Has a History
• Narrative Expansion
• From the Source
• Public History
• Research Agenda
• Factual Questions
• Interpretive Questions
• Opposing Forces
• Internal Contradictions
• Competing Priorities
• Determining Factors
• Hidden or Contested Meanings
• Before and After
• Dialectics Create Questions, Not Answers
• Copy Other Works
• History Big and Small
• Pick Your People
• Add and Subtract
• Narrative versus Thematic Schemes
• The Balky Time Machine
• Local and Regional
• Transnational and Global
• Comparative
• What Is New about Your Approach?
• Are You Working in a Specific Theoretical Tradition?
• What Have Others Written?
• Are Others Working on It?
• What Might Your Critics Say?
• Primary versus Secondary Sources
• Balancing Your Use of Secondary Sources
• Sets of Sources
• Sources as Records of the Powerful
• No Source Speaks for Itself
• Languages and Specialized Reading
• Choose Sources That You Love
• Workaday Documents
• Specialized Periodicals
• Criminal Investigations and Trials
• Official Reports
• Letters and Petitions
• Institutional Records
• Scholarship
• Motion Pictures and Recordings
• Buildings and Plans
• The Working Bibliography
• The Open Web
• Limits of the Open Web
• Bibliographic Databases
• Full-Text Databases
• Oral History
• What Is an Archive?
• Archives and Access
• Read the Finding Aid
• Follow the Rules
• Work with Archivists
• Types of Cameras
• How Much to Shoot?
• Managing Expectations
• Duck, Duck, Goose
• Credibility
• Avoid Catastrophe
• Complete Tasks—Ideally Just Once, and in the Right Order
• Maintain Momentum
• Kinds of Software
• Word Processors
• Means of Entry
• A Good Day’s Work
• Word Count Is Your Friend
• Managing Research Assistants
• Research Diary
• When to Stop
• Note-Taking as Mining
• Note-Taking as Assembly
• Identify the Source, So You Can Go Back and Consult if Needed
• Distinguish Others’ Words and Ideas from Your Own
• Allow Sorting and Retrieval of Related Pieces of Information
• Provide the Right Level of Detail
• Notebooks and Index Cards
• Word Processors for Note-Taking
• Plain Text and Markdown
• Reference Managers
• Note-Taking Apps
• Relational Databases
• Spreadsheets
• Glossaries and Alphabetical Lists
• Image Catalogs
• Other Specialized Formats
• The Working Draft
• Variants: The Ten- and Thirty-Page Papers
• Thesis Statement
• Historiography
• Sections as Independent Essays
• Topic Sentences
• Answering Questions
• Invisible Bullet Points
• The Perils of Policy Prescriptions
• A Model (T) Outline
• Flexibility
• Protagonists
• Antagonists
• Bit Players
• The Shape of the Story
• The Controlling Idea
• Alchemy: Turning Sources to Stories
• Turning Points
• Counterfactuals
• Point of View
• Symbolic Details
• Combinations
• Speculation
• Is Your Jargon Really Necessary?
• Defining Terms
• Word Choice as Analysis
• Period Vocabulary or Anachronism?
• Integrate Images into Your Story
• Put Numbers in Context
• Summarize Data in Tables and Graphs
• Why We Cite
• Citation Styles
• Active Verbs
• People as Subjects
• Signposting
• First Person
• Putting It Aside
• Reverse Outlining
• Auditing Your Word Budget
• Writing for the Ear
• Conferences
• Social Media
• Coauthorship
• Tough, Fair, and Encouraging
• Manuscript and Book Reviews
• Journal Articles
• Book chapters
• Websites and Social Media
• Museums and Historic Sites
• Press Appearances and Op-Eds
• Law and Policy
• Graphic History, Movies, and Broadway Musicals
• Acknowledgments

"This volume is a complete and sophisticated addition to any scholar’s library and a boon to the curious layperson. . . . [A] major achievement."— Choice Reviews

"This book is quite simply a gem. . . . Schrag’s accessible style and comprehensive treatment of the field make this book a valuable resource."—Alan Sears, Canadian Journal of History

"A tour de force that will help all of us be more capable historians. This wholly readable, delightful book is packed with good advice that will benefit seasoned scholars and novice researchers alike."—Nancy Weiss Malkiel, author of "Keep the Damned Women Out": The Struggle for Coeducation

"An essential and overdue contribution. Schrag's guide offers a lucid breakdown of what historians do and provides plenty of examples."—Jessica Mack, Roy Rosenzweig Center for History and New Media, George Mason University

"Extraordinarily useful. If there is another book that takes apart as many elements of the historian's craft the way that Schrag does and provides so many examples, I am not aware of it."—James Goodman, author of But Where Is the Lamb?

"This is an engaging guide to being a good historian and all that entails."—Diana Seave Greenwald, Assistant Curator of the Collection, Isabella Stewart Gardner Museum

"Impressive and engaging. Schrag gracefully incorporates the voices of dozens, if not hundreds, of fellow historians. This gives the book a welcome conversational feeling, as if the reader were overhearing a lively discussion among friendly historians."—Sarah Dry, author of Waters of the World: The Story of the Scientists Who Unraveled the Mysteries of Our Oceans, Atmosphere, and Ice Sheets and Made the Planet Whole

"This is a breathtaking book—wide-ranging, wonderfully written, and extremely useful. Every page brims with fascinating, well-chosen illustrations of creative research, writing, and reasoning that teach and inspire."—Amy C. Offner, author of Sorting Out the Mixed Economy

historyprofessor.org website, maintained by Zachary M. Schrag, Professor of History at George Mason University

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Research Methods for History

• Lucy Faire and Simon Gunn
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• Language: English
• Publisher: Edinburgh University Press
• Copyright year: 2016
• Audience: College/higher education;
• Main content: 288
• Other: 24 B/W illustrations
• Keywords: History
• Published: July 8, 2016
• ISBN: 9781474408745

• UTEP Library
• UTEP Library Research Guides

Graduate-Level Historical Research

• Research Methods
• Archival Research
• Historiography
• Select Databases
• Historical Newspapers
• Theses and Dissertations
• Media and Microfilm
• Government Documents
• UTEP Special Collections
• Citing Sources

Qualitative and Quantitive Research

Historians rely on primary and secondary sources when conducting research and writing historical works. They also use qualitative and/or quantitative research methods to support their arguments and conclusions.

Here are some sources about research design and writing:

• Using Archives: A Guide to Effective Research
• Using Photographs in Social and Historical Research by Penny Tinkler, Special Collections Reference HM511.T56 2013
• Historical Research: A Guide by W.H. McDowell, ebook
• A Concise Companion to History edited by Ulinka Rublack, Main Stacks D13.C663 2011
• Going to the Sources: A Guide to Historical Research and Writing by Anthony Brundage, Main Stacks D16.B893 2013
• Research Methods for History edited by Simon Gunn and Lucy Faire, ebook
• A Short Guide to Writing about History by Richard Marius, Main Stacks D13.M294 2002
• Historian's Guide to Statistics: Quantitative Analysis and Historical Research by Charles M. Dollar and Richard J. Jensen, Main Stacks HA29.D645
• Writing the Winning Thesis or Dissertation: A Step-by-Step Guide by Randy Joyner, William A. Rouse, and Allan A. Glathorn, Main Stacks LB2369.G56 2013
• The Craft of Research by Wayne C. Booth, ebook
• The Elements of Style by William Strunk and E.B. White, Main Stacks PE1408.S772 1972

Historians use the Chicago Manual of Style when writing papers, books, and articles and documenting sources. The manual is available here .

What is a Scholarly Article?

A scholarly or peer-reviewed article is one that is reviewed by a panel of experts in the field. The following are a few characteristics of a scholarly article:

• An abstract, or summary, before the main text of the article
• Footnotes and/or bibliographies that cite sources
• Graphs or charts detailing the research process and/or results
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History: writing a history dissertation.

• Writing a History Dissertation
• Referencing and Style Guide
• Literature Search Plan
• American History

Starting a Literature Search

Conducting a literature search is a great way to find a viable topic and plan your research. It will also give you the opportunity to look for primary and secondary resources that can support the arguments you make in your dissertation. 

Starting your literature search early will help you plan your dissertation and give you an overview of all the resources you might want to consult. Below are examples of how you can start this process and how they can help.

Dissertation Books

Define your Topic

Start your search by identifying a broad subject area, such as a country, period, theme or person. You might do this by looking at reference works, such as a Very Short Introduction , Cambridge Histories , or Oxford Handbooks . These books will give you an insight into the many areas you can investigate in greater depth and they will also provide references to peer-reviewed material on more defined topics. 

Next , look at material which focuses more on the area you have identified from reference works. These might be books, chapters or articles which focus on a more defined area of the subject you have identified. Use these to formulate questions that you can answer in your research.

Then ,  read resources that will help you form your argument and answer the questions you have set. This material should focus on the topic you have chosen and help you explain what has been written on this area before.

Search for Secondary Resources

In order to successfully search for resources relevant to your study, you will need to use search-terms which will retrieve the best results. The tips below will help you do this:

Terms you have found in your reading

Keep a note of terms you have seen when you have been identifying your topic. This could be anything relevant your topic, including: places, people, jobs, religions, institutions, objects, periods, or events. Also, take note of terms that are related to your topic and had an impact on the area you are studying. Write down all the terms which relate to your topic and note which ones provide the most relevant results.

It can also be useful to keep a note of what you are not looking at so that you stay focused on your topic and do not retrieve too many results.

Authors who are written about the topic

You will start to notice that some authors are mentioned as specialists on the topic you are researching. Search a variety of catalogues to find what they have written on the subject in different formats. They might have contributed to edited works, written articles, given presentations to conferences or annotated works. They also might lead you to others who have written about your topic or research groups which are relevant to your studies.

Use subject searches

Most secondary resources have been indexed according to their subject. Through using these subject terms you can search catalogues more efficiently and find relevant resources without just searching the title or author. 

If you find a useful resources, try looking at its catalogue record. See if any of the subject headings look useful and note what terminology they use as this will be consistent across most databases. When you have found a useful term, copy and paste it into a subject search (or select the link) and see what other resources are available.

You can also use an online thesaurus to find search terms. The most commonly used terms are the Library of Congress Subject Headings  which provide uniform terms across international databases.

Use databases

The University subscribes to many databases that focus on different countries and topics. These will provide a comprehensive guide to what has been written in your area and may use different subject headings. Reference databases and bibliographies can be especially useful for finding citations of everything that has been written on a certain area of history. Biographical databases can also help find information about individuals and institutions. For a complete list of all the databases the University subscribes to, look at the A-Z of databases . 

Search for Primary Resources

There are plenty of primary resources that can be used in your dissertation. The University subscribes to many databases that provide access to primary resources and some of our libraries hold special collections which can be used in your research. Below are some examples:

The University subscribes to many newspapers from the past and present. They can be a really useful tool for finding contemporary accounts of events and provide more than just articles (including: advertisements, illustrations, family notices, sports, arts, court cases). Many newspaper databases will also include related content, such as pamphlets and newsbooks.

The University Library has a collection of print newspapers which can be consulted on site. The University also subscribes to electronic databases of national and local newspapers across the world. More information about the newspaper databases we subscribe to is available on our  dedicated website .

Special Collection Material

Many libraries and archives provide access to rare, unique and specialised collections of books and manuscripts. The University Library, for example, provides access to Manuscripts and Rare Books Departments , as do some of the colleges. Some of the more frequently used and important material is also available as part of an online library, such as Cambridge's CUDL .

Official Publications (Government Documents)

Documents produced by governmental and intergovernmental bodies can provide an insight into their decision making and governance. Several libraries in Cambridge have received official publications material and a lot of material is now available online. More information about the official material in Cambridge libraries is available on our Official Publications LibGuide .

Data and Statistics

Figures can be used to help illustrate a point and provide evidence as you answer the central question in your dissertation. You might chose to refer to census data, crime statistics, trade figures, or any other data set that relates to your area of history. This sort of information can be found in databases and replicated in secondary resources. 

Private Papers

If you are researching an individual (or someone who played a prominent role in the area you are focusing on) it is a good idea to see if they have deposited private papers in an archive. These might includes diaries, letters, draft works, or anything else that was kept and not published. These works are normally kept in an archive, so a good starting point is to look at a catalogue that might show where relevant papers are held (such as Archives Hub )

These can include maps, cartoons, paintings and photographs. Images are available both in print and online, but you need to be cautious of the copyright restrictions of images before you use them (check the information given by the source). Some databases will allow you to search images, like ARTstor , so use them as a good starting point for your search. 

Audio-Visual

Similarly to images, the University provides access to a variety of audio-visual resources, including interviews, recordings, radio and films. If there is a particular DVD you would like to use, try searching the title in iDiscover. For example, " Interviews with Historians " will take you to a comprehensive collection of DVDs available at the Seeley. Many films are also available online, such as British Pathe .

Organise and Save Your Research

You will be able to do a comprehensive and efficient literature search if you keep a record of what you have read, where you read it and what each item means to your research. The best way to achieve this is to:

1. Record the key ideas, themes and quotes from what you have read. Try to find a uniform way to do this as it will make it easier to find information when you come to write your dissertation. Some formats are freely available on the internet, such as the Cornell Note Taking System .

2. Save citations you have looked at so you do not struggle to find them again. Also, this will help you when you come to do your references. There are many reference managers available to help you store this information and create a fully formatted bibliography.

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• Knowledge Base
• Dissertation
• What Is a Research Methodology? | Steps & Tips

What Is a Research Methodology? | Steps & Tips

Published on 25 February 2019 by Shona McCombes . Revised on 10 October 2022.

Your research methodology discusses and explains the data collection and analysis methods you used in your research. A key part of your thesis, dissertation, or research paper, the methodology chapter explains what you did and how you did it, allowing readers to evaluate the reliability and validity of your research.

It should include:

• The type of research you conducted
• How you collected and analysed your data
• Any tools or materials you used in the research
• Why you chose these methods
• Your methodology section should generally be written in the past tense .
• Academic style guides in your field may provide detailed guidelines on what to include for different types of studies.
• Your citation style might provide guidelines for your methodology section (e.g., an APA Style methods section ).

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Table of contents

How to write a research methodology, why is a methods section important, step 1: explain your methodological approach, step 2: describe your data collection methods, step 3: describe your analysis method, step 4: evaluate and justify the methodological choices you made, tips for writing a strong methodology chapter, frequently asked questions about methodology.

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Your methods section is your opportunity to share how you conducted your research and why you chose the methods you chose. It’s also the place to show that your research was rigorously conducted and can be replicated .

It gives your research legitimacy and situates it within your field, and also gives your readers a place to refer to if they have any questions or critiques in other sections.

You can start by introducing your overall approach to your research. You have two options here.

Option 1: Start with your “what”

What research problem or question did you investigate?

• Aim to describe the characteristics of something?
• Explore an under-researched topic?
• Establish a causal relationship?

And what type of data did you need to achieve this aim?

• Quantitative data , qualitative data , or a mix of both?
• Primary data collected yourself, or secondary data collected by someone else?
• Experimental data gathered by controlling and manipulating variables, or descriptive data gathered via observations?

Option 2: Start with your “why”

Depending on your discipline, you can also start with a discussion of the rationale and assumptions underpinning your methodology. In other words, why did you choose these methods for your study?

• Why is this the best way to answer your research question?
• Is this a standard methodology in your field, or does it require justification?
• Were there any ethical considerations involved in your choices?
• What are the criteria for validity and reliability in this type of research ?

Once you have introduced your reader to your methodological approach, you should share full details about your data collection methods .

Quantitative methods

In order to be considered generalisable, you should describe quantitative research methods in enough detail for another researcher to replicate your study.

Here, explain how you operationalised your concepts and measured your variables. Discuss your sampling method or inclusion/exclusion criteria, as well as any tools, procedures, and materials you used to gather your data.

Surveys Describe where, when, and how the survey was conducted.

• How did you design the questionnaire?
• What form did your questions take (e.g., multiple choice, Likert scale )?
• Were your surveys conducted in-person or virtually?
• What sampling method did you use to select participants?
• What was your sample size and response rate?

Experiments Share full details of the tools, techniques, and procedures you used to conduct your experiment.

• How did you design the experiment ?
• How did you recruit participants?
• How did you manipulate and measure the variables ?
• What tools did you use?

Existing data Explain how you gathered and selected the material (such as datasets or archival data) that you used in your analysis.

• Where did you source the material?
• How was the data originally produced?
• What criteria did you use to select material (e.g., date range)?

The survey consisted of 5 multiple-choice questions and 10 questions measured on a 7-point Likert scale.

The goal was to collect survey responses from 350 customers visiting the fitness apparel company’s brick-and-mortar location in Boston on 4–8 July 2022, between 11:00 and 15:00.

Here, a customer was defined as a person who had purchased a product from the company on the day they took the survey. Participants were given 5 minutes to fill in the survey anonymously. In total, 408 customers responded, but not all surveys were fully completed. Due to this, 371 survey results were included in the analysis.

Qualitative methods

In qualitative research , methods are often more flexible and subjective. For this reason, it’s crucial to robustly explain the methodology choices you made.

Be sure to discuss the criteria you used to select your data, the context in which your research was conducted, and the role you played in collecting your data (e.g., were you an active participant, or a passive observer?)

Interviews or focus groups Describe where, when, and how the interviews were conducted.

• How did you find and select participants?
• How many participants took part?
• What form did the interviews take ( structured , semi-structured , or unstructured )?
• How long were the interviews?
• How were they recorded?

Participant observation Describe where, when, and how you conducted the observation or ethnography .

• What group or community did you observe? How long did you spend there?
• How did you gain access to this group? What role did you play in the community?
• How long did you spend conducting the research? Where was it located?
• How did you record your data (e.g., audiovisual recordings, note-taking)?

Existing data Explain how you selected case study materials for your analysis.

• What type of materials did you analyse?
• How did you select them?

In order to gain better insight into possibilities for future improvement of the fitness shop’s product range, semi-structured interviews were conducted with 8 returning customers.

Here, a returning customer was defined as someone who usually bought products at least twice a week from the store.

Surveys were used to select participants. Interviews were conducted in a small office next to the cash register and lasted approximately 20 minutes each. Answers were recorded by note-taking, and seven interviews were also filmed with consent. One interviewee preferred not to be filmed.

Mixed methods

Mixed methods research combines quantitative and qualitative approaches. If a standalone quantitative or qualitative study is insufficient to answer your research question, mixed methods may be a good fit for you.

Mixed methods are less common than standalone analyses, largely because they require a great deal of effort to pull off successfully. If you choose to pursue mixed methods, it’s especially important to robustly justify your methods here.

Next, you should indicate how you processed and analysed your data. Avoid going into too much detail: you should not start introducing or discussing any of your results at this stage.

In quantitative research , your analysis will be based on numbers. In your methods section, you can include:

• How you prepared the data before analysing it (e.g., checking for missing data , removing outliers , transforming variables)
• Which software you used (e.g., SPSS, Stata or R)
• Which statistical tests you used (e.g., two-tailed t test , simple linear regression )

In qualitative research, your analysis will be based on language, images, and observations (often involving some form of textual analysis ).

Specific methods might include:

• Content analysis : Categorising and discussing the meaning of words, phrases and sentences
• Thematic analysis : Coding and closely examining the data to identify broad themes and patterns
• Discourse analysis : Studying communication and meaning in relation to their social context

Mixed methods combine the above two research methods, integrating both qualitative and quantitative approaches into one coherent analytical process.

Above all, your methodology section should clearly make the case for why you chose the methods you did. This is especially true if you did not take the most standard approach to your topic. In this case, discuss why other methods were not suitable for your objectives, and show how this approach contributes new knowledge or understanding.

In any case, it should be overwhelmingly clear to your reader that you set yourself up for success in terms of your methodology’s design. Show how your methods should lead to results that are valid and reliable, while leaving the analysis of the meaning, importance, and relevance of your results for your discussion section .

• Quantitative: Lab-based experiments cannot always accurately simulate real-life situations and behaviours, but they are effective for testing causal relationships between variables .
• Qualitative: Unstructured interviews usually produce results that cannot be generalised beyond the sample group , but they provide a more in-depth understanding of participants’ perceptions, motivations, and emotions.
• Mixed methods: Despite issues systematically comparing differing types of data, a solely quantitative study would not sufficiently incorporate the lived experience of each participant, while a solely qualitative study would be insufficiently generalisable.

Remember that your aim is not just to describe your methods, but to show how and why you applied them. Again, it’s critical to demonstrate that your research was rigorously conducted and can be replicated.

1. Focus on your objectives and research questions

The methodology section should clearly show why your methods suit your objectives  and convince the reader that you chose the best possible approach to answering your problem statement and research questions .

2. Cite relevant sources

Your methodology can be strengthened by referencing existing research in your field. This can help you to:

• Show that you followed established practice for your type of research
• Discuss how you decided on your approach by evaluating existing research
• Present a novel methodological approach to address a gap in the literature

3. Write for your audience

Consider how much information you need to give, and avoid getting too lengthy. If you are using methods that are standard for your discipline, you probably don’t need to give a lot of background or justification.

Regardless, your methodology should be a clear, well-structured text that makes an argument for your approach, not just a list of technical details and procedures.

Methodology refers to the overarching strategy and rationale of your research. Developing your methodology involves studying the research methods used in your field and the theories or principles that underpin them, in order to choose the approach that best matches your objectives.

Methods are the specific tools and procedures you use to collect and analyse data (e.g. interviews, experiments , surveys , statistical tests ).

In a dissertation or scientific paper, the methodology chapter or methods section comes after the introduction and before the results , discussion and conclusion .

Depending on the length and type of document, you might also include a literature review or theoretical framework before the methodology.

Quantitative research deals with numbers and statistics, while qualitative research deals with words and meanings.

Quantitative methods allow you to test a hypothesis by systematically collecting and analysing data, while qualitative methods allow you to explore ideas and experiences in depth.

A sample is a subset of individuals from a larger population. Sampling means selecting the group that you will actually collect data from in your research.

For example, if you are researching the opinions of students in your university, you could survey a sample of 100 students.

Statistical sampling allows you to test a hypothesis about the characteristics of a population. There are various sampling methods you can use to ensure that your sample is representative of the population as a whole.

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• Knowledge Base
• Dissertation
• What Is a Research Methodology? | Steps & Tips

What Is a Research Methodology? | Steps & Tips

Published on August 25, 2022 by Shona McCombes and Tegan George. Revised on November 20, 2023.

Your research methodology discusses and explains the data collection and analysis methods you used in your research. A key part of your thesis, dissertation , or research paper , the methodology chapter explains what you did and how you did it, allowing readers to evaluate the reliability and validity of your research and your dissertation topic .

It should include:

• The type of research you conducted
• How you collected and analyzed your data
• Any tools or materials you used in the research
• How you mitigated or avoided research biases
• Why you chose these methods
• Your methodology section should generally be written in the past tense .
• Academic style guides in your field may provide detailed guidelines on what to include for different types of studies.
• Your citation style might provide guidelines for your methodology section (e.g., an APA Style methods section ).

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Table of contents

How to write a research methodology, why is a methods section important, step 1: explain your methodological approach, step 2: describe your data collection methods, step 3: describe your analysis method, step 4: evaluate and justify the methodological choices you made, tips for writing a strong methodology chapter, other interesting articles, frequently asked questions about methodology.

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Your methods section is your opportunity to share how you conducted your research and why you chose the methods you chose. It’s also the place to show that your research was rigorously conducted and can be replicated .

It gives your research legitimacy and situates it within your field, and also gives your readers a place to refer to if they have any questions or critiques in other sections.

You can start by introducing your overall approach to your research. You have two options here.

Option 1: Start with your “what”

What research problem or question did you investigate?

• Aim to describe the characteristics of something?
• Explore an under-researched topic?
• Establish a causal relationship?

And what type of data did you need to achieve this aim?

• Quantitative data , qualitative data , or a mix of both?
• Primary data collected yourself, or secondary data collected by someone else?
• Experimental data gathered by controlling and manipulating variables, or descriptive data gathered via observations?

Option 2: Start with your “why”

Depending on your discipline, you can also start with a discussion of the rationale and assumptions underpinning your methodology. In other words, why did you choose these methods for your study?

• Why is this the best way to answer your research question?
• Is this a standard methodology in your field, or does it require justification?
• Were there any ethical considerations involved in your choices?
• What are the criteria for validity and reliability in this type of research ? How did you prevent bias from affecting your data?

Once you have introduced your reader to your methodological approach, you should share full details about your data collection methods .

Quantitative methods

In order to be considered generalizable, you should describe quantitative research methods in enough detail for another researcher to replicate your study.

Here, explain how you operationalized your concepts and measured your variables. Discuss your sampling method or inclusion and exclusion criteria , as well as any tools, procedures, and materials you used to gather your data.

Surveys Describe where, when, and how the survey was conducted.

• How did you design the questionnaire?
• What form did your questions take (e.g., multiple choice, Likert scale )?
• Were your surveys conducted in-person or virtually?
• What sampling method did you use to select participants?
• What was your sample size and response rate?

Experiments Share full details of the tools, techniques, and procedures you used to conduct your experiment.

• How did you design the experiment ?
• How did you recruit participants?
• How did you manipulate and measure the variables ?
• What tools did you use?

Existing data Explain how you gathered and selected the material (such as datasets or archival data) that you used in your analysis.

• Where did you source the material?
• How was the data originally produced?
• What criteria did you use to select material (e.g., date range)?

The survey consisted of 5 multiple-choice questions and 10 questions measured on a 7-point Likert scale.

The goal was to collect survey responses from 350 customers visiting the fitness apparel company’s brick-and-mortar location in Boston on July 4–8, 2022, between 11:00 and 15:00.

Here, a customer was defined as a person who had purchased a product from the company on the day they took the survey. Participants were given 5 minutes to fill in the survey anonymously. In total, 408 customers responded, but not all surveys were fully completed. Due to this, 371 survey results were included in the analysis.

• Information bias
• Omitted variable bias
• Regression to the mean
• Survivorship bias
• Undercoverage bias
• Sampling bias

Qualitative methods

In qualitative research , methods are often more flexible and subjective. For this reason, it’s crucial to robustly explain the methodology choices you made.

Be sure to discuss the criteria you used to select your data, the context in which your research was conducted, and the role you played in collecting your data (e.g., were you an active participant, or a passive observer?)

Interviews or focus groups Describe where, when, and how the interviews were conducted.

• How did you find and select participants?
• How many participants took part?
• What form did the interviews take ( structured , semi-structured , or unstructured )?
• How long were the interviews?
• How were they recorded?

Participant observation Describe where, when, and how you conducted the observation or ethnography .

• What group or community did you observe? How long did you spend there?
• How did you gain access to this group? What role did you play in the community?
• How long did you spend conducting the research? Where was it located?
• How did you record your data (e.g., audiovisual recordings, note-taking)?

Existing data Explain how you selected case study materials for your analysis.

• What type of materials did you analyze?
• How did you select them?

In order to gain better insight into possibilities for future improvement of the fitness store’s product range, semi-structured interviews were conducted with 8 returning customers.

Here, a returning customer was defined as someone who usually bought products at least twice a week from the store.

Surveys were used to select participants. Interviews were conducted in a small office next to the cash register and lasted approximately 20 minutes each. Answers were recorded by note-taking, and seven interviews were also filmed with consent. One interviewee preferred not to be filmed.

• The Hawthorne effect
• Observer bias
• The placebo effect
• Response bias and Nonresponse bias
• The Pygmalion effect
• Recall bias
• Social desirability bias
• Self-selection bias

Mixed methods

Mixed methods research combines quantitative and qualitative approaches. If a standalone quantitative or qualitative study is insufficient to answer your research question, mixed methods may be a good fit for you.

Mixed methods are less common than standalone analyses, largely because they require a great deal of effort to pull off successfully. If you choose to pursue mixed methods, it’s especially important to robustly justify your methods.

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Next, you should indicate how you processed and analyzed your data. Avoid going into too much detail: you should not start introducing or discussing any of your results at this stage.

In quantitative research , your analysis will be based on numbers. In your methods section, you can include:

• How you prepared the data before analyzing it (e.g., checking for missing data , removing outliers , transforming variables)
• Which software you used (e.g., SPSS, Stata or R)
• Which statistical tests you used (e.g., two-tailed t test , simple linear regression )

In qualitative research, your analysis will be based on language, images, and observations (often involving some form of textual analysis ).

Specific methods might include:

• Content analysis : Categorizing and discussing the meaning of words, phrases and sentences
• Thematic analysis : Coding and closely examining the data to identify broad themes and patterns
• Discourse analysis : Studying communication and meaning in relation to their social context

Mixed methods combine the above two research methods, integrating both qualitative and quantitative approaches into one coherent analytical process.

Above all, your methodology section should clearly make the case for why you chose the methods you did. This is especially true if you did not take the most standard approach to your topic. In this case, discuss why other methods were not suitable for your objectives, and show how this approach contributes new knowledge or understanding.

In any case, it should be overwhelmingly clear to your reader that you set yourself up for success in terms of your methodology’s design. Show how your methods should lead to results that are valid and reliable, while leaving the analysis of the meaning, importance, and relevance of your results for your discussion section .

• Quantitative: Lab-based experiments cannot always accurately simulate real-life situations and behaviors, but they are effective for testing causal relationships between variables .
• Qualitative: Unstructured interviews usually produce results that cannot be generalized beyond the sample group , but they provide a more in-depth understanding of participants’ perceptions, motivations, and emotions.
• Mixed methods: Despite issues systematically comparing differing types of data, a solely quantitative study would not sufficiently incorporate the lived experience of each participant, while a solely qualitative study would be insufficiently generalizable.

Remember that your aim is not just to describe your methods, but to show how and why you applied them. Again, it’s critical to demonstrate that your research was rigorously conducted and can be replicated.

1. Focus on your objectives and research questions

The methodology section should clearly show why your methods suit your objectives and convince the reader that you chose the best possible approach to answering your problem statement and research questions .

2. Cite relevant sources

Your methodology can be strengthened by referencing existing research in your field. This can help you to:

• Show that you followed established practice for your type of research
• Discuss how you decided on your approach by evaluating existing research
• Present a novel methodological approach to address a gap in the literature

3. Write for your audience

Consider how much information you need to give, and avoid getting too lengthy. If you are using methods that are standard for your discipline, you probably don’t need to give a lot of background or justification.

Regardless, your methodology should be a clear, well-structured text that makes an argument for your approach, not just a list of technical details and procedures.

If you want to know more about statistics , methodology , or research bias , make sure to check out some of our other articles with explanations and examples.

• Normal distribution
• Measures of central tendency
• Chi square tests
• Confidence interval
• Quartiles & Quantiles

Methodology

• Cluster sampling
• Stratified sampling
• Thematic analysis
• Cohort study
• Peer review
• Ethnography

Research bias

• Implicit bias
• Cognitive bias
• Conformity bias
• Hawthorne effect
• Availability heuristic
• Attrition bias

Methodology refers to the overarching strategy and rationale of your research project . It involves studying the methods used in your field and the theories or principles behind them, in order to develop an approach that matches your objectives.

Methods are the specific tools and procedures you use to collect and analyze data (for example, experiments, surveys , and statistical tests ).

In shorter scientific papers, where the aim is to report the findings of a specific study, you might simply describe what you did in a methods section .

In a longer or more complex research project, such as a thesis or dissertation , you will probably include a methodology section , where you explain your approach to answering the research questions and cite relevant sources to support your choice of methods.

In a scientific paper, the methodology always comes after the introduction and before the results , discussion and conclusion . The same basic structure also applies to a thesis, dissertation , or research proposal .

Depending on the length and type of document, you might also include a literature review or theoretical framework before the methodology.

Quantitative research deals with numbers and statistics, while qualitative research deals with words and meanings.

Quantitative methods allow you to systematically measure variables and test hypotheses . Qualitative methods allow you to explore concepts and experiences in more detail.

Reliability and validity are both about how well a method measures something:

• Reliability refers to the  consistency of a measure (whether the results can be reproduced under the same conditions).
• Validity   refers to the  accuracy of a measure (whether the results really do represent what they are supposed to measure).

If you are doing experimental research, you also have to consider the internal and external validity of your experiment.

A sample is a subset of individuals from a larger population . Sampling means selecting the group that you will actually collect data from in your research. For example, if you are researching the opinions of students in your university, you could survey a sample of 100 students.

In statistics, sampling allows you to test a hypothesis about the characteristics of a population.

Cite this Scribbr article

If you want to cite this source, you can copy and paste the citation or click the “Cite this Scribbr article” button to automatically add the citation to our free Citation Generator.

McCombes, S. & George, T. (2023, November 20). What Is a Research Methodology? | Steps & Tips. Scribbr. Retrieved June 24, 2024, from https://www.scribbr.com/dissertation/methodology/

Is this article helpful?

Shona McCombes

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Writing the Research Methodology Section of Your Thesis

This article explains the meaning of research methodology and the purpose and importance of writing a research methodology section or chapter for your thesis paper. It discusses what to include and not include in a research methodology section, the different approaches to research methodology that can be used, and the steps involved in writing a robust research methodology section.

What is a thesis research methodology?

A thesis research methodology explains the type of research performed, justifies the methods that you chose   by linking back to the literature review , and describes the data collection and analysis procedures. It is included in your thesis after the Introduction section . Most importantly, this is the section where the readers of your study evaluate its validity and reliability.

What should the research methodology section in your thesis include?

• The aim of your thesis
• An outline of the research methods chosen (qualitative, quantitative, or mixed methods)
• Background and rationale for the methods chosen, explaining why one method was chosen over another
• Methods used for data collection and data analysis
• Materials and equipment used—keep this brief
• Difficulties encountered during data collection and analysis. It is expected that problems will occur during your research process. Use this as an opportunity to demonstrate your problem-solving abilities by explaining how you overcame all obstacles. This builds your readers’ confidence in your study findings.
• A brief evaluation of your research explaining whether your results were conclusive and whether your choice of methodology was effective in practice

What should not be included in the research methodology section of your thesis?

• Irrelevant details, for example, an extensive review of methodologies (this belongs in the literature review section) or information that does not contribute to the readers’ understanding of your chosen methods
• A description of basic procedures
• Excessive details about materials and equipment used. If an extremely long and detailed list is necessary, add it as an appendix

Types of methodological approaches

The choice of which methodological approach to use depends on your field of research and your thesis question. Your methodology should establish a clear relationship with your thesis question and must also be supported by your  literature review . Types of methodological approaches include quantitative, qualitative, or mixed methods. 

Quantitative studies generate data in the form of numbers   to count, classify, measure, or identify relationships or patterns. Information may be collected by performing experiments and tests, conducting surveys, or using existing data. The data are analyzed using  statistical tests and presented as charts or graphs. Quantitative data are typically used in the Sciences domain.

For example, analyzing the effect of a change, such as alterations in electricity consumption by municipalities after installing LED streetlights.

The raw data will need to be prepared for statistical analysis by identifying variables and checking for missing data and outliers. Details of the statistical software program used (name of the package, version number, and supplier name and location) must also be mentioned.

Qualitative studies gather non-numerical data using, for example, observations, focus groups, and in-depth interviews.   Open-ended questions are often posed. This yields rich, detailed, and descriptive results. Qualitative studies are usually   subjective and are helpful for investigating social and cultural phenomena, which are difficult to quantify. Qualitative studies are typically used in the Humanities and Social Sciences (HSS) domain.

For example, determining customer perceptions on the extension of a range of baking utensils to include silicone muffin trays.

The raw data will need to be prepared for analysis by coding and categorizing ideas and themes to interpret the meaning behind the responses given.

Mixed methods use a combination of quantitative and qualitative approaches to present multiple findings about a single phenomenon. T his enables triangulation: verification of the data from two or more sources.

Data collection

Explain the rationale behind the sampling procedure you have chosen. This could involve probability sampling (a random sample from the study population) or non-probability sampling (does not use a random sample).

For quantitative studies, describe the sampling procedure and whether statistical tests were used to determine the  sample size .

Following our example of analyzing the changes in electricity consumption by municipalities after installing LED streetlights, you will need to determine which municipal areas will be sampled and how the information will be gathered (e.g., a physical survey of the streetlights or reviewing purchase orders).

For qualitative research, describe how the participants were chosen and how the data is going to be collected.

Following our example about determining customer perceptions on the extension of a range of baking utensils to include silicone muffin trays, you will need to decide the criteria for inclusion as a study participant (e.g., women aged 20–70 years, bakeries, and bakery supply shops) and how the information will be collected (e.g., interviews, focus groups, online or in-person questionnaires, or video recordings) .

Data analysis

For quantitative research, describe what tests you plan to perform and why you have chosen them. Popular data analysis methods in quantitative research include:

• Descriptive statistics (e.g., means, medians, modes)
• Inferential statistics (e.g., correlation, regression, structural equation modeling)

For qualitative research, describe how the data is going to be analyzed and justify your choice. Popular data analysis methods in qualitative research include:

• Qualitative content analysis
• Thematic analysis
• Discourse analysis
• Narrative analysis
• Grounded theory
• Interpretative phenomenological analysis (IPA)

Evaluate and justify your methodological choices

You need to convince the reader that you have made the correct methodological choices. Once again, this ties back to your thesis question and  literature review . Write using a persuasive tone, and use  rhetoric to convince the reader of the quality, reliability, and validity of your research.

Ethical considerations

• The young researcher should maintain objectivity at all times
• All participants have the right to privacy and anonymity
• Research participation must be voluntary
• All subjects have the right to withdraw from the research at any time
• Consent must be obtained from all participants before starting the research
• Confidentiality of data provided by individuals must be maintained
• Consider how the interpretation and reporting of the data will affect the participants

Tips for writing a robust thesis research methodology

• Determine what kind of knowledge you are trying to uncover. For example, subjective or objective, experimental or interpretive.
• A thorough literature review is the best starting point for choosing your methods.
• Ensure that there is continuity throughout the research process. The authenticity of your research depends upon the validity of the research data, the reliability of your data measurements, and the time taken to conduct the analysis.
• Choose a research method that is achievable. Consider the time and funds available, feasibility, ethics, and access and availability of equipment to measure the phenomenon or answer your thesis question correctly.
• If you are struggling with a concept, ask for help from your supervisor, academic staff members, or fellow students.

A thesis methodology justifies why you have chosen a specific approach to address your thesis question. It explains how you will collect the data and analyze it. Above all, it allows the readers of your study to evaluate its validity and reliability.

A thesis is the most crucial document that you will write during your academic studies. For professional thesis editing and thesis proofreading services, visit  Enago Thesis Editing for more information.

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Introduce your methodological approach , for example, quantitative, qualitative, or mixed methods.

Explain why your chosen approach is relevant to the overall research design and how it links with your  thesis question.

Justify your chosen method and why it is more appropriate than others.

Provide background information on methods that may be unfamiliar to readers of your thesis.

Introduce the tools that you will use for data collection , and explain how you plan to use them (e.g., surveys, interviews, experiments, or existing data).

Explain how you will analyze your results. The type of analysis used depends on the methods you chose. For example, exploring theoretical perspectives to support your explanation of observed behaviors in a qualitative study or using statistical analyses in a quantitative study.

Mention any research limitations. All studies are expected to have limitations, such as the sample size, data collection method, or equipment. Discussing the limitations justifies your choice of methodology despite the risks. It also explains under which conditions the results should be interpreted and shows that you have taken a holistic approach to your study.

What is the difference between methodology and methods? +

Methodology  refers to the overall rationale and strategy of your thesis project. It involves studying the theories or principles behind the methods used in your field so that you can explain why you chose a particular method for your research approach.  Methods , on the other hand, refer to how the data were collected and analyzed (e.g., experiments, surveys, observations, interviews, and statistical tests).

What is the difference between reliability and validity? +

Reliability refers to whether a measurement is consistent (i.e., the results can be reproduced under the same conditions).  Validity refers to whether a measurement is accurate (i.e., the results represent what was supposed to be measured). For example, when investigating linguistic and cultural guidelines for administration of the Preschool Language Scales, Fifth Edition (PLS5) in Arab-American preschool children, the normative sample curves should show the same distribution as a monolingual population, which would indicate that the test is valid. The test would be considered reliable if the results obtained were consistent across different sampling sites.

What tense is used to write the methods section? +

The methods section is written in the past tense because it describes what was done.

What software programs are recommended for statistical analysis? +

Recommended programs include Statistical Analysis Software (SAS) ,  Statistical Package for the Social Sciences (SPSS) ,  JMP ,  R software,  MATLAB , Microsoft Excel,  GraphPad Prism , and  Minitab .

Department of History

Yale history dissertations.

During the late 1800’s, only a trickle of dissertations were submitted annually, but today, the department averages about 25 per year. See who some of those intrepid scholars were and what they wrote about by clicking on any of the years listed below.

Thesis Statements

What is a thesis statement.

Your thesis statement is one of the most important parts of your paper.  It expresses your main argument succinctly and explains why your argument is historically significant.  Think of your thesis as a promise you make to your reader about what your paper will argue.  Then, spend the rest of your paper–each body paragraph–fulfilling that promise.

Your thesis should be between one and three sentences long and is placed at the end of your introduction.  Just because the thesis comes towards the beginning of your paper does not mean you can write it first and then forget about it.  View your thesis as a work in progress while you write your paper.  Once you are satisfied with the overall argument your paper makes, go back to your thesis and see if it captures what you have argued.  If it does not, then revise it.  Crafting a good thesis is one of the most challenging parts of the writing process, so do not expect to perfect it on the first few tries.  Successful writers revise their thesis statements again and again.

A successful thesis statement:

• makes an historical argument
• takes a position that requires defending
• is historically specific
• is focused and precise
• answers the question, “so what?”

How to write a thesis statement:

Suppose you are taking an early American history class and your professor has distributed the following essay prompt:

“Historians have debated the American Revolution’s effect on women.  Some argue that the Revolution had a positive effect because it increased women’s authority in the family.  Others argue that it had a negative effect because it excluded women from politics.  Still others argue that the Revolution changed very little for women, as they remained ensconced in the home.  Write a paper in which you pose your own answer to the question of whether the American Revolution had a positive, negative, or limited effect on women.”

Using this prompt, we will look at both weak and strong thesis statements to see how successful thesis statements work.

While this thesis does take a position, it is problematic because it simply restates the prompt.  It needs to be more specific about how  the Revolution had a limited effect on women and  why it mattered that women remained in the home.

Revised Thesis:  The Revolution wrought little political change in the lives of women because they did not gain the right to vote or run for office.  Instead, women remained firmly in the home, just as they had before the war, making their day-to-day lives look much the same.

This revision is an improvement over the first attempt because it states what standards the writer is using to measure change (the right to vote and run for office) and it shows why women remaining in the home serves as evidence of limited change (because their day-to-day lives looked the same before and after the war).  However, it still relies too heavily on the information given in the prompt, simply saying that women remained in the home.  It needs to make an argument about some element of the war’s limited effect on women.  This thesis requires further revision.

Strong Thesis: While the Revolution presented women unprecedented opportunities to participate in protest movements and manage their family’s farms and businesses, it ultimately did not offer lasting political change, excluding women from the right to vote and serve in office.

Few would argue with the idea that war brings upheaval.  Your thesis needs to be debatable:  it needs to make a claim against which someone could argue.  Your job throughout the paper is to provide evidence in support of your own case.  Here is a revised version:

Strong Thesis: The Revolution caused particular upheaval in the lives of women.  With men away at war, women took on full responsibility for running households, farms, and businesses.  As a result of their increased involvement during the war, many women were reluctant to give up their new-found responsibilities after the fighting ended.

Sexism is a vague word that can mean different things in different times and places.  In order to answer the question and make a compelling argument, this thesis needs to explain exactly what  attitudes toward women were in early America, and  how those attitudes negatively affected women in the Revolutionary period.

Strong Thesis: The Revolution had a negative impact on women because of the belief that women lacked the rational faculties of men. In a nation that was to be guided by reasonable republican citizens, women were imagined to have no place in politics and were thus firmly relegated to the home.

This thesis addresses too large of a topic for an undergraduate paper.  The terms “social,” “political,” and “economic” are too broad and vague for the writer to analyze them thoroughly in a limited number of pages.  The thesis might focus on one of those concepts, or it might narrow the emphasis to some specific features of social, political, and economic change.

Strong Thesis: The Revolution paved the way for important political changes for women.  As “Republican Mothers,” women contributed to the polity by raising future citizens and nurturing virtuous husbands.  Consequently, women played a far more important role in the new nation’s politics than they had under British rule.

This thesis is off to a strong start, but it needs to go one step further by telling the reader why changes in these three areas mattered.  How did the lives of women improve because of developments in education, law, and economics?  What were women able to do with these advantages?  Obviously the rest of the paper will answer these questions, but the thesis statement needs to give some indication of why these particular changes mattered.

Strong Thesis: The Revolution had a positive impact on women because it ushered in improvements in female education, legal standing, and economic opportunity.  Progress in these three areas gave women the tools they needed to carve out lives beyond the home, laying the foundation for the cohesive feminist movement that would emerge in the mid-nineteenth century.

Thesis Checklist

When revising your thesis, check it against the following guidelines:

• Does my thesis make an historical argument?
• Does my thesis take a position that requires defending?
• Is my thesis historically specific?
• Is my thesis focused and precise?
• Does my thesis answer the question, “so what?”

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Writing a Methodology for your Dissertation | Complete Guide & Steps

What is a methodology.

The methodology is perhaps the most challenging and laborious part of the dissertation . Essentially, the methodology helps in understanding the broad, philosophical approach behind the methods of research you chose to employ in your study. The research methodology elaborates on the ‘how’ part of your research.

This means that your methodology chapter should clearly state whether you chose to use quantitative or qualitative data collection techniques or a mix of both.

Your research methodology should explain the following:

• What was the purpose of your research?
• What type of research method was used?
• What were the data-collecting methods?
• How did you analyse the data?
• What kind of resources were used in your research?
• Why did you choose these methods?

You will be required to provide justifications as to why you preferred a certain method over the others. If you are trying to figure out exactly how to write methodology or the structure of a methodology for a dissertation, this article will point you in the right direction.

Students must be sure of why they chose a certain research method over another. “I figured out” or “In my opinion” statements will not be an acceptable justification. So, you will need to come up with concrete academic reasons for your selection of research methods.

What are the Standard Contents of a Research Methodology?

The methodology generally acts as a guideline or plan for exactly how you intend to carry out your research. This is especially true for students who must submit their methodology chapter before carrying out the research.

Your methodology should link back to the literature review and clearly state why you chose certain data collection and analysis methods for your research/dissertation project.

The methodology chapter consists of the following:

• Research Design
• Philosophical Approach
• Data Collection Methods
• Research Limitations
• Ethical Considerations (If Any)
• Data Analysis Methods

For those who are submitting their dissertation as a single paper, their methodology should also touch on any modifications they had to make as their work progressed.

However, it is essential to provide academic justifications for all choices made by the researcher.

How to Choose your Dissertation Methodology and Research Design?

The theme of your research methodology chapter should be related to your literature review and research question (s).

You can visit your college or university library to find textbooks and articles that provide information about the commonly employed research methods .

An intensive reading of such books can help you devise your research philosophy and choose the appropriate methods. Any limitations or weaknesses of your chosen research approach should also be explained, as well as the strategies to overcome them.

To research well, you should read well! Read as many research articles (from reputed journals) as you can. Seeing how other researchers use methods in their studies and why will help you justify, in the long run, your own research method(s).

Regardless of the chosen research approach, you will find researchers who either support it or don’t. Use the arguments for and against articulated in the literature to clarify why you decided to choose the selected research design and why the research limitations are irrelevant to your research.

How to Structure your Dissertation Methodology?

The typical structure of the methodology chapter is as follows:

• Research Design And Strategy
• Methods Of Data Collection And Data Analysis
• Ethical Considerations, Reliability , Limitations And Generalisability

In research jargon, generalisability is termed external validity . It means how generalisable your research findings are to other contexts, places, times, people, etc. External validity is expected to be significantly high, especially in quantitative studies.

According to USC-Research Guides (2017) , a research design’s primary function is to enable the researcher to answer the research questions through evidence effectively. Generally, this section will shed light on how you collected your data.

The researcher will have to justify their choice of data collection methods, such as the one that was reviewed, the use of data tools (interviews, phone surveys, questionnaires, observation, online surveys , etc.) and the like.

Moreover, data sampling choice should also be clearly explained with a focus on how you chose the ethnicity, group, profession and age of the participants.

• What type of questions do you intend to ask the respondents?
• How will they help to answer your research questions ?
• How will they help to test the hypothesis of the dissertation?

It is recommended to prepare these questions at the start of your research. You should develop your research problem and questions. This approach can allow the room to change or modify research questions if your data collection methods do not give the desired results.

It’s a good practice to keep referring to your research questions whilst planning or writing the research design section. This will help your reader recall what the research is about; why you have done what you did. Even though this technique is recommended to be applied at the start of every section within a dissertation, it’s especially beneficial in the methodology section.

In short, you will need to make sure that the data you are going to collect relates to the topic you are exploring. The complexity and length of the research design section will vary depending on your academic subject and the scope of your research, but a well-written research design will have the following characteristics:

• It sheds light on alternative research design options and justifies why your chosen design is the best to address the research problem.
• Clearly specifies the research questions that the research aims to address or the hypothesis to validate.
• Explain how the collected data will help address the research problem and discusses your research methodology to collect the data.

Philosophical Approach Behind Writing a Methodology

This will discuss your chosen philosophy to strengthen your research and the research model. Commonly employed philosophies in academia are

• Interpretivism,
• Positivism/Post-Positivism
• Constructivism

There are several other research philosophies that you could adopt.

The choice of philosophy will depend on many factors, including your academic subject and the type and complexity of the research study. Regardless of which philosophy is used, you will be required to make different assumptions about the world.

Once you have chosen your research philosophy, the next step will describe your research context to answer all the questions, including when, where, why, how and what of your research.

Essentially, as a researcher, you will be required to decide whether you will be using a qualitative method, a quantitative method or a mix of both.

Did you know?

Using both qualitative and quantitative methods leads to the use of a mixed-methods approach. This approach also goes by another seldom-used name: eclectic approach.

The process of data collection is different for each method. Typically, you would want to decide whether you will adopt the positivist approach, defining your hypothesis and testing it against reality.

If this is the case, you will be required to take the quantitative approach, collecting numerical data at a large scale (from 30 or more respondents) and testing your hypotheses with this data.

Collecting data from at least 30 respondents/participants ensures reliable statistical analysis . This is especially true for quantitative studies. If the data contains less than 30 responses, it won’t be enough to carry out reliable statistical analyses on such data.

The other option for you would be to base your research on a qualitative approach, which will point you in a direction where you will be investigating broader areas by identifying people’s emotions and perceptions of a subject.

With a qualitative approach, you will have to collect responses from respondents and look at them in all their richness to develop theories about the field you are exploring.

Finally, you can also use a mix of qualitative and quantitative methods (which is becoming increasingly popular among researchers these days). This method is beneficial if you are interested in putting quantitative data into a real-world context or reflecting different perspectives on a subject.

Research philosophy in the ‘research onion.’

Methods of Data Collection and Data Analysis

This section will require you to clearly specify how you gathered the data and briefly discuss the tools you used to analyse it. For example, you may choose to conduct surveys and/or interviews as part of the data collection process.

Similarly, if you used software such as Excel or SPSS to process the data , you will have to justify your software choice. In this section of your methodology chapter , you will also have to explain how you arrived at your findings and how reliable they are.

It is important to note that your readers or supervisor would want to see a correlation between your findings and the hypothesis/research questions you based your study on at the very beginning.

Your supervisor or dissertation research assistant can play a key role in helping you write the methodology chapter according to established research standards. So, keep your supervisor in the loop to get their contributions and recommendations throughout the process.

In this section, you should briefly describe the methods you’ve used to analyse the data you’ve collected.

Qualitative Methods

The qualitative method includes analysing language, images, audio, videos, or any textual data (textual analysis). The following types of methods are used in textual analysis .

Discourse analysis:

Discourse analysis is an essential aspect of studying a language and its uses in day-to-day life.

Content analysis:

It is a method of studying and retrieving meaningful information from documents Thematic analysis:

It’s a method of identifying patterns of themes in the collected information, such as face-to-face interviews, texts, and transcripts.

Example: After collecting the data, it was checked thoroughly to find the missing information. The interviews were transcribed, and textual analysis was conducted. The repetitions of the text, types of colours displayed, and the tone of the speakers was measured.

Quantitative Methods

Quantitative data analysis is used for analysing numerical data. Include the following points:

• The methods of preparing data before analysing it.
• Which statistical test you have used? (one-ended test, two-ended test)
• The type of software you’ve used.

Ethical Considerations, Reliability and Limitations of a Dissertation Methodology

Other important sections of your methodology are:

Ethical Considerations

Always consider how your research will influence other individuals who are beyond the scope of the study. This is especially true for human subjects. As a researcher, you are always expected to make sure that your research and ideas do not harm anyone in any way.Discussion concerning data protection, data handling and data confidentiality will also be included in this brief segment.

• How did you ensure your participants’/respondents’ anonymity and/or confidentiality?
• Did you remove any identifiable markers after conducting the study (post-test stage) so that readers wouldn’t be able to guess the identity of the participant/respondent?
• Was personal information collected according to the purpose of the research? (For instance, asking respondents their age when it wasn’t even relevant in the study). All such ethical considerations need to be mentioned.

Even though there is no established rule to include ethical considerations and limitations within the methodology section, it’s generally recommended to include it in this section, as it makes more sense than including it, say, after the discussions section or within the conclusion.

This is mainly because limitations almost always occur in the methodology stage of research. And ethical considerations need to be taken while sampling, an important aspect of the research methodology.

Here are some examples of ethical issues that you should be mindful of

• Does your research involve participants recalling episodes of suffering and pain?
• Are you trying to find answers to questions considered culturally sensitive either by participants or the readers?
• Are your research, analysis and findings based on a specific location or a group of people?

All such issues should be categorically addressed and a justification provided for your chosen research methodology by highlighting the study’s benefits.

Reliability

Is your research study and findings reliable for other researchers in your field of work? To establish yourself as a reliable researcher, your study should be both authentic and reliable.

Reliability means the extent to which your research can yield similar results if it was replicated in another setting, at a different time, or under different circumstances. If replication occurs and different findings come to light, your (original) research would be deemed unreliable.

Limitations

Good dissertation writers will always acknowledge the limitations of their research study. Limitations in data sampling can decrease your results’ reliability.

A classic example of research limitation is collecting responses from people of a certain age group when you could have targeted a more representative cross-section of the population.Be humble and admit to your own study’s limitations. Doing so makes your referees, editors, supervisors, readers and anyone else involved in the research enterprise aware that you were also aware of the things that limited your study.

Limitations are NOT the same as implications. Sometimes, the two can be confused. Limitations lead to implications, that is, due to a certain factor being absent in the study (limitation) for instance, future research could be carried out in a setting where that factor is present (implication).

Dissertation Methodology Example

At this point, you might have a basic understanding of how to craft a well-written, organised, accurate methodology section for your dissertation. An example might help bring all the aforementioned points home. Here is a dissertation methodology example in pdf to better understand how to write methodology for a dissertation.

Sample Dissertation Methodology

Does your Research Methodology Have the Following?

• Great Research/Sources
• Perfect Language
• Accurate Sources

If not, we can help. Our panel of experts makes sure to keep the 3 pillars of Research Methodology strong.

Types of Methodologies

A scientific or lab-based study.

A methodology section for a scientific study will need to elaborate on reproducibility and meticulousness more than anything else. If your methods have obvious flaws, the readers are not going to be impressed. Therefore, it is important to ensure that your chosen research methodology is vigorous in nature.

Any information related to the procedure, setup and equipment should be clearly stated so other researchers in your field of study can work with the same method in the future if needed.

Variables that are likely to falsify your data must be taken into the equation to avoid ambiguities. It is recommended to present a comprehensive strategy to deal with these variables when gathering and analysing the data and drawing conclusions.

Statistical models employed as part of your scientific study will have to be justified, and so your methodology should include details of those statistical models.

Another scholar in the future might use any aspect of your methodology as the starting point for their research. For example, they might base their research on your methodology but analyse the data using other statistical models. Hence, this is something you should be mindful of.

Behavioural or Social Sciences-Based Dissertation

Like scientific or lab-based research, a behavioural and social sciences methodology needs to be built along the same lines. The chosen methodology should demonstrate reproducibility and firmness so other scholars can use your whole dissertation methodology or a part of it based on their research needs.

But there are additional issues that the researcher must take into consideration when working with human subjects. As a starting point, you will need to decide whether your analysis will be based on qualitative data, quantitative data or mixed-method of research, where qualitative data is used to provide contextual background to quantitative data or the other way around.

Here are some questions for you to consider:

• Will you observe the participants undertaking some activity, ask them to fill out a questionnaire, or record their responses during the interviews ?
• Will you base your research on existing evidence and datasets and avoid working with human subjects?
• What are the length, width, and reach of your data? Define its scope.
• Is the data highly explicit to the location or cultural setting you carried your study in, or can it be generalised to other situations and frameworks (reliability)? What are your reasons and justifications?

While you will be required to demonstrate that you have taken care of the above questions, it is equally important to make sure that you address your research study’s ethical issues side-by-side.

Of course, the first step in that regard will be to obtain formal approval for your research design from the ethics bodies (such as IRBs – institutional review boards), but still, there will be many more issues that could trigger a sense of grief and discomfort among some of the readers.

Humanities and Arts Dissertation Project

The rigour and dependability of the methods of research employed remain undisputed and unquestionable for humanities and arts-based dissertations as well. However, the way you convince your readers of your dissertation’s thoroughness is slightly different.

Unlike social science dissertation or a scientific study, the methodology of dissertations in arts and humanities subjects needs to be directly linked to the literature review regardless of how innovative your dissertation’s topic might be.

For example, you could demonstrate the relationship between A and B to discover a new theoretical background or use existing theories in a new framework.

The methodology section of humanities and arts-based dissertations is less complex, so there might be no need to justify it in detail. Students can achieve a seamless transition from the literature review to the analysis section.

However, like with every other type of research methodology, it is important to provide a detailed justification of your chosen methodology and relate it to the research problem.

Failing to do so could leave some readers unconvinced of your theoretical foundations’ suitability, which could potentially jeopardise your whole research.

Make sure that you are paying attention to and giving enough information about the social and historical background of the theoretical frameworks your research methodology is based on. This is especially important if there is an essential difference of opinion between your research and the research done on the subject in the past.

A justification of why opposing schools of thought disagree and why you still went ahead to use aspects of these schools of thought in your methodology should be clearly presented for the readers to understand how they would support your readings.

A Dissertation in Creative Arts

Some degree programs in the arts allow students to undertake a portfolio of artworks or creative writing rather than produce an extended dissertation research project.However, in practice, your creative research will be required to be submitted along with a comprehensive evaluative paper, including background information and an explanation that hypothesises your innovative exercise.

While this might seem like an easy thing to do, critical evaluation of someone’s work is highly complex and notorious in nature. This further reinforces the argument of developing a rigorous methodology and adhering to it.

As a scholar, you will be expected to showcase the ability to critically analyse your methodology and show that you are capable of critically evaluating your own creative work.Such an approach will help you justify your method of creating the work, which will give the readers the impression that your research is grounded in theory.

What to Avoid in Methodology?

All chapters of a dissertation paper are interconnected. This means that there will undoubtedly be some information that would overlap between the different chapters of the dissertation .

For example, some of the text material may seem appropriate to both the literature review and methodology sections; you might even end up moving information from pillar to post between different chapters as you edit and improve your dissertation .

However, make sure that you are not making the following a part of your dissertation methodology, even though it may seem appropriate to fit them in there:

A Long Review of Methods Employed by Previous Researchers

It might seem relevant to include details of the models your dissertation methodology is based on. However, a detailed review of models and precedents used by other scholars and theorists will better fit in the literature review chapter, which you can link back to. This will help the readers understand why you decided to go in favour of or against a certain tactic.

Unnecessary Details Readers Might Not be Interested In

There is absolutely no need to provide extensive details of things like lab equipment and experiment procedures. Having such information in the methodology chapter would discourage some readers who might not be interested in your equipment, setup, lab environment, etc.

Your aim as the author of the document will be to retain the readers’ interest and make the methodology chapter as readable as possible.

While it is important to get all the information relating to how others can reproduce your experiment, it is equally important to ensure your methodology section isn’t unnecessarily long. Again, additional information is better to be placed within the appendices chapter.

The methodology is not the section to provide raw data, even if you are only discussing the data collection process. All such information should be moved to the appendices section.

Even if you feel some finding or numerical data is crucial to be presented within the methodology section, you can, at most, make brief comments about such data. Its discussion, however, is only allowed in the discussions section .

What Makes your Methodology Stand Out?

The factors which can determine if your dissertation methodology is ‘great’ depend on many factors, including the level of study you are currently enrolled in.

Undergraduate dissertations are, of course, less complex and less demanding. At most universities in the UK, undergraduate students are required to exhibit the ability to conduct thorough research as they engage for the first time with theoretical and conceptual frameworks in their chosen research area.

As an undergraduate student, you will be expected to showcase the capacity to reproduce what you have learnt from theorists in your academic subject, transform your leanings into a methodology that would help you address the research problem, and test the research hypothesis, as mentioned in the introduction chapter.

A great undergraduate-level dissertation will incorporate different schools of thought and make a valuable contribution to existing knowledge. However, in general, undergraduate-level dissertations’ focus should be to show thorough desk-based and independent research skills.

Postgraduate dissertation papers are much more compound and challenging because they are expected to make a substantial contribution to existing knowledge.

Depending on the academic institute, some postgraduate students are even required to develop a project published by leading academic journals as an approval of their research skills.

It is important to recognise the importance of a postgraduate dissertation towards building your professional career, especially if your work is considered impactful in your area of study and receives citations from multiple scholars, enhancing your reputation in academic communities.

Even if some academics cite your literature review and conclusion in their own work, it is a well-known fact that your methodology framework will result in many more citations regardless of your academic subject.

Other scholars and researchers in your area of study are likely to give much more value to a well-crafted methodology, especially one they can use as the starting point for their own research.

Of course, they can alter, refine and enhance your methodology in one way or another. They can even apply your methodological framework to a new data set or apply it in a completely new situation that is irrelevant to your work.

Finally, postgraduate dissertations are expected to be highly convincing and demonstrate in-depth engagement. They should be reproducible and show rigour, so the findings and conclusions can be regarded as authentic and reliable among scientific and academic communities.

The methodology is the door to success when it comes to dissertation projects. An original methodology that takes into consideration all aspects of research is likely to have an impact on the field of study.

As a postgraduate student, you should ask yourself, Is my dissertation methodology reproducible and transferable? Producing a methodology that others can reproduce in the future is as important as answering research questions .

The methodology chapter can either make or break the grade of your research/dissertation paper. It’s one of the research elements that leave a memorable impression on your readers. So, it would help if you took your time when it comes to choosing the right design and philosophical approach for your research.

Always use authentic academic sources and discuss your plans in detail with your supervisor if you believe your research design or approach has flaws in it.

Did this article help you learn how to write a dissertation methodology and how to structure a dissertation methodology? Let us know in your comments.

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Research Methodologies for the Creative Arts & Humanities: Historical research

Historical research.

Definition:

“ Historical method refers to the use of primary historical data to answer a question. Because the nature of the data depends on the question being asked, data may include demographic records, such as birth and death certificates; newspapers articles; letters and diaries; government records; or even architectural drawings.

The use of historical data poses several broad questions:

1. Are the data appropriate to the theoretical question being posed?

2. How were these data originally collected, or what meanings were embedded in them at the time of collection?

3. How should these data be interpreted, or what meanings do these data hold now?"

See Tuchman: The historical method (2004)

• Moore, T. Australia's Bohemian tradition (2010)
• Goodall, H. A history of aboriginal communities in N.S.W., 1909-1939 (2007)
• Kuskens, G. The grandest improvement in the country... (2006)

ECU Library Resources - Historical Research

• The critical historian
• Deconstructing history
• The discourse of musicology
• Empirical musicology: aims, methods, prospects
• Fact and relevance : essays on historical method
• Fortunes of history
• Framing public memory
• The historian as detective : essays on evidence
• The historical method of Herodotus
• Modern methods for musicology
• On "what is history?"
• Research methods for history
• Historical Research Method Library Guide

Further Reading

• Evidence and proof in documentary research
• Historical Methods
• << Previous: Grounded theory research
• Next: Longitudinal analysis >>
• Action Research
• Case studies
• Constructivism
• Constructivist grounded theory
• Content analysis
• Critical discourse analysis
• Ethnographic research
• Focus groups research
• Grounded theory research
• Historical research
• Longitudinal analysis
• Life histories/ autobiographies
• Media Analysis
• Mixed methodology
• Narrative inquiry research method
• Other related creative arts research methodologies
• Participant observation research
• Practice-based & practice-led research
• Qualitative research
• Quasi-experimental design
• Social constructivism
• Survey research
• Usability studies
• Theses, Books & eBooks
• Subject Headings
• Academic Skills & Research Writing
• Last Updated: May 23, 2024 10:35 AM
• URL: https://ecu.au.libguides.com/research-methodologies-creative-arts-humanities

Edith Cowan University acknowledges and respects the Noongar people, who are the traditional custodians of the land upon which its campuses stand and its programs operate. In particular ECU pays its respects to the Elders, past and present, of the Noongar people, and embrace their culture, wisdom and knowledge.

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What is Research Methodology? Definition, Types, and Examples

Research methodology 1,2 is a structured and scientific approach used to collect, analyze, and interpret quantitative or qualitative data to answer research questions or test hypotheses. A research methodology is like a plan for carrying out research and helps keep researchers on track by limiting the scope of the research. Several aspects must be considered before selecting an appropriate research methodology, such as research limitations and ethical concerns that may affect your research.

The research methodology section in a scientific paper describes the different methodological choices made, such as the data collection and analysis methods, and why these choices were selected. The reasons should explain why the methods chosen are the most appropriate to answer the research question. A good research methodology also helps ensure the reliability and validity of the research findings. There are three types of research methodology—quantitative, qualitative, and mixed-method, which can be chosen based on the research objectives.

What is research methodology ?

A research methodology describes the techniques and procedures used to identify and analyze information regarding a specific research topic. It is a process by which researchers design their study so that they can achieve their objectives using the selected research instruments. It includes all the important aspects of research, including research design, data collection methods, data analysis methods, and the overall framework within which the research is conducted. While these points can help you understand what is research methodology, you also need to know why it is important to pick the right methodology.

Why is research methodology important?

Having a good research methodology in place has the following advantages: 3

• Helps other researchers who may want to replicate your research; the explanations will be of benefit to them.
• You can easily answer any questions about your research if they arise at a later stage.
• A research methodology provides a framework and guidelines for researchers to clearly define research questions, hypotheses, and objectives.
• It helps researchers identify the most appropriate research design, sampling technique, and data collection and analysis methods.
• A sound research methodology helps researchers ensure that their findings are valid and reliable and free from biases and errors.
• It also helps ensure that ethical guidelines are followed while conducting research.
• A good research methodology helps researchers in planning their research efficiently, by ensuring optimum usage of their time and resources.

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Types of research methodology.

There are three types of research methodology based on the type of research and the data required. 1

• Quantitative research methodology focuses on measuring and testing numerical data. This approach is good for reaching a large number of people in a short amount of time. This type of research helps in testing the causal relationships between variables, making predictions, and generalizing results to wider populations.
• Qualitative research methodology examines the opinions, behaviors, and experiences of people. It collects and analyzes words and textual data. This research methodology requires fewer participants but is still more time consuming because the time spent per participant is quite large. This method is used in exploratory research where the research problem being investigated is not clearly defined.
• Mixed-method research methodology uses the characteristics of both quantitative and qualitative research methodologies in the same study. This method allows researchers to validate their findings, verify if the results observed using both methods are complementary, and explain any unexpected results obtained from one method by using the other method.

What are the types of sampling designs in research methodology?

Sampling 4 is an important part of a research methodology and involves selecting a representative sample of the population to conduct the study, making statistical inferences about them, and estimating the characteristics of the whole population based on these inferences. There are two types of sampling designs in research methodology—probability and nonprobability.

• Probability sampling

In this type of sampling design, a sample is chosen from a larger population using some form of random selection, that is, every member of the population has an equal chance of being selected. The different types of probability sampling are:

• Systematic —sample members are chosen at regular intervals. It requires selecting a starting point for the sample and sample size determination that can be repeated at regular intervals. This type of sampling method has a predefined range; hence, it is the least time consuming.
• Stratified —researchers divide the population into smaller groups that don’t overlap but represent the entire population. While sampling, these groups can be organized, and then a sample can be drawn from each group separately.
• Cluster —the population is divided into clusters based on demographic parameters like age, sex, location, etc.
• Convenience —selects participants who are most easily accessible to researchers due to geographical proximity, availability at a particular time, etc.
• Purposive —participants are selected at the researcher’s discretion. Researchers consider the purpose of the study and the understanding of the target audience.
• Snowball —already selected participants use their social networks to refer the researcher to other potential participants.
• Quota —while designing the study, the researchers decide how many people with which characteristics to include as participants. The characteristics help in choosing people most likely to provide insights into the subject.

What are data collection methods?

During research, data are collected using various methods depending on the research methodology being followed and the research methods being undertaken. Both qualitative and quantitative research have different data collection methods, as listed below.

Qualitative research 5

• One-on-one interviews: Helps the interviewers understand a respondent’s subjective opinion and experience pertaining to a specific topic or event
• Document study/literature review/record keeping: Researchers’ review of already existing written materials such as archives, annual reports, research articles, guidelines, policy documents, etc.
• Focus groups: Constructive discussions that usually include a small sample of about 6-10 people and a moderator, to understand the participants’ opinion on a given topic.
• Qualitative observation : Researchers collect data using their five senses (sight, smell, touch, taste, and hearing).

Quantitative research 6

• Sampling: The most common type is probability sampling.
• Interviews: Commonly telephonic or done in-person.
• Observations: Structured observations are most commonly used in quantitative research. In this method, researchers make observations about specific behaviors of individuals in a structured setting.
• Document review: Reviewing existing research or documents to collect evidence for supporting the research.
• Surveys and questionnaires. Surveys can be administered both online and offline depending on the requirement and sample size.

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What are data analysis methods.

The data collected using the various methods for qualitative and quantitative research need to be analyzed to generate meaningful conclusions. These data analysis methods 7 also differ between quantitative and qualitative research.

Quantitative research involves a deductive method for data analysis where hypotheses are developed at the beginning of the research and precise measurement is required. The methods include statistical analysis applications to analyze numerical data and are grouped into two categories—descriptive and inferential.

Descriptive analysis is used to describe the basic features of different types of data to present it in a way that ensures the patterns become meaningful. The different types of descriptive analysis methods are:

• Measures of frequency (count, percent, frequency)
• Measures of central tendency (mean, median, mode)
• Measures of dispersion or variation (range, variance, standard deviation)
• Measure of position (percentile ranks, quartile ranks)

Inferential analysis is used to make predictions about a larger population based on the analysis of the data collected from a smaller population. This analysis is used to study the relationships between different variables. Some commonly used inferential data analysis methods are:

• Correlation: To understand the relationship between two or more variables.
• Cross-tabulation: Analyze the relationship between multiple variables.
• Regression analysis: Study the impact of independent variables on the dependent variable.
• Frequency tables: To understand the frequency of data.
• Analysis of variance: To test the degree to which two or more variables differ in an experiment.

Qualitative research involves an inductive method for data analysis where hypotheses are developed after data collection. The methods include:

• Content analysis: For analyzing documented information from text and images by determining the presence of certain words or concepts in texts.
• Narrative analysis: For analyzing content obtained from sources such as interviews, field observations, and surveys. The stories and opinions shared by people are used to answer research questions.
• Discourse analysis: For analyzing interactions with people considering the social context, that is, the lifestyle and environment, under which the interaction occurs.
• Grounded theory: Involves hypothesis creation by data collection and analysis to explain why a phenomenon occurred.
• Thematic analysis: To identify important themes or patterns in data and use these to address an issue.

How to choose a research methodology?

Here are some important factors to consider when choosing a research methodology: 8

• Research objectives, aims, and questions —these would help structure the research design.
• Review existing literature to identify any gaps in knowledge.
• Check the statistical requirements —if data-driven or statistical results are needed then quantitative research is the best. If the research questions can be answered based on people’s opinions and perceptions, then qualitative research is most suitable.
• Sample size —sample size can often determine the feasibility of a research methodology. For a large sample, less effort- and time-intensive methods are appropriate.
• Constraints —constraints of time, geography, and resources can help define the appropriate methodology.

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How to write a research methodology .

A research methodology should include the following components: 3,9

• Research design —should be selected based on the research question and the data required. Common research designs include experimental, quasi-experimental, correlational, descriptive, and exploratory.
• Research method —this can be quantitative, qualitative, or mixed-method.
• Reason for selecting a specific methodology —explain why this methodology is the most suitable to answer your research problem.
• Research instruments —explain the research instruments you plan to use, mainly referring to the data collection methods such as interviews, surveys, etc. Here as well, a reason should be mentioned for selecting the particular instrument.
• Sampling —this involves selecting a representative subset of the population being studied.
• Data collection —involves gathering data using several data collection methods, such as surveys, interviews, etc.
• Data analysis —describe the data analysis methods you will use once you’ve collected the data.
• Research limitations —mention any limitations you foresee while conducting your research.
• Validity and reliability —validity helps identify the accuracy and truthfulness of the findings; reliability refers to the consistency and stability of the results over time and across different conditions.
• Ethical considerations —research should be conducted ethically. The considerations include obtaining consent from participants, maintaining confidentiality, and addressing conflicts of interest.

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Frequently Asked Questions

Q1. What are the key components of research methodology?

A1. A good research methodology has the following key components:

• Research design
• Data collection procedures
• Data analysis methods
• Ethical considerations

Q2. Why is ethical consideration important in research methodology?

A2. Ethical consideration is important in research methodology to ensure the readers of the reliability and validity of the study. Researchers must clearly mention the ethical norms and standards followed during the conduct of the research and also mention if the research has been cleared by any institutional board. The following 10 points are the important principles related to ethical considerations: 10

• Participants should not be subjected to harm.
• Respect for the dignity of participants should be prioritized.
• Full consent should be obtained from participants before the study.
• Participants’ privacy should be ensured.
• Confidentiality of the research data should be ensured.
• Anonymity of individuals and organizations participating in the research should be maintained.
• The aims and objectives of the research should not be exaggerated.
• Affiliations, sources of funding, and any possible conflicts of interest should be declared.
• Communication in relation to the research should be honest and transparent.
• Misleading information and biased representation of primary data findings should be avoided.

Q3. What is the difference between methodology and method?

A3. Research methodology is different from a research method, although both terms are often confused. Research methods are the tools used to gather data, while the research methodology provides a framework for how research is planned, conducted, and analyzed. The latter guides researchers in making decisions about the most appropriate methods for their research. Research methods refer to the specific techniques, procedures, and tools used by researchers to collect, analyze, and interpret data, for instance surveys, questionnaires, interviews, etc.

Research methodology is, thus, an integral part of a research study. It helps ensure that you stay on track to meet your research objectives and answer your research questions using the most appropriate data collection and analysis tools based on your research design.

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• Research methodologies. Pfeiffer Library website. Accessed August 15, 2023. https://library.tiffin.edu/researchmethodologies/whatareresearchmethodologies
• Types of research methodology. Eduvoice website. Accessed August 16, 2023. https://eduvoice.in/types-research-methodology/
• The basics of research methodology: A key to quality research. Voxco. Accessed August 16, 2023. https://www.voxco.com/blog/what-is-research-methodology/
• Sampling methods: Types with examples. QuestionPro website. Accessed August 16, 2023. https://www.questionpro.com/blog/types-of-sampling-for-social-research/
• What is qualitative research? Methods, types, approaches, examples. Researcher.Life blog. Accessed August 15, 2023. https://researcher.life/blog/article/what-is-qualitative-research-methods-types-examples/
• What is quantitative research? Definition, methods, types, and examples. Researcher.Life blog. Accessed August 15, 2023. https://researcher.life/blog/article/what-is-quantitative-research-types-and-examples/
• Data analysis in research: Types & methods. QuestionPro website. Accessed August 16, 2023. https://www.questionpro.com/blog/data-analysis-in-research/#Data_analysis_in_qualitative_research
• Factors to consider while choosing the right research methodology. PhD Monster website. Accessed August 17, 2023. https://www.phdmonster.com/factors-to-consider-while-choosing-the-right-research-methodology/
• What is research methodology? Research and writing guides. Accessed August 14, 2023. https://paperpile.com/g/what-is-research-methodology/
• Ethical considerations. Business research methodology website. Accessed August 17, 2023. https://research-methodology.net/research-methodology/ethical-considerations/

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Home » Thesis – Structure, Example and Writing Guide

Thesis – Structure, Example and Writing Guide

Table of contents.

Definition:

Thesis is a scholarly document that presents a student’s original research and findings on a particular topic or question. It is usually written as a requirement for a graduate degree program and is intended to demonstrate the student’s mastery of the subject matter and their ability to conduct independent research.

History of Thesis

The concept of a thesis can be traced back to ancient Greece, where it was used as a way for students to demonstrate their knowledge of a particular subject. However, the modern form of the thesis as a scholarly document used to earn a degree is a relatively recent development.

The origin of the modern thesis can be traced back to medieval universities in Europe. During this time, students were required to present a “disputation” in which they would defend a particular thesis in front of their peers and faculty members. These disputations served as a way to demonstrate the student’s mastery of the subject matter and were often the final requirement for earning a degree.

In the 17th century, the concept of the thesis was formalized further with the creation of the modern research university. Students were now required to complete a research project and present their findings in a written document, which would serve as the basis for their degree.

The modern thesis as we know it today has evolved over time, with different disciplines and institutions adopting their own standards and formats. However, the basic elements of a thesis – original research, a clear research question, a thorough review of the literature, and a well-argued conclusion – remain the same.

Structure of Thesis

The structure of a thesis may vary slightly depending on the specific requirements of the institution, department, or field of study, but generally, it follows a specific format.

Here’s a breakdown of the structure of a thesis:

This is the first page of the thesis that includes the title of the thesis, the name of the author, the name of the institution, the department, the date, and any other relevant information required by the institution.

This is a brief summary of the thesis that provides an overview of the research question, methodology, findings, and conclusions.

This page provides a list of all the chapters and sections in the thesis and their page numbers.

Introduction

This chapter provides an overview of the research question, the context of the research, and the purpose of the study. The introduction should also outline the methodology and the scope of the research.

Literature Review

This chapter provides a critical analysis of the relevant literature on the research topic. It should demonstrate the gap in the existing knowledge and justify the need for the research.

Methodology

This chapter provides a detailed description of the research methods used to gather and analyze data. It should explain the research design, the sampling method, data collection techniques, and data analysis procedures.

This chapter presents the findings of the research. It should include tables, graphs, and charts to illustrate the results.

This chapter interprets the results and relates them to the research question. It should explain the significance of the findings and their implications for the research topic.

This chapter summarizes the key findings and the main conclusions of the research. It should also provide recommendations for future research.

This section provides a list of all the sources cited in the thesis. The citation style may vary depending on the requirements of the institution or the field of study.

This section includes any additional material that supports the research, such as raw data, survey questionnaires, or other relevant documents.

How to write Thesis

Here are some steps to help you write a thesis:

• Choose a Topic: The first step in writing a thesis is to choose a topic that interests you and is relevant to your field of study. You should also consider the scope of the topic and the availability of resources for research.
• Develop a Research Question: Once you have chosen a topic, you need to develop a research question that you will answer in your thesis. The research question should be specific, clear, and feasible.
• Conduct a Literature Review: Before you start your research, you need to conduct a literature review to identify the existing knowledge and gaps in the field. This will help you refine your research question and develop a research methodology.
• Develop a Research Methodology: Once you have refined your research question, you need to develop a research methodology that includes the research design, data collection methods, and data analysis procedures.
• Collect and Analyze Data: After developing your research methodology, you need to collect and analyze data. This may involve conducting surveys, interviews, experiments, or analyzing existing data.
• Write the Thesis: Once you have analyzed the data, you need to write the thesis. The thesis should follow a specific structure that includes an introduction, literature review, methodology, results, discussion, conclusion, and references.
• Edit and Proofread: After completing the thesis, you need to edit and proofread it carefully. You should also have someone else review it to ensure that it is clear, concise, and free of errors.
• Submit the Thesis: Finally, you need to submit the thesis to your academic advisor or committee for review and evaluation.

Example of Thesis

Example of Thesis template for Students:

Title of Thesis

Table of Contents:

Chapter 1: Introduction

Chapter 2: Literature Review

Chapter 3: Research Methodology

Chapter 4: Results

Chapter 5: Discussion

Chapter 6: Conclusion

References:

Appendices:

Note: That’s just a basic template, but it should give you an idea of the structure and content that a typical thesis might include. Be sure to consult with your department or supervisor for any specific formatting requirements they may have. Good luck with your thesis!

Application of Thesis

Thesis is an important academic document that serves several purposes. Here are some of the applications of thesis:

• Academic Requirement: A thesis is a requirement for many academic programs, especially at the graduate level. It is an essential component of the evaluation process and demonstrates the student’s ability to conduct original research and contribute to the knowledge in their field.
• Career Advancement: A thesis can also help in career advancement. Employers often value candidates who have completed a thesis as it demonstrates their research skills, critical thinking abilities, and their dedication to their field of study.
• Publication : A thesis can serve as a basis for future publications in academic journals, books, or conference proceedings. It provides the researcher with an opportunity to present their research to a wider audience and contribute to the body of knowledge in their field.
• Personal Development: Writing a thesis is a challenging task that requires time, dedication, and perseverance. It provides the student with an opportunity to develop critical thinking, research, and writing skills that are essential for their personal and professional development.
• Impact on Society: The findings of a thesis can have an impact on society by addressing important issues, providing insights into complex problems, and contributing to the development of policies and practices.

Purpose of Thesis

The purpose of a thesis is to present original research findings in a clear and organized manner. It is a formal document that demonstrates a student’s ability to conduct independent research and contribute to the knowledge in their field of study. The primary purposes of a thesis are:

• To Contribute to Knowledge: The main purpose of a thesis is to contribute to the knowledge in a particular field of study. By conducting original research and presenting their findings, the student adds new insights and perspectives to the existing body of knowledge.
• To Demonstrate Research Skills: A thesis is an opportunity for the student to demonstrate their research skills. This includes the ability to formulate a research question, design a research methodology, collect and analyze data, and draw conclusions based on their findings.
• To Develop Critical Thinking: Writing a thesis requires critical thinking and analysis. The student must evaluate existing literature and identify gaps in the field, as well as develop and defend their own ideas.
• To Provide Evidence of Competence : A thesis provides evidence of the student’s competence in their field of study. It demonstrates their ability to apply theoretical concepts to real-world problems, and their ability to communicate their ideas effectively.
• To Facilitate Career Advancement : Completing a thesis can help the student advance their career by demonstrating their research skills and dedication to their field of study. It can also provide a basis for future publications, presentations, or research projects.

When to Write Thesis

The timing for writing a thesis depends on the specific requirements of the academic program or institution. In most cases, the opportunity to write a thesis is typically offered at the graduate level, but there may be exceptions.

Generally, students should plan to write their thesis during the final year of their graduate program. This allows sufficient time for conducting research, analyzing data, and writing the thesis. It is important to start planning the thesis early and to identify a research topic and research advisor as soon as possible.

In some cases, students may be able to write a thesis as part of an undergraduate program or as an independent research project outside of an academic program. In such cases, it is important to consult with faculty advisors or mentors to ensure that the research is appropriately designed and executed.

It is important to note that the process of writing a thesis can be time-consuming and requires a significant amount of effort and dedication. It is important to plan accordingly and to allocate sufficient time for conducting research, analyzing data, and writing the thesis.

Characteristics of Thesis

The characteristics of a thesis vary depending on the specific academic program or institution. However, some general characteristics of a thesis include:

• Originality : A thesis should present original research findings or insights. It should demonstrate the student’s ability to conduct independent research and contribute to the knowledge in their field of study.
• Clarity : A thesis should be clear and concise. It should present the research question, methodology, findings, and conclusions in a logical and organized manner. It should also be well-written, with proper grammar, spelling, and punctuation.
• Research-Based: A thesis should be based on rigorous research, which involves collecting and analyzing data from various sources. The research should be well-designed, with appropriate research methods and techniques.
• Evidence-Based : A thesis should be based on evidence, which means that all claims made in the thesis should be supported by data or literature. The evidence should be properly cited using appropriate citation styles.
• Critical Thinking: A thesis should demonstrate the student’s ability to critically analyze and evaluate information. It should present the student’s own ideas and arguments, and engage with existing literature in the field.
• Academic Style : A thesis should adhere to the conventions of academic writing. It should be well-structured, with clear headings and subheadings, and should use appropriate academic language.

Advantages of Thesis

There are several advantages to writing a thesis, including:

• Development of Research Skills: Writing a thesis requires extensive research and analytical skills. It helps to develop the student’s research skills, including the ability to formulate research questions, design and execute research methodologies, collect and analyze data, and draw conclusions based on their findings.
• Contribution to Knowledge: Writing a thesis provides an opportunity for the student to contribute to the knowledge in their field of study. By conducting original research, they can add new insights and perspectives to the existing body of knowledge.
• Preparation for Future Research: Completing a thesis prepares the student for future research projects. It provides them with the necessary skills to design and execute research methodologies, analyze data, and draw conclusions based on their findings.
• Career Advancement: Writing a thesis can help to advance the student’s career. It demonstrates their research skills and dedication to their field of study, and provides a basis for future publications, presentations, or research projects.
• Personal Growth: Completing a thesis can be a challenging and rewarding experience. It requires dedication, hard work, and perseverance. It can help the student to develop self-confidence, independence, and a sense of accomplishment.

Limitations of Thesis

There are also some limitations to writing a thesis, including:

• Time and Resources: Writing a thesis requires a significant amount of time and resources. It can be a time-consuming and expensive process, as it may involve conducting original research, analyzing data, and producing a lengthy document.
• Narrow Focus: A thesis is typically focused on a specific research question or topic, which may limit the student’s exposure to other areas within their field of study.
• Limited Audience: A thesis is usually only read by a small number of people, such as the student’s thesis advisor and committee members. This limits the potential impact of the research findings.
• Lack of Real-World Application : Some thesis topics may be highly theoretical or academic in nature, which may limit their practical application in the real world.
• Pressure and Stress : Writing a thesis can be a stressful and pressure-filled experience, as it may involve meeting strict deadlines, conducting original research, and producing a high-quality document.
• Potential for Isolation: Writing a thesis can be a solitary experience, as the student may spend a significant amount of time working independently on their research and writing.

About the author

Muhammad Hassan

Researcher, Academic Writer, Web developer

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Faster, Incentivized, and Efficient Federated Learning: Theory and Applications

 Artificial intelligence (AI) is becoming increasingly ubiquitous with a plethora of applications such as recommendation systems, image/video generation, or chatbots changing our modern society. The majority of these AI based applications are based on centralized machine learning (ML). In centralized ML, a large amount of data is collected at a central server to train a large ML model with hundreds of billions of parameters using massive amount of system resources (e.g., CPUs, GPUs). Despite the success of such pipeline for training models in the centralized setting, however, centralized ML has critical limitations. First, data collection can raise serious privacy concerns due to the desired data often being personal data such as medical histories or financial data and users opting out from sharing their data. Second, the exponentially increasing economic and environmental cost for training colossal models in the centralized setting raises concerns for sustainability. 

Such major drawbacks of centralized ML calls for a new paradigm that can shift the server-based ML pipeline to the edge, where data collection as well as computation happens on-device at the edge client. Moreover, decentralizing ML to the edge can facilitate democratizing the benefits of ML by allowing better personalized models for individual users. Federated learning (FL) is a well-known method that achieves such decentralization of ML where clients (e.g., mobile phones, hospitals, banks) locally train the server ML model(s) on their private data and send only the local gradient updates to the server so that the server can update its model with the aggregation of these local updates. The clients can also privately further fine-tune the server ML model to make personalized models to their data. 

In this thesis, we aim to address the three main challenges that arise in FL which does not exist in the conventional centralized ML setting: i) clients’ limited communication and availability, ii) clients’ data heterogeneity, and iii) clients’ limited and heterogeneous training resources. We address each challenge with three main research contributions respectively i) faster FL, ii) incentivized FL, and iii) efficient FL. First, we investigate theoretically and empirically how biased client selection and cyclic client participation in FL under limited client communication and availability can improve the convergence of FL for faster FL. Second, we delve into the question of whether clients have incentives to join FL in the first place under client data heterogeneity and how disincentivization of clients can sabotage the training process of FL. We propose a framework to improve the fraction of incentivized clients by incentive-aware weighted aggregation of clients’ local updates for incentivized FL and also propose a communication-efficient personalized FL framework to further incentivize clients. Lastly, we propose two novel methods, federated ensemble transfer and heterogeneous LoRA (low-rank approximation) to train larger server models, including foundation models, at the edge with significantly smaller number of parameters under clients’ limited and heterogeneous training resources. We also look into efficient FL from the perspective of labels where clients have only a few labels in their local data. 

Degree Type

• Dissertation
• Electrical and Computer Engineering

Degree Name

• Doctor of Philosophy (PhD)

Usage metrics

• Electrical and Electronic Engineering not elsewhere classified