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Organizing Your Social Sciences Research Paper

  • Theoretical Framework
  • Purpose of Guide
  • Design Flaws to Avoid
  • Independent and Dependent Variables
  • Glossary of Research Terms
  • Reading Research Effectively
  • Narrowing a Topic Idea
  • Broadening a Topic Idea
  • Extending the Timeliness of a Topic Idea
  • Academic Writing Style
  • Applying Critical Thinking
  • Choosing a Title
  • Making an Outline
  • Paragraph Development
  • Research Process Video Series
  • Executive Summary
  • The C.A.R.S. Model
  • Background Information
  • The Research Problem/Question
  • Citation Tracking
  • Content Alert Services
  • Evaluating Sources
  • Primary Sources
  • Secondary Sources
  • Tiertiary Sources
  • Scholarly vs. Popular Publications
  • Qualitative Methods
  • Quantitative Methods
  • Insiderness
  • Using Non-Textual Elements
  • Limitations of the Study
  • Common Grammar Mistakes
  • Writing Concisely
  • Avoiding Plagiarism
  • Footnotes or Endnotes?
  • Further Readings
  • Generative AI and Writing
  • USC Libraries Tutorials and Other Guides
  • Bibliography

Theories are formulated to explain, predict, and understand phenomena and, in many cases, to challenge and extend existing knowledge within the limits of critical bounded assumptions or predictions of behavior. The theoretical framework is the structure that can hold or support a theory of a research study. The theoretical framework encompasses not just the theory, but the narrative explanation about how the researcher engages in using the theory and its underlying assumptions to investigate the research problem. It is the structure of your paper that summarizes concepts, ideas, and theories derived from prior research studies and which was synthesized in order to form a conceptual basis for your analysis and interpretation of meaning found within your research.

Abend, Gabriel. "The Meaning of Theory." Sociological Theory 26 (June 2008): 173–199; Kivunja, Charles. "Distinguishing between Theory, Theoretical Framework, and Conceptual Framework: A Systematic Review of Lessons from the Field." International Journal of Higher Education 7 (December 2018): 44-53; Swanson, Richard A. Theory Building in Applied Disciplines . San Francisco, CA: Berrett-Koehler Publishers 2013; Varpio, Lara, Elise Paradis, Sebastian Uijtdehaage, and Meredith Young. "The Distinctions between Theory, Theoretical Framework, and Conceptual Framework." Academic Medicine 95 (July 2020): 989-994.

Importance of Theory and a Theoretical Framework

Theories can be unfamiliar to the beginning researcher because they are rarely applied in high school social studies curriculum and, as a result, can come across as unfamiliar and imprecise when first introduced as part of a writing assignment. However, in their most simplified form, a theory is simply a set of assumptions or predictions about something you think will happen based on existing evidence and that can be tested to see if those outcomes turn out to be true. Of course, it is slightly more deliberate than that, therefore, summarized from Kivunja (2018, p. 46), here are the essential characteristics of a theory.

  • It is logical and coherent
  • It has clear definitions of terms or variables, and has boundary conditions [i.e., it is not an open-ended statement]
  • It has a domain where it applies
  • It has clearly described relationships among variables
  • It describes, explains, and makes specific predictions
  • It comprises of concepts, themes, principles, and constructs
  • It must have been based on empirical data [i.e., it is not a guess]
  • It must have made claims that are subject to testing, been tested and verified
  • It must be clear and concise
  • Its assertions or predictions must be different and better than those in existing theories
  • Its predictions must be general enough to be applicable to and understood within multiple contexts
  • Its assertions or predictions are relevant, and if applied as predicted, will result in the predicted outcome
  • The assertions and predictions are not immutable, but subject to revision and improvement as researchers use the theory to make sense of phenomena
  • Its concepts and principles explain what is going on and why
  • Its concepts and principles are substantive enough to enable us to predict a future

Given these characteristics, a theory can best be understood as the foundation from which you investigate assumptions or predictions derived from previous studies about the research problem, but in a way that leads to new knowledge and understanding as well as, in some cases, discovering how to improve the relevance of the theory itself or to argue that the theory is outdated and a new theory needs to be formulated based on new evidence.

A theoretical framework consists of concepts and, together with their definitions and reference to relevant scholarly literature, existing theory that is used for your particular study. The theoretical framework must demonstrate an understanding of theories and concepts that are relevant to the topic of your research paper and that relate to the broader areas of knowledge being considered.

The theoretical framework is most often not something readily found within the literature . You must review course readings and pertinent research studies for theories and analytic models that are relevant to the research problem you are investigating. The selection of a theory should depend on its appropriateness, ease of application, and explanatory power.

The theoretical framework strengthens the study in the following ways :

  • An explicit statement of  theoretical assumptions permits the reader to evaluate them critically.
  • The theoretical framework connects the researcher to existing knowledge. Guided by a relevant theory, you are given a basis for your hypotheses and choice of research methods.
  • Articulating the theoretical assumptions of a research study forces you to address questions of why and how. It permits you to intellectually transition from simply describing a phenomenon you have observed to generalizing about various aspects of that phenomenon.
  • Having a theory helps you identify the limits to those generalizations. A theoretical framework specifies which key variables influence a phenomenon of interest and highlights the need to examine how those key variables might differ and under what circumstances.
  • The theoretical framework adds context around the theory itself based on how scholars had previously tested the theory in relation their overall research design [i.e., purpose of the study, methods of collecting data or information, methods of analysis, the time frame in which information is collected, study setting, and the methodological strategy used to conduct the research].

By virtue of its applicative nature, good theory in the social sciences is of value precisely because it fulfills one primary purpose: to explain the meaning, nature, and challenges associated with a phenomenon, often experienced but unexplained in the world in which we live, so that we may use that knowledge and understanding to act in more informed and effective ways.

The Conceptual Framework. College of Education. Alabama State University; Corvellec, Hervé, ed. What is Theory?: Answers from the Social and Cultural Sciences . Stockholm: Copenhagen Business School Press, 2013; Asher, Herbert B. Theory-Building and Data Analysis in the Social Sciences . Knoxville, TN: University of Tennessee Press, 1984; Drafting an Argument. Writing@CSU. Colorado State University; Kivunja, Charles. "Distinguishing between Theory, Theoretical Framework, and Conceptual Framework: A Systematic Review of Lessons from the Field." International Journal of Higher Education 7 (2018): 44-53; Omodan, Bunmi Isaiah. "A Model for Selecting Theoretical Framework through Epistemology of Research Paradigms." African Journal of Inter/Multidisciplinary Studies 4 (2022): 275-285; Ravitch, Sharon M. and Matthew Riggan. Reason and Rigor: How Conceptual Frameworks Guide Research . Second edition. Los Angeles, CA: SAGE, 2017; Trochim, William M.K. Philosophy of Research. Research Methods Knowledge Base. 2006; Jarvis, Peter. The Practitioner-Researcher. Developing Theory from Practice . San Francisco, CA: Jossey-Bass, 1999.

Strategies for Developing the Theoretical Framework

I.  Developing the Framework

Here are some strategies to develop of an effective theoretical framework:

  • Examine your thesis title and research problem . The research problem anchors your entire study and forms the basis from which you construct your theoretical framework.
  • Brainstorm about what you consider to be the key variables in your research . Answer the question, "What factors contribute to the presumed effect?"
  • Review related literature to find how scholars have addressed your research problem. Identify the assumptions from which the author(s) addressed the problem.
  • List  the constructs and variables that might be relevant to your study. Group these variables into independent and dependent categories.
  • Review key social science theories that are introduced to you in your course readings and choose the theory that can best explain the relationships between the key variables in your study [note the Writing Tip on this page].
  • Discuss the assumptions or propositions of this theory and point out their relevance to your research.

A theoretical framework is used to limit the scope of the relevant data by focusing on specific variables and defining the specific viewpoint [framework] that the researcher will take in analyzing and interpreting the data to be gathered. It also facilitates the understanding of concepts and variables according to given definitions and builds new knowledge by validating or challenging theoretical assumptions.

II.  Purpose

Think of theories as the conceptual basis for understanding, analyzing, and designing ways to investigate relationships within social systems. To that end, the following roles served by a theory can help guide the development of your framework.

  • Means by which new research data can be interpreted and coded for future use,
  • Response to new problems that have no previously identified solutions strategy,
  • Means for identifying and defining research problems,
  • Means for prescribing or evaluating solutions to research problems,
  • Ways of discerning certain facts among the accumulated knowledge that are important and which facts are not,
  • Means of giving old data new interpretations and new meaning,
  • Means by which to identify important new issues and prescribe the most critical research questions that need to be answered to maximize understanding of the issue,
  • Means of providing members of a professional discipline with a common language and a frame of reference for defining the boundaries of their profession, and
  • Means to guide and inform research so that it can, in turn, guide research efforts and improve professional practice.

Adapted from: Torraco, R. J. “Theory-Building Research Methods.” In Swanson R. A. and E. F. Holton III , editors. Human Resource Development Handbook: Linking Research and Practice . (San Francisco, CA: Berrett-Koehler, 1997): pp. 114-137; Jacard, James and Jacob Jacoby. Theory Construction and Model-Building Skills: A Practical Guide for Social Scientists . New York: Guilford, 2010; Ravitch, Sharon M. and Matthew Riggan. Reason and Rigor: How Conceptual Frameworks Guide Research . Second edition. Los Angeles, CA: SAGE, 2017; Sutton, Robert I. and Barry M. Staw. “What Theory is Not.” Administrative Science Quarterly 40 (September 1995): 371-384.

Structure and Writing Style

The theoretical framework may be rooted in a specific theory , in which case, your work is expected to test the validity of that existing theory in relation to specific events, issues, or phenomena. Many social science research papers fit into this rubric. For example, Peripheral Realism Theory, which categorizes perceived differences among nation-states as those that give orders, those that obey, and those that rebel, could be used as a means for understanding conflicted relationships among countries in Africa. A test of this theory could be the following: Does Peripheral Realism Theory help explain intra-state actions, such as, the disputed split between southern and northern Sudan that led to the creation of two nations?

However, you may not always be asked by your professor to test a specific theory in your paper, but to develop your own framework from which your analysis of the research problem is derived . Based upon the above example, it is perhaps easiest to understand the nature and function of a theoretical framework if it is viewed as an answer to two basic questions:

  • What is the research problem/question? [e.g., "How should the individual and the state relate during periods of conflict?"]
  • Why is your approach a feasible solution? [i.e., justify the application of your choice of a particular theory and explain why alternative constructs were rejected. I could choose instead to test Instrumentalist or Circumstantialists models developed among ethnic conflict theorists that rely upon socio-economic-political factors to explain individual-state relations and to apply this theoretical model to periods of war between nations].

The answers to these questions come from a thorough review of the literature and your course readings [summarized and analyzed in the next section of your paper] and the gaps in the research that emerge from the review process. With this in mind, a complete theoretical framework will likely not emerge until after you have completed a thorough review of the literature .

Just as a research problem in your paper requires contextualization and background information, a theory requires a framework for understanding its application to the topic being investigated. When writing and revising this part of your research paper, keep in mind the following:

  • Clearly describe the framework, concepts, models, or specific theories that underpin your study . This includes noting who the key theorists are in the field who have conducted research on the problem you are investigating and, when necessary, the historical context that supports the formulation of that theory. This latter element is particularly important if the theory is relatively unknown or it is borrowed from another discipline.
  • Position your theoretical framework within a broader context of related frameworks, concepts, models, or theories . As noted in the example above, there will likely be several concepts, theories, or models that can be used to help develop a framework for understanding the research problem. Therefore, note why the theory you've chosen is the appropriate one.
  • The present tense is used when writing about theory. Although the past tense can be used to describe the history of a theory or the role of key theorists, the construction of your theoretical framework is happening now.
  • You should make your theoretical assumptions as explicit as possible . Later, your discussion of methodology should be linked back to this theoretical framework.
  • Don’t just take what the theory says as a given! Reality is never accurately represented in such a simplistic way; if you imply that it can be, you fundamentally distort a reader's ability to understand the findings that emerge. Given this, always note the limitations of the theoretical framework you've chosen [i.e., what parts of the research problem require further investigation because the theory inadequately explains a certain phenomena].

The Conceptual Framework. College of Education. Alabama State University; Conceptual Framework: What Do You Think is Going On? College of Engineering. University of Michigan; Drafting an Argument. Writing@CSU. Colorado State University; Lynham, Susan A. “The General Method of Theory-Building Research in Applied Disciplines.” Advances in Developing Human Resources 4 (August 2002): 221-241; Tavallaei, Mehdi and Mansor Abu Talib. "A General Perspective on the Role of Theory in Qualitative Research." Journal of International Social Research 3 (Spring 2010); Ravitch, Sharon M. and Matthew Riggan. Reason and Rigor: How Conceptual Frameworks Guide Research . Second edition. Los Angeles, CA: SAGE, 2017; Reyes, Victoria. Demystifying the Journal Article. Inside Higher Education; Trochim, William M.K. Philosophy of Research. Research Methods Knowledge Base. 2006; Weick, Karl E. “The Work of Theorizing.” In Theorizing in Social Science: The Context of Discovery . Richard Swedberg, editor. (Stanford, CA: Stanford University Press, 2014), pp. 177-194.

Writing Tip

Borrowing Theoretical Constructs from Other Disciplines

An increasingly important trend in the social and behavioral sciences is to think about and attempt to understand research problems from an interdisciplinary perspective. One way to do this is to not rely exclusively on the theories developed within your particular discipline, but to think about how an issue might be informed by theories developed in other disciplines. For example, if you are a political science student studying the rhetorical strategies used by female incumbents in state legislature campaigns, theories about the use of language could be derived, not only from political science, but linguistics, communication studies, philosophy, psychology, and, in this particular case, feminist studies. Building theoretical frameworks based on the postulates and hypotheses developed in other disciplinary contexts can be both enlightening and an effective way to be more engaged in the research topic.

CohenMiller, A. S. and P. Elizabeth Pate. "A Model for Developing Interdisciplinary Research Theoretical Frameworks." The Qualitative Researcher 24 (2019): 1211-1226; Frodeman, Robert. The Oxford Handbook of Interdisciplinarity . New York: Oxford University Press, 2010.

Another Writing Tip

Don't Undertheorize!

Do not leave the theory hanging out there in the introduction never to be mentioned again. Undertheorizing weakens your paper. The theoretical framework you describe should guide your study throughout the paper. Be sure to always connect theory to the review of pertinent literature and to explain in the discussion part of your paper how the theoretical framework you chose supports analysis of the research problem or, if appropriate, how the theoretical framework was found to be inadequate in explaining the phenomenon you were investigating. In that case, don't be afraid to propose your own theory based on your findings.

Yet Another Writing Tip

What's a Theory? What's a Hypothesis?

The terms theory and hypothesis are often used interchangeably in newspapers and popular magazines and in non-academic settings. However, the difference between theory and hypothesis in scholarly research is important, particularly when using an experimental design. A theory is a well-established principle that has been developed to explain some aspect of the natural world. Theories arise from repeated observation and testing and incorporates facts, laws, predictions, and tested assumptions that are widely accepted [e.g., rational choice theory; grounded theory; critical race theory].

A hypothesis is a specific, testable prediction about what you expect to happen in your study. For example, an experiment designed to look at the relationship between study habits and test anxiety might have a hypothesis that states, "We predict that students with better study habits will suffer less test anxiety." Unless your study is exploratory in nature, your hypothesis should always explain what you expect to happen during the course of your research.

The key distinctions are:

  • A theory predicts events in a broad, general context;  a hypothesis makes a specific prediction about a specified set of circumstances.
  • A theory has been extensively tested and is generally accepted among a set of scholars; a hypothesis is a speculative guess that has yet to be tested.

Cherry, Kendra. Introduction to Research Methods: Theory and Hypothesis. About.com Psychology; Gezae, Michael et al. Welcome Presentation on Hypothesis. Slideshare presentation.

Still Yet Another Writing Tip

Be Prepared to Challenge the Validity of an Existing Theory

Theories are meant to be tested and their underlying assumptions challenged; they are not rigid or intransigent, but are meant to set forth general principles for explaining phenomena or predicting outcomes. Given this, testing theoretical assumptions is an important way that knowledge in any discipline develops and grows. If you're asked to apply an existing theory to a research problem, the analysis will likely include the expectation by your professor that you should offer modifications to the theory based on your research findings.

Indications that theoretical assumptions may need to be modified can include the following:

  • Your findings suggest that the theory does not explain or account for current conditions or circumstances or the passage of time,
  • The study reveals a finding that is incompatible with what the theory attempts to explain or predict, or
  • Your analysis reveals that the theory overly generalizes behaviors or actions without taking into consideration specific factors revealed from your analysis [e.g., factors related to culture, nationality, history, gender, ethnicity, age, geographic location, legal norms or customs , religion, social class, socioeconomic status, etc.].

Philipsen, Kristian. "Theory Building: Using Abductive Search Strategies." In Collaborative Research Design: Working with Business for Meaningful Findings . Per Vagn Freytag and Louise Young, editors. (Singapore: Springer Nature, 2018), pp. 45-71; Shepherd, Dean A. and Roy Suddaby. "Theory Building: A Review and Integration." Journal of Management 43 (2017): 59-86.

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Conceptual and Theoretical Frameworks for Thesis Studies: What you must know

thesis research framework

A theoretical framework is a conceptual model that provides a systematic and structured way of thinking about a research problem or question. It helps to identify key variables and the relationships between them and to guide the selection and interpretation of data. Theoretical frameworks draw on existing theories and research and can be used to develop new hypotheses or test existing ones. They provide a foundation for research design, data collection, and analysis and can help to ensure that research is relevant, rigorous, and coherent. Theoretical frameworks are common in many disciplines, including social sciences, natural sciences, and humanities, and are essential for building knowledge and advancing understanding in a field.

This article explains the importance of frameworks in a thesis study and the differences between conceptual frameworks and theoretical frameworks. It provides guidelines on how to write a thesis framework, definitions of variable types, and examples of framework types.

What is a research framework and why do I need one?

When planning your thesis study, you need to justify your research and explain its design to your readers. This is called the research framework.

When planning your thesis study, you need to justify your research and explain its design to your readers. This is called the research framework. Think of it as the foundation of a building. A good building needs a strong foundation. Similarly, your research needs to be supported by reviewing and explaining the existing knowledge in the field, describing how your research study will fit within or contribute to the existing literature (e.g., it could challenge or test an existing theory or address a knowledge gap), and informing the reader how your study design aligns with your thesis question or hypothesis.

Important components of the framework are a literature review of recent studies associated with your thesis topic as well as theories/models used in your field of research. The literature review acts as a filtering tool to select appropriate thesis questions and guide data collection, analysis, and interpretation of your findings. Think broadly! Apart from reviewing relevant published papers in your field of research, also explore theories that you have come across in your undergraduate courses, other published thesis studies, encyclopedias, and handbooks.

There are two types of research frameworks: theoretical and conceptual .

What is a conceptual framework?

A conceptual framework is a written or visual representation that explains the study variables and their relationships with each other. The starting point is a literature review of existing studies and theories about your topic.

Steps to develop a conceptual framework

  • Clarify your study topic by identifying and defining key concepts in your thesis problem statement and thesis question. Essentially, your thesis should address a knowledge gap.
  • Perform a literature review to provide a background to interpret and explain the study findings. Also, draw on empirical knowledge that you have gained from personal experience.
  • Identify crucial variables from the literature review and your empirical knowledge, classify them as dependent or independent variables, and define them.
  • Brainstorm all the possible factors that could affect each dependent variable.
  • Propose relationships among the variables and determine any associations that exist between all variables.
  • Use a flowchart or tree diagram to present your conceptual framework.

Types of variables

When developing a conceptual framework, you will need to identify the following:

  • Independent variables
  • Dependent variables
  • Moderating variables
  • Mediating variables
  • Control variables

First, identify the independent (cause) and dependent (effect) variables in your study. Then, identify variables that influence this relationship, such as moderating variables, mediating variables, and control variables. A moderating variable changes the relationship between independent and dependent variables when its value increases or decreases. A mediating variable links independent and dependent variables to better explain the relationship between them. A control variable could potentially impact the cause-and-effect relationship but is kept constant throughout the study so that its effects on the findings/outcomes can be ruled out.

Example of a conceptual framework

You want to investigate the hours spent exercising (cause) on childhood obesity (effect).

thesis research framework

Now, you need to consider moderating variables that affect the cause-and-effect relationship. In our example, the amount of junk food eaten would affect the level of obesity.

thesis research framework

Next, you need to consider mediating variables. In our example, the maximum heart rate during exercise would affect the child’s weight.

thesis research framework

Finally, you need to consider control variables. In this example, because we do not want to investigate the role of age in obesity, we can use this as a control variable. Thus, the study subjects would be children of a specific age (e.g., aged 6–10 years).

thesis research framework

What is a theoretical framework?

A theoretical framework provides a general framework for data analysis. It defines the concepts used and explains existing theories and models in your field of research.

A theoretical framework provides a general framework for data analysis. It defines the concepts used and explains existing theories and models in your field of research. It also explains any assumptions that were used to inform your approach and your choice of specific rationales. Theoretical frameworks are often used in the fields of social sciences.

Purpose of a theoretical framework

  • Test and challenge existing theories
  • Establish orderly connections between observations and facts
  • Predict and control situations
  • Develop hypotheses

Steps to develop a theoretical framework

  • Identify and define key concepts in your thesis problem statement and thesis question.
  • Explain and evaluate existing theories by writing a literature review that describes the concepts, models, and theories that support your study.
  • Choose the theory that best explains the relationships between the key variables in your study.
  • Explain how your research study fills a knowledge gap or fits into existing studies (e.g., testing if an established theory applies to your thesis context).
  • Discuss the relevance of any theoretical assumptions and limitations.

A thesis topic can be approached from a variety of angles, depending on the theories used.

  • In psychology, a behavioral approach would use different methods and assumptions compared with a cognitive approach when treating anxiety.
  • In literature, a book could be analyzed using different literary theories, such as Marxism or poststructuralism.

Structuring a theoretical framework

The structure of a theoretical framework is fluid, and there are no specific rules that need to be followed, as long as it is clearly and logically presented.

The theoretical framework is a natural extension of your literature review. The literature review should identify gaps in the field of your research, and reviewing existing theories will help to determine how these can be addressed. The structure of a theoretical framework is fluid, and there are no specific rules that need to be followed, as long as it is clearly and logically presented. The theoretical framework is sometimes integrated into the literature review chapter of a thesis, but it can also be included as a separate chapter, depending on the complexity of the theories.

Example of a theoretical framework

The sales staff at Company X are unmotivated and struggling to meet their monthly targets. Some members of the management team believe that this could be achieved by implementing a comprehensive product-training program, but others believe that introducing a sales commission structure will help.

Company X is not achieving their monthly sales targets

To increase monthly sales.

Research question:

How can Company X motivate their sales team to achieve its monthly sales targets?

Sub-questions:

  • Why do the sales staff feel unmotivated?
  • What is the relationship between motivation and monetary rewards?
  • Do the sales staff feel that they have sufficient product knowledge?

Theoretical framework:

A literature search will need to be performed to understand the background of the many different theories of motivation in psychology. For example, Maslow’s Hierarchy of Needs (basic human needs—physiological, safety, love/belonging, esteem, and self-actualization—have to be fulfilled before one can live up to their true potential), Vroom’s Theory of Expectancy (people decide upon their actions based on the outcomes they expect), and Locke’s Goal-Setting Theory (goals are a key driver of one’s behavior). These theories would need to be investigated to determine which would be the best approach to increase the motivation of the sales staff in Company X so that the monthly sales targets are met.

A robust conceptual or theoretical framework is crucial when writing a thesis/dissertation. It defines your research gap, identifies your approach, and guides the interpretation of your results.

A thesis is the most important document you will write during your academic studies. For professional thesis editing and thesis proofreading services, check out Enago's Thesis Editing service s for more information.

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What type of framework is used in the Humanities and Social Sciences (HSS) domain? +

Theoretical frameworks are typically used in the HSS domain, while conceptual frameworks are used in the Sciences domain.

What is the difference between mediating versus moderating variables? +

The difference between mediators and moderators can be confusing. A moderating variable is unaffected by the independent variable and can increase or decrease the strength of the relationship between the independent and dependent variables. A mediating variable is affected by the independent variable and can explain the relationship between the independent and dependent variables. T he statistical correlation between the independent and dependent variables is higher when the mediating variable is excluded.

What software should I use to present my conceptual framework? +

The software program Creately provides some useful templates that can help you get started. Other recommended programs are SmartDraw , Inkscape , and diagrams.net .

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Home » Theoretical Framework – Types, Examples and Writing Guide

Theoretical Framework – Types, Examples and Writing Guide

Table of Contents

Theoretical Framework

Theoretical Framework

Definition:

Theoretical framework refers to a set of concepts, theories, ideas , and assumptions that serve as a foundation for understanding a particular phenomenon or problem. It provides a conceptual framework that helps researchers to design and conduct their research, as well as to analyze and interpret their findings.

In research, a theoretical framework explains the relationship between various variables, identifies gaps in existing knowledge, and guides the development of research questions, hypotheses, and methodologies. It also helps to contextualize the research within a broader theoretical perspective, and can be used to guide the interpretation of results and the formulation of recommendations.

Types of Theoretical Framework

Types of Types of Theoretical Framework are as follows:

Conceptual Framework

This type of framework defines the key concepts and relationships between them. It helps to provide a theoretical foundation for a study or research project .

Deductive Framework

This type of framework starts with a general theory or hypothesis and then uses data to test and refine it. It is often used in quantitative research .

Inductive Framework

This type of framework starts with data and then develops a theory or hypothesis based on the patterns and themes that emerge from the data. It is often used in qualitative research .

Empirical Framework

This type of framework focuses on the collection and analysis of empirical data, such as surveys or experiments. It is often used in scientific research .

Normative Framework

This type of framework defines a set of norms or values that guide behavior or decision-making. It is often used in ethics and social sciences.

Explanatory Framework

This type of framework seeks to explain the underlying mechanisms or causes of a particular phenomenon or behavior. It is often used in psychology and social sciences.

Components of Theoretical Framework

The components of a theoretical framework include:

  • Concepts : The basic building blocks of a theoretical framework. Concepts are abstract ideas or generalizations that represent objects, events, or phenomena.
  • Variables : These are measurable and observable aspects of a concept. In a research context, variables can be manipulated or measured to test hypotheses.
  • Assumptions : These are beliefs or statements that are taken for granted and are not tested in a study. They provide a starting point for developing hypotheses.
  • Propositions : These are statements that explain the relationships between concepts and variables in a theoretical framework.
  • Hypotheses : These are testable predictions that are derived from the theoretical framework. Hypotheses are used to guide data collection and analysis.
  • Constructs : These are abstract concepts that cannot be directly measured but are inferred from observable variables. Constructs provide a way to understand complex phenomena.
  • Models : These are simplified representations of reality that are used to explain, predict, or control a phenomenon.

How to Write Theoretical Framework

A theoretical framework is an essential part of any research study or paper, as it helps to provide a theoretical basis for the research and guide the analysis and interpretation of the data. Here are some steps to help you write a theoretical framework:

  • Identify the key concepts and variables : Start by identifying the main concepts and variables that your research is exploring. These could include things like motivation, behavior, attitudes, or any other relevant concepts.
  • Review relevant literature: Conduct a thorough review of the existing literature in your field to identify key theories and ideas that relate to your research. This will help you to understand the existing knowledge and theories that are relevant to your research and provide a basis for your theoretical framework.
  • Develop a conceptual framework : Based on your literature review, develop a conceptual framework that outlines the key concepts and their relationships. This framework should provide a clear and concise overview of the theoretical perspective that underpins your research.
  • Identify hypotheses and research questions: Based on your conceptual framework, identify the hypotheses and research questions that you want to test or explore in your research.
  • Test your theoretical framework: Once you have developed your theoretical framework, test it by applying it to your research data. This will help you to identify any gaps or weaknesses in your framework and refine it as necessary.
  • Write up your theoretical framework: Finally, write up your theoretical framework in a clear and concise manner, using appropriate terminology and referencing the relevant literature to support your arguments.

Theoretical Framework Examples

Here are some examples of theoretical frameworks:

  • Social Learning Theory : This framework, developed by Albert Bandura, suggests that people learn from their environment, including the behaviors of others, and that behavior is influenced by both external and internal factors.
  • Maslow’s Hierarchy of Needs : Abraham Maslow proposed that human needs are arranged in a hierarchy, with basic physiological needs at the bottom, followed by safety, love and belonging, esteem, and self-actualization at the top. This framework has been used in various fields, including psychology and education.
  • Ecological Systems Theory : This framework, developed by Urie Bronfenbrenner, suggests that a person’s development is influenced by the interaction between the individual and the various environments in which they live, such as family, school, and community.
  • Feminist Theory: This framework examines how gender and power intersect to influence social, cultural, and political issues. It emphasizes the importance of understanding and challenging systems of oppression.
  • Cognitive Behavioral Theory: This framework suggests that our thoughts, beliefs, and attitudes influence our behavior, and that changing our thought patterns can lead to changes in behavior and emotional responses.
  • Attachment Theory: This framework examines the ways in which early relationships with caregivers shape our later relationships and attachment styles.
  • Critical Race Theory : This framework examines how race intersects with other forms of social stratification and oppression to perpetuate inequality and discrimination.

When to Have A Theoretical Framework

Following are some situations When to Have A Theoretical Framework:

  • A theoretical framework should be developed when conducting research in any discipline, as it provides a foundation for understanding the research problem and guiding the research process.
  • A theoretical framework is essential when conducting research on complex phenomena, as it helps to organize and structure the research questions, hypotheses, and findings.
  • A theoretical framework should be developed when the research problem requires a deeper understanding of the underlying concepts and principles that govern the phenomenon being studied.
  • A theoretical framework is particularly important when conducting research in social sciences, as it helps to explain the relationships between variables and provides a framework for testing hypotheses.
  • A theoretical framework should be developed when conducting research in applied fields, such as engineering or medicine, as it helps to provide a theoretical basis for the development of new technologies or treatments.
  • A theoretical framework should be developed when conducting research that seeks to address a specific gap in knowledge, as it helps to define the problem and identify potential solutions.
  • A theoretical framework is also important when conducting research that involves the analysis of existing theories or concepts, as it helps to provide a framework for comparing and contrasting different theories and concepts.
  • A theoretical framework should be developed when conducting research that seeks to make predictions or develop generalizations about a particular phenomenon, as it helps to provide a basis for evaluating the accuracy of these predictions or generalizations.
  • Finally, a theoretical framework should be developed when conducting research that seeks to make a contribution to the field, as it helps to situate the research within the broader context of the discipline and identify its significance.

Purpose of Theoretical Framework

The purposes of a theoretical framework include:

  • Providing a conceptual framework for the study: A theoretical framework helps researchers to define and clarify the concepts and variables of interest in their research. It enables researchers to develop a clear and concise definition of the problem, which in turn helps to guide the research process.
  • Guiding the research design: A theoretical framework can guide the selection of research methods, data collection techniques, and data analysis procedures. By outlining the key concepts and assumptions underlying the research questions, the theoretical framework can help researchers to identify the most appropriate research design for their study.
  • Supporting the interpretation of research findings: A theoretical framework provides a framework for interpreting the research findings by helping researchers to make connections between their findings and existing theory. It enables researchers to identify the implications of their findings for theory development and to assess the generalizability of their findings.
  • Enhancing the credibility of the research: A well-developed theoretical framework can enhance the credibility of the research by providing a strong theoretical foundation for the study. It demonstrates that the research is based on a solid understanding of the relevant theory and that the research questions are grounded in a clear conceptual framework.
  • Facilitating communication and collaboration: A theoretical framework provides a common language and conceptual framework for researchers, enabling them to communicate and collaborate more effectively. It helps to ensure that everyone involved in the research is working towards the same goals and is using the same concepts and definitions.

Characteristics of Theoretical Framework

Some of the characteristics of a theoretical framework include:

  • Conceptual clarity: The concepts used in the theoretical framework should be clearly defined and understood by all stakeholders.
  • Logical coherence : The framework should be internally consistent, with each concept and assumption logically connected to the others.
  • Empirical relevance: The framework should be based on empirical evidence and research findings.
  • Parsimony : The framework should be as simple as possible, without sacrificing its ability to explain the phenomenon in question.
  • Flexibility : The framework should be adaptable to new findings and insights.
  • Testability : The framework should be testable through research, with clear hypotheses that can be falsified or supported by data.
  • Applicability : The framework should be useful for practical applications, such as designing interventions or policies.

Advantages of Theoretical Framework

Here are some of the advantages of having a theoretical framework:

  • Provides a clear direction : A theoretical framework helps researchers to identify the key concepts and variables they need to study and the relationships between them. This provides a clear direction for the research and helps researchers to focus their efforts and resources.
  • Increases the validity of the research: A theoretical framework helps to ensure that the research is based on sound theoretical principles and concepts. This increases the validity of the research by ensuring that it is grounded in established knowledge and is not based on arbitrary assumptions.
  • Enables comparisons between studies : A theoretical framework provides a common language and set of concepts that researchers can use to compare and contrast their findings. This helps to build a cumulative body of knowledge and allows researchers to identify patterns and trends across different studies.
  • Helps to generate hypotheses: A theoretical framework provides a basis for generating hypotheses about the relationships between different concepts and variables. This can help to guide the research process and identify areas that require further investigation.
  • Facilitates communication: A theoretical framework provides a common language and set of concepts that researchers can use to communicate their findings to other researchers and to the wider community. This makes it easier for others to understand the research and its implications.

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Guide for Thesis Research

  • Introduction to the Thesis Process
  • Project Planning
  • Literature Review
  • Theoretical Frameworks
  • Research Methodology
  • GC Honors Program Theses
  • Thesis Submission Instructions This link opens in a new window
  • Accessing Guilford Theses from 1898 to 2020 This link opens in a new window

Some Articles About Theory

The following are articles that may help you understand the importance of theory as a fundamental aspect of academic research.

  • It's Just a Theory
  • Literature Reviews, Conceptual Frameworks, and Theoretical Frameworks: Terms, Functions, and Distinctions
  • Use of Theoretical Frameworks in Research

Why is theory important?

thesis research framework

Theories reflect previous study and analysis that has been conducted in your field.  They propose explanations for phenomena that occur in an area of study. Over time, theories are reexamined, refined, and sometimes discarded in favor of new ones, always with the purpose of providing ever more accurate explanations for the dynamics that operate in our world.

The following quote, taken from John Kuada's book Research Methodology: A Project Guide for University Students , helps to explain the importance of theory when developing a research project:

“Theory provides the language, the concepts, and assumptions that help researchers to make sense of the phenomenon that they seek to investigate. It enables researchers to connect the issues they are investigating to the existing body of knowledge in the area” (Kuada, 2012, p. 64).

A theory can help researchers make predictions about the phenomena they are setting out to study. They can be informative in terms of determining what variables should be observed, as well as how data should be collected, analyzed, and interpreted on the way to presenting and justifying conclusions. 

As a researcher working on a project, it is essential that you be aware of theories that have gained prominence in your field. Think of scholarship as an ongoing conversation. As people publish ideas and develop theories, they help shape that conversation. When you do research and present your findings and ideas, you are joining in on those discussions. You become a contributor. Therefore, it is good to have a sense of what has been said before.

Identify major theories in your field. Be conscious of the fundamental concepts that have guided scholars in your area, and be aware of emerging perspectives and trends. Try to identify a theoretical base from which you can develop your arguments. This will greatly strengthen your positions when the time comes to present your thesis.

Resources About Theory and Theoretical Frameworks

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Example Theoretical Framework of a Dissertation or Thesis

Published on 8 July 2022 by Sarah Vinz . Revised on 10 October 2022.

Your theoretical framework defines the key concepts in your research, suggests relationships between them, and discusses relevant theories based on your literature review .

A strong theoretical framework gives your research direction, allowing you to convincingly interpret, explain, and generalise from your findings.

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Table of contents

Sample problem statement and research questions, sample theoretical framework, your theoretical framework, frequently asked questions about sample theoretical frameworks.

Your theoretical framework is based on:

  • Your problem statement
  • Your research questions
  • Your literature review

To investigate this problem, you have zeroed in on the following problem statement, objective, and research questions:

  • Problem : Many online customers do not return to make subsequent purchases.
  • Objective : To increase the quantity of return customers.
  • Research question : How can the satisfaction of the boutique’s online customers be improved in order to increase the quantity of return customers?

The concepts of ‘customer loyalty’ and ‘customer satisfaction’ are clearly central to this study, along with their relationship to the likelihood that a customer will return. Your theoretical framework should define these concepts and discuss theories about the relationship between these variables.

Some sub-questions could include:

  • What is the relationship between customer loyalty and customer satisfaction?
  • How satisfied and loyal are the boutique’s online customers currently?
  • What factors affect the satisfaction and loyalty of the boutique’s online customers?

As the concepts of ‘loyalty’ and ‘customer satisfaction’ play a major role in the investigation and will later be measured, they are essential concepts to define within your theoretical framework .

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Below is a simplified example showing how you can describe and compare theories. In this example, we focus on the concept of customer satisfaction introduced above.

Customer satisfaction

Thomassen (2003, p. 69) defines customer satisfaction as ‘the perception of the customer as a result of consciously or unconsciously comparing their experiences with their expectations’. Kotler and Keller (2008, p. 80) build on this definition, stating that customer satisfaction is determined by ‘the degree to which someone is happy or disappointed with the observed performance of a product in relation to his or her expectations’.

Performance that is below expectations leads to a dissatisfied customer, while performance that satisfies expectations produces satisfied customers (Kotler & Keller, 2003, p. 80).

The definition of Zeithaml and Bitner (2003, p. 86) is slightly different from that of Thomassen. They posit that ‘satisfaction is the consumer fulfillment response. It is a judgement that a product or service feature, or the product of service itself, provides a pleasurable level of consumption-related fulfillment.’ Zeithaml and Bitner’s emphasis is thus on obtaining a certain satisfaction in relation to purchasing.

Thomassen’s definition is the most relevant to the aims of this study, given the emphasis it places on unconscious perception. Although Zeithaml and Bitner, like Thomassen, say that customer satisfaction is a reaction to the experience gained, there is no distinction between conscious and unconscious comparisons in their definition.

The boutique claims in its mission statement that it wants to sell not only a product, but also a feeling. As a result, unconscious comparison will play an important role in the satisfaction of its customers. Thomassen’s definition is therefore more relevant.

Thomassen’s Customer Satisfaction Model

According to Thomassen, both the so-called ‘value proposition’ and other influences have an impact on final customer satisfaction. In his satisfaction model (Fig. 1), Thomassen shows that word-of-mouth, personal needs, past experiences, and marketing and public relations determine customers’ needs and expectations.

These factors are compared to their experiences, with the interplay between expectations and experiences determining a customer’s satisfaction level. Thomassen’s model is important for this study as it allows us to determine both the extent to which the boutique’s customers are satisfied, as well as where improvements can be made.

Figure 1 Customer satisfaction creation 

Framework Thomassen

Of course, you could analyse the concepts more thoroughly and compare additional definitions to each other. You could also discuss the theories and ideas of key authors in greater detail and provide several models to illustrate different concepts.

A theoretical framework can sometimes be integrated into a  literature review chapter , but it can also be included as its own chapter or section in your dissertation . As a rule of thumb, if your research involves dealing with a lot of complex theories, it’s a good idea to include a separate theoretical framework chapter.

While a theoretical framework describes the theoretical underpinnings of your work based on existing research, a conceptual framework allows you to draw your own conclusions, mapping out the variables you may use in your study and the interplay between them.

A literature review and a theoretical framework are not the same thing and cannot be used interchangeably. While a theoretical framework describes the theoretical underpinnings of your work, a literature review critically evaluates existing research relating to your topic. You’ll likely need both in your dissertation .

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Sarah Vinz

Sarah's academic background includes a Master of Arts in English, a Master of International Affairs degree, and a Bachelor of Arts in Political Science. She loves the challenge of finding the perfect formulation or wording and derives much satisfaction from helping students take their academic writing up a notch.

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What is a theoretical framework | a step-by-step guide, dissertation & thesis outline | example & free templates, what is a research methodology | steps & tips.

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Eureka! When I learnt how to write a theoretical framework

Feb 6, 2019

how to structure a theoretical framework

Have you checked out  the rest of  The PhD Knowledge Base ? It’s home to hundreds more free resources and guides, written especially for PhD students.  

Have you ever had a eureka moment? A moment where something that you’ve misunderstood for ages becomes crystal clear?

I did, about half way through my PhD.

Did I come up with a ground breaking discovery that would revolutionise my field? Did I develop a new theory that would change the way we think about the world?

I finally understood how to write a theoretical framework.

Sound silly? It isn’t. 

During the one-on-one PhD coaching sessions I run, the issue of how to write a theory framework comes up more frequently than any other. The theoretical framework is important, but many people find it difficult. I know I struggled with it. 

Then someone explained the theory framework to me in such a simple way. Here’s the eureka moment: The theoretical framework is like a toolbox.

Simple, right?

Let me explain. In the literature review you highlighted the problem that needs ‘fixing’. The theoretical framework – the ’toolbox’ – details the theories, propositions, hypotheses (if you’re using them) and concepts – the ’tools’ – that you will use to address or make sense of this problem.

So, your job in a theoretical framework chapter is to discuss in detail what the tools look like, how they behave, how they have been used before, how they relate to one another, how they are relevant to your aims and objectives and what the drawbacks are from using them. The methods chapter then discusses how you will use (operationalise) those tools.

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What is a theoretical framework?

In the literature review you highlighted the problem that needs ‘fixing’. The theoretical framework – the ’toolbox’ – details the theories, propositions, hypotheses (if you’re using them) and concepts – the ’tools’ – that you will use to address or make sense of this problem.

The list of potential explanations for why responses differ is enormous.

You could approach this question with a focus on, say, psychology, power, gender, economics, and so on. The best we can typically hope for – and this is particularly true in much of the social sciences – is an interpretation of the truth.

So – and this is important – we use theory to focus our attention on a small sub-set of all potential explanations, on one particular viewpoint.

Now I know I’m getting into messy epistemological and ontological waters here. I am an interpretivist, so I see theory as a ‘lens’ that you apply to make sense of the world. That’s the shape of my toolbox.

But, even if you’re a positivist you still pick and choose theoretical concepts and hypotheses from a range of available options; you just use them in a different way (rather than a lens, they become testable propositions, or measurement tools).

Without a theoretical framework we are left with a potentially endless choice of potential viewpoints, which would make our data collection and analysis and our discussion hugely chaotic.

PhD Literature Review & Theory Framework Survival Pack

Master your lit review & theory framework.

Learn what goes where (and why), and how it all fit together with this free, interactive guide to the PhD literature review and theory framework.

In other words, if we don’t know how to focus our attention, how we can present a coherent explanation? 

The theoretical framework is a natural extension of the literature review. The purpose of the literature review, amongst other things, is to highlight gaps and shortcomings with the existing work in your field.

The theoretical framework details   the perspective you will take   to address that gap and shortcoming.

For example, in   my doctoral research,   my literature review focused on government responses to climate change and pointed out that there hadn’t been much discussion on local government.

The theoretical framework then made an informed decision to come at it from a particular theoretical perspective (institutional theory, if you’re interested) and then discussed what that theory looks like, highlighting the key concepts and ideas. 

In your own research you will also need to make an informed decision about the particular theory you will employ to guide you through the rest of the research.

The theoretical framework is a natural extension of the literature review. The purpose of the literature review, amongst other things, is to highlight gaps and shortcomings with the existing work in your field. The theoretical framework details the perspective you will take to address that gap and shortcoming.

So, the   job of the theoretical framework isn’t to repeat the literature review . Instead, think of it as a   separate, mini literature review , this time focusing on the theory you will employ. You don’t have to discuss every particular use and discussion of the theoretical position you employ. If you did, you’d quickly run out of space and time.

Remember, your examiners are likely to already be familiar with the theory, meaning that rather than discuss every possible thing that there is to discuss about it, you instead need to discuss how and why the theory has been adapted and adopted to the context of your research.

How to structure a theoretical framework

  • You need to have a solid grasp of your aims and objectives. These define the space in which your research will sit and your goals when conducting it. You will need to briefly recap these when you start writing your theoretical framework, both to remind the reader and so that you can relate your theory to these overarching aims.
  • What theory/theories are you using? Here you need to define and explain each theory you draw upon and, in doing so, discuss the leading proponents and applications. This shows that you understand the theory you are going to adopt.
  • You then need to spend time critically arguing why you are adopting this particular theory. There are a lot of potential theories you could use. Why this one? Importantly, you should relate your choice to the discussions in the literature review and your aims and objectives.
  • Can the theory/theories be broken down into different schools? Which one are you siding with and why?
  • A theory contains a number of concepts. Which will you be drawing upon? Why these ones? Have you defined them properly? The way you approach this section will be influenced by your epistemological and ontological perspective and, thus, whether you use hypotheses or not. If you are using hypotheses, you need to state them as such.
  • How do the concepts relate to your aims and objectives?
  • Have you clearly stated your ontological and epistemological perspective?
  • Are you the first to use this particular theory in this particular way? What benefits or drawbacks does that bring?
  • Can you spot any drawbacks with applying this theory? Does it fail to account for a particular dimension of a phenomenon? Is it difficult to operationalize?
  • How are your concepts related? Are you using them as hypotheses? Or as a model to make sense of the data? Somewhere in between? Be explicit about how they are all related and what you plan on doing with them.

thesis research framework

The goal of writing up a theoretical framework is to tell the reader why you have chosen particular theories, how they relate to the gap in the literature, and how they relate to your aims and objectives.

A short (but necessary) note on ontology and epistemology 

How do i choose theories and create my framework.

Unless you are using an inductive methodological approach (where you generate theory from the data), you will likely approach your fieldwork with a theoretical framework in mind. Which theory or theories you choose is, in part, down to your aims and objectives and whether there is a relevant theory available ‘off-the-shelf’ that is appropriate for your needs.

There are generally three strategies that researchers use to develop their theoretical frameworks: 

  • There may be theories in your field that have arisen on the basis of repeated observation and testing and which are widely accepted.
  • Or, you might find that you need to select concepts from multiple theories and create a novel framework that is unique to your particular context.
  • A growing and important trend in social research is to adopt an interdisciplinary perspective when trying to understand the social world. This can be achieved by looking beyond the dominant, well-established theories and thinking about how other theories, particularly those from other disciplines or sub-disciplines, can be used.

In any case, you must consider the following when selecting a theory:  

  • Identify your ontological and epistemological beliefs.
  • List several theories that align with your epistemological position and which can aid your understanding of the phenomenon under investigation.
  • Engage in literature review around those theories, both to familiarise yourself with them but also to understand their relevance to your study.
  • Ask yourself how each theory connects to your problem, aims & objectives.
  • Select the theory or theories that provide more relevant tools for your thesis. 

I have more than one theory. What do I do?

  Often, you need to combine concepts, hypotheses or ideas from more than one theoretical school. Employing   more than one theory is entirely legitimate.   I did so in my PhD. 

  However, you need to  consider a few key questions : 

Are the theories you are bringing together epistemologically compatible? 

Have you discussed each theory in the same level of detail to adequately explain the theory, your justification for its inclusion, its relation to the literature and its potential drawbacks? 

What benefits does focusing on more than one theory bring? Perhaps one theory has shortcomings that the other addresses? 

What downsides are there to employing more than one theory? 

Has anyone else used this combination of theories before you? 

The theoretical framework is a tricky section to write, largely because the choice available to you is huge.

But   keep that toolbox metaphor in mind. 

  Each theory contains a number of tools. Your job in the theory framework is to take the tools you need for your project from the most relevant theory/theories and package them up into your own toolbox.

When you’re done, you should see that the theory framework offers:

  • Structure, by detailing the key concepts, tools and, where relevant, hypotheses
  • A way to connect to other research
  • A coherent, joined up set of ideas that structure the writing and help to create an argumentative streak that can run throughout your thesis
  • An approach that can be reused in additional contexts once you’re done

Along the way, you need to convince the reader that you’ve picked and applied the most appropriate tools possible, given your aims and objectives.

The theoretical framework frames the research. If you build that frame right, your research will shine. If you don’t then you’ll struggle.

If you need expert guidance to structure, plan or write your theory framework you can get in touch for a one-on-one coaching session . It’s like having a personal trainer, but for your PhD. 

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67 comments.

Kamara

A great read. Quite some insight into my Phd journey. The conceptual framework?

Dr. Max Lempriere

Glad you found it useful. You having trouble with your conceptual framework?

SHAMIN ALLY

This is enlightening. I was struggling with my Theoretical framework. I will apply the guidelines here and await feedback from my supervisor. Thanks

I’m glad you found the post useful. Thanks for your kind words.

Al

I came across your posts while helping my wife with her work (I finished my PhD two years ago), and I keep thinking…hmmm the pain I went through to learn this… thank you for making it so easy for others…

Thanks for the kind words. I remember how difficult I found my own PhD, so my motivation is to make life easier for as many other PhD students as possible.

umair rahmat

i need some more clear version to develop a theoretical framework. kindly contact me through email. thank you

Yvonne

Great insights. I have read through your thesis. You did a lot of quality work. I see the EM, Environmental Policy Capacity and the institutions theory all discussed. Really detailed and linked. Let me see how mine goes

I’ve sent you an email. I’d be glad to help.

Carolyne

This is very helpful because am really struggling to write my theoretical section. I have a question, I selected a framework but realised it has shortcomings, so I decided to include a model, but also I have another theory. All the three are confusing me how to structure them please I need your help. Thanks

Hi Carolyne,

Thanks for your email. Do you want to have a one-on-one coaching session with me? We’ll be able to get to the bottom of your confusion and clear up your theory problems once and for all. Click here for more details and to book yourself in.

Walter

Do you have a structured outline, similar to the overall diss outline, for the theoretical framework?

I sure do. You can find it here: https://www.thephdproofreaders.com/wp-content/uploads/2019/02/Theoretical-Framework-Template_AW_20190208.pdf

Lindiwe Mpindiwa

What are the advantages of having a chapter on theoretical framework independent of the Literature Review chapter. Please assist.

Thanks for your comment. Whether or not you need a separate literature review and theory framework chapter depends on how distinct they are from one another and on how complex each chapter is. It may be the case that you need two chapters because to discuss both in one would make the chapter very large, complex and hard to follow. Also, it is often the case that the theory framework builds on and addresses gaps you’ve highlighted in your literature review, so for that reason it makes sense to keep them as two separate chapters.

But which one comes first? I thought theoretical framework comes earlier than literature review or is it in a proposal where it is structured that way?

Typically the lit review comes first, then the theory. The lit review makes the case for the research and the theory framework shows the approach you will take to conduct the research.

Thanks for the kind words 🙂

chidi

Dear Max, I am using multiple related concepts to frame my research. I am confused whether to dedicate a complete chapter to explain only these five concepts, or just operationalise them in one of the chapters. Again, is introducing these concepts early in my introductory chapter a good idea as it forms one of my research questions. This means I have answered the question in the introductory chapter

Thanks for your comment. Whether or not such concepts end up in your introduction/context discussion will depend in part on whether they are framing your research (as in, providing the background or context) or whether you’re using them to answer your research questions (in which case they’ll form part of your theory framework and will therefore come at a later stage).

sevda

Dear Max, I was searching how to structure Theoretical framework and came across your writing. Thank you for this, it is really helpful. I’m one of those phd students who struggles with Theoretical framework :/ I would appreciate your help if possible. Could you please outline, how can I reach you?

Thanks for your kind words. I’m glad you’re finding the phD Knowledge Base useful. You can reach me at max[at]thephdproofreaders.com

Speaks soon!

Naheed Akhtar

I’m so confused about my theoretical framework. Could you possibly help please?

Sure. Have you checked out the one-on-one PhD coaching service we offer? It sounds just that’s just what you need.

huei

I couldn’t express how grateful I am. MAY YOU BE SHOWERED WITH BLESSINGS

Thanks! I’m glad you found the advice useful.

Esther

wow!!! thank you very much , I have been struggling to write my theoretical framework . thank you.

You’re welcome!

Dr. Max I am expecting to learn more on how to pick the right literatures, related to my theme. all of them seem very nice and informative. I am having hard time to select them. and also I have difficulties in starting the sentence of my Introduction. I am researching on “the impact of Prosperity gospel in Tanzanian mainline churches”. my topic is very popular and many has been said … I feel like I am saying what has been said .

Thanks for your comment. I wish you the best of luck.

Kourteney

Hi Max, Great read. Doing my MA Thesis after years away from academia has been a challenge to say the least. Your article provided clarity that I have been asking for/seeking elsewhere (supervision/consultant) for months. Wish I had of found it earlier but glad I came across it.

Thank you and all the best in these uncertain times.

Great! Glad you’re finding the resources useful. Good luck with the rest of the thesis.

Seva

Dear Max, thank you very much, many things got clear after reading this. I have a question, I am using political capability approach as my theoretical foundation which is part of RBW theory. So technically it is not a theory but just an approach, so does this indirectly mean that I am USING RBW Theory? Many Thanks

Hi – glad you found it useful. Without knowing more about your project I’m afraid I can’t advise about your choice of theory framework. Have you approached your supervisor with this question?

Macdonald Muyabalo

This is a very helpful article.

Glad you enjoyed it!

Grace Magama

This has been one of the best articles that has clearly outlined the Theoretical framework. Kindly do a Youtibe video for auditory learners with real examples. It will greatly assist me especiall. I am glad I found this article.

Thanks for the kind words and for your feedback. I’ll take it on board for future guides.

Pauline McGonagle

Thanks so much for this which has helped me with a sticky bit as I move forward to discover new theoretical concepts from slightly outside my field that fit better than those I started out with. A part-time PhD has such a long life that it leaves too much room for changes and adaptations! A big thank you to Rebecca Baker on a Shut Up and Write Session who referred me to this!

I’m glad you found the guide useful. Thanks to you and to Rebecca Baker!

Jackson Isiko

I found this post very helpful, thanks for sharing

Thanks for reading!

Roshni Louis Alphanso

Thank you for this crisp advice on Theoretical framework. personally i have been experiencing difficulties selecting appropriate theory related to the study. However your advice was really beneficial. God bless you for your kindness towards us researchers.

Thanks for the kind words Roshni.

Ntele

Thank you so much for sharing this information regarding the theoretical framework. I revisited my chapter and strengthened it based on the pointers you outlined here. This is a must read before drafting the chapter. Very helpful ?

Thanks for the kind words. I’m glad you found it useful.

Kam

This came just in time! I’m taking a research philosophy course and this week’s discussion is “Theory and Theoretical Frameworks”. I found this very helpful.

Great. I hope it helped deepen your understanding.

Channel Zhou

Thank you Dr Lempriere for this insightful article. I have just started my PhD journey and I found this article to be very useful and eye-opening.

Ehikioya Hilary Osolase

Interesting and excellent read.

Thank you so very much for sharing your intellectual insights on this.

PhD finisher

Hi this is really useful thank you. I have a question regarding one of my tools. I realise (quite late) that I am using one tool in a *generalised* way. I could put this another way – the context in which I found this tool constituted a more particular use of this more general tool, and I am seeking to retrieve it for a more general use. This opens the question – on what grounds am I employing a generalised form of this tool? What constraints govern this process of generalisation? Etc. I wish I’d dealt with this earlier… Do you have any thoughts on how I navigate this?

Hi – I’d love to give you advice, but without knowing more about your research and thesis any advice I would give wouldn’t be qualified. Sorry I can’t be of more help.

Doug

I loved your explanation, but what if you ARE doing an inductive project?

Ellana Delfino-Rice

I found your article very useful, thank you! I am currently building a Foucauldian theoretical framework through which to discuss a phenomena (“Karens”).

Do you any academic articles which I can use to justify using the interpretavist approach (using theory as a lens)? I cant find anything through my searches.

Hi – sorry, we don’t I’m afraid.

Roland

Surely, this is a great lesson offered. How I pray I had your email, I would love to learn more from you. Thank you

olivia komukama

Been struggling with my Phd and literature review . This has been very helpful. Is it possible for you to share your email so i can engage more with you and get some insights and help

Stephanie Green

Really really helpful guide, I am so grateful to you for providing this! It is helping me immensely in developing my own framework, a task which previously seemed scary, confusing and impossible!

Carmen van der Merwe

Thanks for this. It is very useful. So should I first write my Lit review and then only the theoretical framework? TIA

Thanks! It’s hard to say without knowing more about your project, I’m afraid!

Alhassan Mutawakilu

Thank you for the wonderful work. I want to know if theoretical frame work can presented in a diagram form

You’re welcome! Yes, your theory framework can be presented visually. It’s a great way of showing the framework in a clean, simplified way. It also serves as a useful reference guide for people to easily refer back to if they want to remind themselves of what your theory framework looks like.

ROBERT

I found your article highly informative. I recently enrolled for my PhD and my supervisor asked me to submit my Research outline. Does the outline have to have that detailed Theoretical framework. Again how best can I choose the theoretical framework suitable for my topic. If I may have a list of Theoretical frameworks I will be happy. I will also be grateful to have a direct contact with you.

Sethu

A great insight into how to write a theoretical framework, simple and jargon free, the article makes the purpose and the method of writing the chapter explicit. Thank you.

That’s so kind of you Sethu. I’m glad you found it useful.

P P Nemaenzhe

i WOULD LIKE TO KNOW WHAT IS THE IDEAL PLACE TO SITUATE THE THEORETICAL FRAMEWORK AND CONCEPTUAL FRAMEWORK WITHIN THE LITERATURE REVIEW? Peter Nemaenzhe

The theory/conceptual framework is often its own chapter between the lit review and methods. Sometimes though you can include it in the literature review, but I would suggest including it towards the end. I.e. do the lit review first, then introduce the theory framework.

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Defining The Conceptual Framework

Making a conceptual framework, conceptual framework for dmft students, conceptual framework guide, example frameworks, additional framework resources.

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What is it?

  • The researcher’s understanding/hypothesis/exploration of either an existing framework/model or how existing concepts come together to inform a particular problem. Shows the reader how different elements come together to facilitate research and a clear understanding of results.
  • Informs the research questions/methodology (problem statement drives framework drives RQs drives methodology)
  • A tool (linked concepts) to help facilitate the understanding of the relationship among concepts or variables in relation to the real-world. Each concept is linked to frame the project in question.
  • Falls inside of a larger theoretical framework (theoretical framework = explains the why and how of a particular phenomenon within a particular body of literature).
  • Can be a graphic or a narrative – but should always be explained and cited
  • Can be made up of theories and concepts

What does it do?

  • Explains or predicts the way key concepts/variables will come together to inform the problem/phenomenon
  • Gives the study direction/parameters
  • Helps the researcher organize ideas and clarify concepts
  • Introduces your research and how it will advance your field of practice. A conceptual framework should include concepts applicable to the field of study. These can be in the field or neighboring fields – as long as important details are captured and the framework is relevant to the problem. (alignment)

What should be in it?

  • Variables, concepts, theories, and/or parts of other existing frameworks

How to make a conceptual framework

  • With a topic in mind, go to the body of literature and start identifying the key concepts used by other studies. Figure out what’s been done by other researchers, and what needs to be done (either find a specific call to action outlined in the literature or make sure your proposed problem has yet to be studied in your specific setting). Use what you find needs to be done to either support a pre-identified problem or craft a general problem for study. Only rely on scholarly sources for this part of your research.
  • Begin to pull out variables, concepts, theories, and existing frameworks explained in the relevant literature.
  • If you’re building a framework, start thinking about how some of those variables, concepts, theories, and facets of existing frameworks come together to shape your problem. The problem could be a situational condition that requires a scholar-practitioner approach, the result of a practical need, or an opportunity to further an applicational study, project, or research. Remember, if the answer to your specific problem exists, you don’t need to conduct the study.
  • The actionable research you’d like to conduct will help shape what you include in your framework. Sketch the flow of your Applied Doctoral Project from start to finish and decide which variables are truly the best fit for your research.
  • Create a graphic representation of your framework (this part is optional, but often helps readers understand the flow of your research) Even if you do a graphic, first write out how the variables could influence your Applied Doctoral Project and introduce your methodology. Remember to use APA formatting in separating the sections of your framework to create a clear understanding of the framework for your reader.
  • As you move through your study, you may need to revise your framework.
  • Note for qualitative/quantitative research: If doing qualitative, make sure your framework doesn’t include arrow lines, which could imply causal or correlational linkages.
  • Conceptural and Theoretical Framework for DMFT Students This document is specific to DMFT students working on a conceptual or theoretical framework for their applied project.
  • Conceptual Framework Guide Use this guide to determine the guiding framework for your applied dissertation research.

Let’s say I’ve just taken a job as manager of a failing restaurant. Throughout the first week, I notice the few customers they have are leaving unsatisfied. I need to figure out why and turn the establishment into a thriving restaurant. I get permission from the owner to do a study to figure out exactly what we need to do to raise levels of customer satisfaction. Since I have a specific problem and want to make sure my research produces valid results, I go to the literature to find out what others are finding about customer satisfaction in the food service industry. This particular restaurant is vegan focused – and my search of the literature doesn’t say anything specific about how to increase customer service in a vegan atmosphere, so I know this research needs to be done.

I find out there are different types of satisfaction across other genres of the food service industry, and the one I’m interested in is cumulative customer satisfaction. I then decide based on what I’m seeing in the literature that my definition of customer satisfaction is the way perception, evaluation, and psychological reaction to perception and evaluation of both tangible and intangible elements of the dining experience come together to inform customer expectations. Essentially, customer expectations inform customer satisfaction.

I then find across the literature many variables could be significant in determining customer satisfaction. Because the following keep appearing, they are the ones I choose to include in my framework: price, service, branding (branched out to include physical environment and promotion), and taste. I also learn by reading the literature, satisfaction can vary between genders – so I want to make sure to also collect demographic information in my survey. Gender, age, profession, and number of children are a few demographic variables I understand would be helpful to include based on my extensive literature review.

Note: this is a quantitative study. I’m including all variables in this study, and the variables I am testing are my independent variables. Here I’m working to see how each of the independent variables influences (or not) my dependent variable, customer satisfaction. If you are interested in qualitative study, read on for an example of how to make the same framework qualitative in nature.

Also note: when you create your framework, you’ll need to cite each facet of your framework. Tell the reader where you got everything you’re including. Not only is it in compliance with APA formatting, but also it raises your credibility as a researcher. Once you’ve built the narrative around your framework, you may also want to create a visual for your reader.

See below for one example of how to illustrate your framework:

thesis research framework

If you’re interested in a qualitative study, be sure to omit arrows and other notations inferring statistical analysis. The only time it would be inappropriate to include a framework in qualitative study is in a grounded theory study, which is not something you’ll do in an applied doctoral study.

A visual example of a qualitative framework is below:

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Some additional helpful resources in constructing a conceptual framework for study:

  • Problem Statement, Conceptual Framework, and Research Question. McGaghie, W. C.; Bordage, G.; and J. A. Shea (2001). Problem Statement, Conceptual Framework, and Research Question. Retrieved on January 5, 2015 from http://goo.gl/qLIUFg
  • Building a Conceptual Framework: Philosophy, Definitions, and Procedure
  • https://www.scribbr.com/dissertation/conceptual-framework/
  • https://www.projectguru.in/developing-conceptual-framework-in-a-research-paper/

Conceptual Framework Research

A conceptual framework is a synthetization of interrelated components and variables which help in solving a real-world problem. It is the final lens used for viewing the deductive resolution of an identified issue (Imenda, 2014). The development of a conceptual framework begins with a deductive assumption that a problem exists, and the application of processes, procedures, functional approach, models, or theory may be used for problem resolution (Zackoff et al., 2019). The application of theory in traditional theoretical research is to understand, explain, and predict phenomena (Swanson, 2013). In applied research the application of theory in problem solving focuses on how theory in conjunction with practice (applied action) and procedures (functional approach) frames vision, thinking, and action towards problem resolution. The inclusion of theory in a conceptual framework is not focused on validation or devaluation of applied theories. A concise way of viewing the conceptual framework is a list of understood fact-based conditions that presents the researcher’s prescribed thinking for solving the identified problem. These conditions provide a methodological rationale of interrelated ideas and approaches for beginning, executing, and defining the outcome of problem resolution efforts (Leshem & Trafford, 2007).

The term conceptual framework and theoretical framework are often and erroneously used interchangeably (Grant & Osanloo, 2014). Just as with traditional research, a theory does not or cannot be expected to explain all phenomenal conditions, a conceptual framework is not a random identification of disparate ideas meant to incase a problem. Instead it is a means of identifying and constructing for the researcher and reader alike an epistemological mindset and a functional worldview approach to the identified problem.

Grant, C., & Osanloo, A. (2014). Understanding, Selecting, and Integrating a Theoretical Framework in Dissertation Research: Creating the Blueprint for Your “House. ” Administrative Issues Journal: Connecting Education, Practice, and Research, 4(2), 12–26

Imenda, S. (2014). Is There a Conceptual Difference between Theoretical and Conceptual Frameworks? Sosyal Bilimler Dergisi/Journal of Social Sciences, 38(2), 185.

Leshem, S., & Trafford, V. (2007). Overlooking the conceptual framework. Innovations in Education & Teaching International, 44(1), 93–105. https://doi-org.proxy1.ncu.edu/10.1080/14703290601081407

Swanson, R. (2013). Theory building in applied disciplines . San Francisco: Berrett-Koehler Publishers.

Zackoff, M. W., Real, F. J., Klein, M. D., Abramson, E. L., Li, S.-T. T., & Gusic, M. E. (2019). Enhancing Educational Scholarship Through Conceptual Frameworks: A Challenge and Roadmap for Medical Educators . Academic Pediatrics, 19(2), 135–141. https://doi-org.proxy1.ncu.edu/10.1016/j.acap.2018.08.003

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Thesis Conceptual Framework

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Outline of how you plan to conduct the research for your thesis with Creately's example. Use the template to easily visualize framework with Creately visual workspace.

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Thesis Conceptual Framework

Purdue University Graduate School

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ANOMALY DETECTION USING MACHINE LEARNING FORINTRUSION DETECTION

This thesis examines machine learning approaches for anomaly detection in network security, particularly focusing on intrusion detection using TCP and UDP protocols. It uses logistic regression models to effectively distinguish between normal and abnormal network actions, demonstrating a strong ability to detect possible security concerns. The study uses the UNSW-NB15 dataset for model validation, allowing a thorough evaluation of the models' capacity to detect anomalies in real-world network scenarios. The UNSW-NB15 dataset is a comprehensive network attack dataset frequently used in research to evaluate intrusion detection systems and anomaly detection algorithms because of its realistic attack scenarios and various network activities.

Further investigation is carried out using a Multi-Task Neural Network built for binary and multi-class classification tasks. This method allows for the in-depth study of network data, making it easier to identify potential threats. The model is fine-tuned during successive training epochs, focusing on validation measures to ensure its generalizability. The thesis also applied early stopping mechanisms to enhance the ML model, which helps optimize the training process, reduces the risk of overfitting, and improves the model's performance on new, unseen data.

This thesis also uses blockchain technology to track model performance indicators, a novel strategy that improves data integrity and reliability. This blockchain-based logging system keeps an immutable record of the models' performance over time, which helps to build a transparent and verifiable anomaly detection framework.

In summation, this research enhances Machine Learning approaches for network anomaly detection. It proposes scalable and effective approaches for early detection and mitigation of network intrusions, ultimately improving the security posture of network systems.

Degree Type

  • Master of Science
  • Computer and Information Technology

Campus location

  • West Lafayette

Advisor/Supervisor/Committee Chair

Additional committee member 2, additional committee member 3, usage metrics.

  • Machine learning not elsewhere classified

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COMMENTS

  1. Theoretical Framework Example for a Thesis or Dissertation

    Theoretical Framework Example for a Thesis or Dissertation. Published on October 14, 2015 by Sarah Vinz . Revised on July 18, 2023 by Tegan George. Your theoretical framework defines the key concepts in your research, suggests relationships between them, and discusses relevant theories based on your literature review.

  2. What is a Theoretical Framework? How to Write It (with Examples)

    A theoretical framework guides the research process like a roadmap for the study, so you need to get this right. Theoretical framework 1,2 is the structure that supports and describes a theory. A theory is a set of interrelated concepts and definitions that present a systematic view of phenomena by describing the relationship among the variables for explaining these phenomena.

  3. What is a Theoretical Framework?

    A theoretical framework is a foundational review of existing theories that serves as a roadmap for developing the arguments you will use in your own work. Theories are developed by researchers to explain phenomena, draw connections, and make predictions. In a theoretical framework, you explain the existing theories that support your research ...

  4. PDF Understanding, Selecting, and Integrating a Theoretical Framework in

    be constructed without a blueprint. By contrast, a research plan that contains a theoretical framework allows the dissertation study to be strong and structured with an organized flow from one chapter to the next. Over the past 30 years, there has been an increasing trend to include a theoretical framework in the dissertation (Melendez, 2002).

  5. Theoretical Framework

    The theoretical framework is the structure that can hold or support a theory of a research study. The theoretical framework encompasses not just the theory, but the narrative explanation about how the researcher engages in using the theory and its underlying assumptions to investigate the research problem.

  6. Conceptual and Theoretical Frameworks for Thesis Studies: What ...

    A theoretical framework is a conceptual model that provides a systematic and structured way of thinking about a research problem or question. It helps to identify key variables and the relationships between them and to guide the selection and interpretation of data. Theoretical frameworks draw on existing theories and research and can be used ...

  7. PDF Building a Dissertation Conceptual and Theoretical Framework: A Recent

    framework is developed in the same way, this iterative approach allows for the production of a robust and sound conceptual framework. Introduction . While progressing on my doctoral journey I struggled to learn, and then navigate, what it meant to do quality academic research. While I had worked in higher education for over 15 years when

  8. Conceptual Framework

    A conceptual framework is a structured approach to organizing and understanding complex ideas, theories, or concepts. It provides a systematic and coherent way of thinking about a problem or topic, and helps to guide research or analysis in a particular field. A conceptual framework typically includes a set of assumptions, concepts, and ...

  9. What is a thesis

    A thesis is an in-depth research study that identifies a particular topic of inquiry and presents a clear argument or perspective about that topic using evidence and logic. Writing a thesis showcases your ability of critical thinking, gathering evidence, and making a compelling argument. Integral to these competencies is thorough research ...

  10. Theoretical Framework

    Theoretical Framework. Definition: Theoretical framework refers to a set of concepts, theories, ideas, and assumptions that serve as a foundation for understanding a particular phenomenon or problem.It provides a conceptual framework that helps researchers to design and conduct their research, as well as to analyze and interpret their findings.. In research, a theoretical framework explains ...

  11. LibGuides: Guide for Thesis Research: Theoretical Frameworks

    Resources About Theory and Theoretical Frameworks. Challenging Ideas: Theory and Empirical Research in the Social Sciences and humanities Edited by Maren Lytje, Torben K. Nielsen, and Martin Ottovay Jørgensen. Call Number: Ebook, click link to view. ISBN: 9781443887373. Publication Date: 2015.

  12. Researching Theoretical Frameworks

    Using a theoretical framework for your dissertation can help you to better analyze past events by providing a particular set of questions to ask, and a particular perspective to use when examining your topic. Traditionally, Ph.D. and Applied Degree research must include relevant theoretical framework (s) to frame, or inform, every aspect of the ...

  13. Example Theoretical Framework of a Dissertation or Thesis

    Example Theoretical Framework of a Dissertation or Thesis. Published on 8 July 2022 by Sarah Vinz . Revised on 10 October 2022. Your theoretical framework defines the key concepts in your research, suggests relationships between them, and discusses relevant theories based on your literature review. A strong theoretical framework gives your ...

  14. PDF CHAPTER CONCEPTUAL FRAMEWORKS IN RESEARCH distribute

    The conceptual framework helps you cultivate research questions and then match . the methodological aspects of the study with these questions. In this sense, the con-ceptual framework helps align the analytic tools and methods of a study with the focal topics and . core constructs. as they are embedded within the research questions. This

  15. How to write a theoretical framework

    The theoretical framework - the 'toolbox' - details the theories, propositions, hypotheses (if you're using them) and concepts - the 'tools' - that you will use to address or make sense of this problem. The list of potential explanations for why responses differ is enormous. You could approach this question with a focus on ...

  16. What Is a Research Methodology?

    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 ...

  17. Conceptual Framework

    Conceptual Framework Research. A conceptual framework is a synthetization of interrelated components and variables which help in solving a real-world problem. It is the final lens used for viewing the deductive resolution of an identified issue (Imenda, 2014).

  18. Literature Reviews, Theoretical Frameworks, and Conceptual Frameworks

    Including a conceptual framework in a research study is important, but researchers often opt to include either a conceptual or a theoretical framework. ... Scholars before researchers: On the centrality of the dissertation literature review in research preparation. Educational Researcher, 34 (6), 3-15. 10.3102/0013189x034006003 [Google Scholar]

  19. PDF Frameworks for Qualitative Research

    research emerged in the past century as a useful framework for social science research, but its history has not been the story of steady, sustained progress along one path. Denzin and Lincoln (1994, 2005) divide the history of 20th-century qualitative social science research, broadly defined, into eight moments.

  20. Thesis Conceptual Framework

    Thesis Conceptual Framework. Use Creately's easy online diagram editor to edit this diagram, collaborate with others and export results to multiple image formats. Outline of how you plan to conduct the research for your thesis with Creately's example. Use the template to easily visualize framework with Creately visual workspace.

  21. What Is a Thesis?

    Revised on April 16, 2024. A thesis is a type of research paper based on your original research. It is usually submitted as the final step of a master's program or a capstone to a bachelor's degree. Writing a thesis can be a daunting experience. Other than a dissertation, it is one of the longest pieces of writing students typically complete.

  22. Anomaly Detection Using Machine Learning Forintrusion Detection

    This thesis examines machine learning approaches for anomaly detection in network security, particularly focusing on intrusion detection using TCP and UDP protocols. ... which helps to build a transparent and verifiable anomaly detection framework.In summation, this research enhances Machine Learning approaches for network anomaly detection. It ...

  23. Information Systems IE&IS

    In order to do that, the IS group helps organizations to: (i) understand the business needs and value propositions and accordingly design the required business and information system architecture; (ii) design, implement, and improve the operational processes and supporting (information) systems that address the business need, and (iii) use advanced data analytics methods and techniques to ...