Research Methods in Political Science
Purpose of Course showclose
Course Information showclose
Primary Resources: This course is composed of a range of different free, online materials. However, the course makes primary use of the following materials:
- The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods
- iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods Lecture Series from Fall 2006 and Spring 2007
- Wadsworth Cengage Learning: “Statistics Workshops”
- Wadsworth Cengage Learning: “Research Methods Workshops”
- Web Center for Social Research Methods: William M.K. Trochim’s Research Methods Knowledge Base
- Directory of Open Access Journals
- Subunit 1.1 Quiz
- Subunit 4.1.1 Quiz
- Subunit 4.1.2 Quiz
- Subunit 4.2 Quiz
- Subunit 4.2.3 Quiz
- Subunit 4.5
- Subunit 5.1
- Subunit 5.2
- Subunit 6.2.2 Quiz
- Subunit 6.2.3
- Subunit 6.2.4
- Subunit 6.3
- Subunit 6.3.2
- Subunit 6.3.4
- Subunit 6.4.2
- Subunit 8.1
- The Final Exam
In order to pass this course, you will need to earn a 70% or higher on the Final Exam. Your score on the exam will be tabulated as soon as you complete it. If you do not pass the exam, you may take it again.
Time Commitment: This course should take you a total of 91 hours to complete. Each unit includes a time advisory that lists the amount of time you are expected to spend on each subunit. These should help you plan your time accordingly. It may be useful to take a look at these time advisories and to determine how much time you have over the next few weeks to complete each unit, and then to set goals for yourself. For example, Unit 1 should take you 6.5 hours. Perhaps you can sit down with your calendar and decide to complete subunit 1.1 (a total of 2.5 hours) on Monday night; Subunits 1.2 and 1.3 (a total of 2.5 hours) on Tuesday night; etc.
Tips/Suggestions: As noted in the Course Requirements, you will need basic math skills to complete this course. While this is not a class in statistics, you will need to understand some basic probability theory and statistical applications. You will not need to calculate statistics by hand. I would suggest thinking about the big picture in the quantitative analysis sections in Units 5 and 6. Do not get bogged down in understanding the details of the calculations. Rather, focus on how these methods can be used to answer political science research questions.
As you read, take careful notes on a separate sheet of paper. The article “Guidelines for Effective Reading and Not Taking”is useful in providing direction in your reading and note taking in this course.
Finally, Research Methods Network offers a website where students, faculty, and researchers can ask any questions pertaining to research methods and design. Don’t be afraid to ask questions even about basic concepts. That is the intention of the network.
Learning Outcomes showclose
- describe the relationship between the scientific method and political science;
- formulate research questions, theories, and hypotheses;
- describe the basics of the standard research approaches in political science;
- evaluate the soundness of a research design;
- perform basic statistical analyses; and
- execute basic research in the political science discipline.
Course Requirements showclose
√ have access to a computer;
√ have continuous broadband Internet access;
√ have the ability/permission to install plug-ins (e.g. Adobe Reader or Flash) and software;
√ have the ability to download and save files and documents to a computer;
√ have the ability to open Microsoft Office files and documents (.doc, .ppt, .xls, etc.);
√ have competency in the English language;
√ have basic math skills; and
√ have read the Saylor Student Handbook.
Unit Outline show close
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Unit 1: The Science of Politics
This unit will serve as an introduction to the scientific study of politics. As a social science, political science straddles both the hard and soft science worlds. Hard science is characterized by strict and rigorous scientific standards with close attention to formal standards for hypothesis formulation and testing. Soft sciences are more informal relying on interpretive approaches. Thus, political science borrows research methods and theories from various other disciplines – history, economics, psychology, anthropology, and even biology and neurology. The reading for this unit and other units will rely heavily on a general social science text supplemented with political science examples. In this unit, you will define political science as a field of research, and you will discuss how and what political scientists study.
Unit 1 Time Advisory show close
Unit 1 Learning Outcomes show close
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1.1 Social Science and the Scientific Method
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Preface and Chapter 1: Science and Scientific Research”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Preface and Chapter 1: Science and Scientific Research” (PDF)
Instructions: Please read the preface and “Chapter 1: Science and Scientific Research,” on pages 2–11. Remember that this text is focused on social sciences generally; the same logic discussed in this textbook can be applied to all social sciences including but not limited to political science. Pay close attention to the discussion of science in general, the scientific method, and particularly, the relationship between theory and hypothesis. The latter is critical to understanding research in general and political science research methods.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Scientific Method”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Scientific Method” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Scientific Method,” and click on “View in iTunes.” Listen to this lecture, which is about 7 minutes long, for an overview of how the scientific method relates to research. While you will not need to write a paper at this point, pay close attention to his description of how to write a research paper to help you understand this process. More detail on research papers will be provided later.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Assessment: Wadsworth Cengage Learning’s Research Methods Workshops: “What Is Science?”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “What Is Science?” (HTML)
Instructions: Please work through this tutorial. You must click “next” at the upper right hand corner of the text to move through each of the 10 short entries. There will be a question at the end of some of these short entries. Attempt to respond to the question by typing your answer, and then click on “Instructor’s Answer” to read the instructor’s response. This article details the principles that were laid out in the previous reading in this subunit.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Assessment: Wadsworth Cengage Learning’s Research Methods Workshops: “What Is Science? Quiz”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “What Is Science? Quiz” (HTML)
Instructions: Please click on the link aboev and complete this quiz.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Preface and Chapter 1: Science and Scientific Research”
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1.2 Defining Political Science and the Phenomena that Political Scientists Study
- Reading: Wikipedia: “Political Science”
Link: Wikipedia: “Political Science” (HTML)
Instructions: Please read this article, noting the historical roots and breadth of political science as a discipline and the breadth of methods used to study politics.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Wikipedia: “Political Science”
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1.3 Is Political Science a Science?
- Reading: University of North Carolina at Chapel Hill’s Writing Center: “Political Science”
Link: University of North Carolina at Chapel Hill’s Writing Center: “Political Science” (PDF)
Instructions: Please read this article. Note that this discussion of political science clearly indicates that it can be scientific.
Terms of Use: This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 2.5 License. It is attributed to the University of North Carolina at Chapel Hill and the original version can be found here.See a broken link? Please let us know!
- Reading: The Guardian: David Wearing’s “How Scientific Is Political Science?”
Link: The Guardian: David Wearing’s “How Scientific Is Political Science?” (HTML)
Instructions: Please read this article. Note that this article challenges the idea that political science can be scientific. You may recognize this article from POLSC101. Here, you should try to compare this article to the first article by The Writing Center at the University of North Carolina at Chapel Hill in this subunit. The first article asserts that political science can be scientific, and this one challenges that perspective. Make sure to take notes on the claims based on each article, and try to develop your own reasoning as to what makes this discipline scientific or not.
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- Reading: The New York Times: Patricia Cohen’s “Field Study: Just How Relevant Is Political Science?”
Link: The New York Times: Patricia Cohen’s “Field Study: Just How Relevant Is Political Science?” (HTML)
Instructions: Please read this article, which was also used in POLSC101. In this course, review the article, which is used to point to the implications of whether political science is perceived as scientific.
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- Reading: University of North Carolina at Chapel Hill’s Writing Center: “Political Science”
- 1.4 Knowledge and Research
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1.4.1 Basic Research Concepts
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 2: Thinking like a Researcher”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 2: Thinking like a Researcher” (PDF)
Instructions: Please read “Chapter 2: Thinking like a Researcher” on pages 13–19. This chapter defines and details some of the basic concepts necessary to understand the rest of the material covered in this course such as unit of analysis, variables, theory, hypotheses, and models.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 2: Thinking like a Researcher”
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1.4.2 The Research Process
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 3: The Research Process”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 3: The Research Process” (PDF)
Instructions: Please read “Chapter 3: The Research Process” on pages 19–26. This chapter builds on Chapter 2 and further details the assumptions in the research process.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 3: The Research Process”
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1.5 Further Study Suggestions
- Optional Reading: University of Rochester: Frank Wolfs’ “Introduction to the Scientific Method”
Link: University of Rochester: Frank Wolfs’ “Introduction to the Scientific Method” (HTML)
Instructions: This is an optional article. Frank Wolfs, a physicist at the University of Rochester offers a great introduction to the scientific method.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Serendipity: Peter Meyer’s “An Essay in the Philosophy of Social Science”
Link: Serendipity: Peter Meyer’s “An Essay in the Philosophy of Social Science” (HTML)
Instructions: This is an optional article. The essay offers a critiqueof empirical studies of human behavior, questioning whether political science is always science.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Robotwise: Jorn Barger’s “The Scientific Method, Applied to Human Sciences”
Link: Robotwise: Jorn Barger’s “The Scientific Method, Applied to Human Sciences” (HTML)
Instructions: This is an optional article. Jorn Barger offers a critique of the scientific method applied to social sciences and human behavior.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.The Saylor Foundation does not yet have materials for this portion of the course. If you are interested in contributing your content to fill this gap or aware of a resource that could be used here, please submit it here.
- Optional Reading: Stanford University: The Stanford Encyclopedia of Philosophy: “Science and Pseudo-Science”
Link: Stanford University: The Stanford Encyclopedia of Philosophy: “Science and Pseudo-Science” (HTML)
Instructions: This is an optional article. The entry offers a good discussion of how researchers and scholars demarcate science from “pseudo-science.”
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: University of Windsor: Michael Dartnell’s “Online Research Guide to Political Inquiry”
Link: University of Windsor: Michael Dartnell’s “Online Research Guide to Political Inquiry” (HTML)
Instructions: This is an optional article. The site offers helpful links to theory and analysis sties and writing resources with a focus on international studies.
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- Optional Reading: University of Rochester: Frank Wolfs’ “Introduction to the Scientific Method”
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Unit 2: Foundations: Theories and Hypotheses
Before you design, conduct, and evaluate research in the field of political science, you must understand the nuts and bolts of study in a more general sense. This unit will define the terms theory and hypothesis and will provide you with some pointers on how to develop and test them. By the end of this unit, you will understand how theories are formulated and how they can help you develop clear, scientific hypotheses that can be tested through the research process.
Unit 2 Time Advisory show close
Unit 2 Learning Outcomes show close
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2.1 The Functions of Theory
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 4: Theories in Scientific Research”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 4: Theories in Scientific Research” (PDF)
Instructions: Please read “Chapter 4: Theories in Scientific Research” on pages 28–37. This chapter details how theory is used in the social sciences. It also lays a foundation for what constitutes a good theory and offers examples of theories. Note that this reading will cover the material you need to know for subunits 2.1 through 2.3 and any inclusive subunits.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Paradigms vs. Theories”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Paradigms vs. Theories” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Paradigms vs. Theories” and click on “View in iTunes.” Listen to this lecture, which is about 15 minutes long, for an overview of how paradigms and theories work in the social sciences. Note that this lecture will cover the material you need to know for subunits 2.1 through 2.3 and any inclusive subunits.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 4: Theories in Scientific Research”
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2.1.1 Paradigms and Theory
Note: Thomas Kuhn and Imre Lakatos prominently wrote and influence the way scientists in many fields thought about the development of theories and paradigmatic shifts in assumptions about what can be known and studied. The readings below introduce you to Kuhn and Lakatos and their principle ideas and influence.
- Reading: The Guardian: John Naughton’s “Thomas Kuhn: the man who changed the way the world looked at science”
Link: The Guardian: John Naughton’s “Thomas Kuhn: the man who changed the way the world looked at science” (HTML)
Instructions: Please read this article, which offers a concise discussion of the prominence of Thomas Kuhn’s arguments regarding the evolution of science and the developing of dynamic scientific paradigms.
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- Reading: Loyola University New Orleans: Henry Folse’s “Lakatos’s Methodology of Scientific Research Programmes”
Link: Loyola University New Orleans: Henry Folse’s “Lakatos’s Methodology of Scientific Research Programmes” (HTML)
Instructions: Please read this article. Like Thomas Kuhn, Imre Lakatos is among the most prominent theorists of modern science in western history.
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- Reading: The Guardian: John Naughton’s “Thomas Kuhn: the man who changed the way the world looked at science”
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2.1.2 The Building Blocks of Theory
Note: This topic is covered by the material beneath Subunit 2.1. Focus on the text below the header “Building Blocks of a Theory” in Anol Bhattacherjee’s text to learn about how the concepts discussed in Subunit 1.4.1 relate to theory.
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2.1.3 Approaches to Theorizing
Note: This topic is covered by the material beneath Subunit 2.1. Focus on the text below the header “Approaches to Theorizing” in Anol Bhattacherjee’s text to learn about four different ways researchers use theory in the social sciences.
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2.1.4 Examples of Theories
Note: This topic is covered by the material beneath Subunit 2.1. Focus on the text below the header “Examples of Social Science Theories” in Anol Bhattacherjee’s text to learn about some common theories used in the social sciences.
- 2.2 Hypotheses
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2.2.1 What is a Hypothesis?
- Reading: Fayetteville State University: Professor D. Wallace’s “Steps in Hypothesis Testing”
Link: Fayetteville State University: Professor D. Wallace’s “Steps in Hypothesis Testing” (PDF)
Instructions: Scroll down to “Lecture 10” and download the PDF. Please read these lecture notes. Pay close attention to the examples and the three elements a good hypothesis should contain. The brief statistics section at the end serves as a primer for Units 4, 5, and 6.
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- Reading: Fayetteville State University: Professor D. Wallace’s “Steps in Hypothesis Testing”
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2.2.2 Types of Hypotheses: the Null and Alternative Hypothesis
- Reading: Web Center for Social Research Methods: William M.K. Trochim’s Research Methods Knowledge Base: “Hypotheses”
Link: Web Center for Social Research Methods: William M.K. Trochim’s Research Methods Knowledge Base: “Hypotheses” (HTML)
Instructions: Please read this article. Click on each of the hyperlinks in the article and read those as well. In addition to the description of the difference between a null and alternative hypothesis, pay close attention to the distinction between deductive and inductive reasoning. This is also highlighted in Anol Bhattacherjee’s text.
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- Reading: Web Center for Social Research Methods: William M.K. Trochim’s Research Methods Knowledge Base: “Hypotheses”
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2.3 The Relationship between Theory and Hypotheses
- Reading: Kent State University: Professor Rashid Bin Muhammad’s “Deduction and Induction”
Link: Kent State University: Professor Rashid Bin Muhammad’s “Deduction and Induction” (HTML)
Instructions: Please read this article, which makes clear that a hypothesis is derived from a theory in deductive reasoning and it goes the opposite way when using inductive reasoning. Deductive reasoning is preferable in scientific research, but in instances where we do not have clear theory, inductive reasoning may be used.
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- Reading: Kent State University: Professor Rashid Bin Muhammad’s “Deduction and Induction”
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2.4 Hypothesis Testing
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Statistics-Hypothesis Testing”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Statistics-Hypothesis Testing” (iTunes U)
Instructions: After clicking the above link, scroll down to the lecture titled “Statistics-Hypothesis Testing,” and click on “View in iTunes.” Listen to this lecture, which is about 17 minutes long, for an overview of how hypotheses are tested. This lecture will also relate to Unit 6 where the material will go into more detail on how statistics are used to test hypotheses.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Statistics-Hypothesis Testing”
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2.5 Internal and External Validity
Note: Understanding the concepts of internal and external validity are important to both measurement and research design concerns. The article and tutorial below as well as some of the material in the Further Study section engages with these very important constructs.
- Reading: Research Methods in Psychology: “Section 6.1: Experiment Basics”
Link: Research Methods in Psychology: “Section 6.1: Experiment Basics” (PDF)
Instructions: Read this section on internal and external validity as well as other important measurement issues.
Reading this section should take approximately 30 minutes.
Terms of Use: The text was adapted by The Saylor Foundation under a Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License without attribution as requested by the work's original creator or licensee.See a broken link? Please let us know!
- Web Media: Athabasca University, Centre for Psychology: “Internal Validity Tutorial”
Link: Athabasca University, Centre for Psychology: “Internal Validity Tutorial” (HTML)
Instructions: Spend some time with this tutorial on internal validity. It is important to understand this construct as you move into Unit 3.
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- Reading: Research Methods in Psychology: “Section 6.1: Experiment Basics”
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2.6 Further Study Suggestions
- Optional Reading: Webster University: Linda M. Woolf’s “Introduction to Measurement and Statistics”
Link: Webster University: Linda M. Woolf’s “Introduction to Measurement and Statistics” (HTML)
Instructions: This is an optional article. The site explains different types of measurement scales and how they should be statistically analyzed.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Virginia Tech: Statistics Activity Based Learning Environment: “Measurement Scales in Social Science Research”
Link: Virginia Tech: Statistics Activity Based Learning Environment: “Measurement Scales in Social Science Research” (HTML)
Instructions: This is an optional article. This tutorial explains measurement scales.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: California State University, Fresno: John A. Cagle’s “Science and Theories”
Link: California State University, Fresno: John A. Cagle’s “Science and Theories” (HTML)
Instructions: This is an optional article regarding the importance of theory development as the foundation of scientific inquiry.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Stat Trek: “What is Hypothesis Testing?”
Link: Stat Trek: “What is Hypothesis Testing?” (HTML)
Instructions: This is an optional article that offers a good discussion of the development of hypothesis statements and hypothesis testing in empirical research.
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- Optional Reading: YouTube: zapohd1965’s “Threats to External Validity”
Link: YouTube: zapohd1965’s “Threats to External Validity” (YouTube)
Instructions: This is an optional video that highlights the importance of external validity in research design as well as the challenges.
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- Optional Reading: Webster University: Linda M. Woolf’s “Introduction to Measurement and Statistics”
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Unit 3: Research Design
Before conducting any research, you must create a logical research plan. This unit will detail the standard structure of a research article/project, identify the steps that you should take in order to formulate a strong research design, and present you with an introduction to various types of research designs used in political science in the process.
Unit 3 Time Advisory show close
After detailing the standard structure of a research article/project, we will take a careful look at causal relationships and how they (or assumptions about them) play into research in political science. In previous courses, you learned how to identify and analyze empirical or observable relationships between two variables. In scientific research, however, you must identify the causal relationship between two variables in order to determine whether certain factors produce a particular outcome.
You will then explore the many types of research designs that political scientists use, focusing first on experimental designs, where political scientists manipulate and control variables in unnatural environments in order to test their theories. We will discuss how different experiments are designed and used and weigh their potential strengths and weaknesses. The unit will then present other types of research design, including surveys, data collection pertaining to naturally occurring phenomena, and case studies. Each of these research designs plays an important role within the discipline, though all have drawbacks.
Unit 3 Learning Outcomes show close
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3.1 Standard Research Article/Project Structure
- Reading: Northwest Missouri State University: Connie Ury and Carolyn Johnson’s “Structure of a Research Article”
Link: Northwest Missouri State University: Connie Ury and Carolyn Johnson’s “Structure of a Research Article” (HTML)
Instructions: Please read this webpage. This short summary provides the basic components of a standard research article. There will be examples of articles that conform to this typical format later in this unit.
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- Reading: Northwest Missouri State University: Connie Ury and Carolyn Johnson’s “Structure of a Research Article”
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3.2 A General Description of Research Design
- Reading: The Global Text Project: Anol Bhattacherje’s Social Science Research: Principles, Practices, and Methods: “Chapter 5: Research Design”
Link: The Global Text Project: Anol Bhattacherje’s Social Science Research: Principles, Practices, and Methods: “Chapter 5: Research Design” (PDF)
Instructions: Please read “Chapter 5: Research Design” on pages 38–44. This chapter details the primary considerations when selecting a research design and then outlines some of the standard designs including experimental studies, case studies, and field research among others. Pay close attention to the discussion of internal and external validity and causality in general. This chapter will also cover material for subunits 3.3 through 3.5 and any inclusive subunits.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherje’s Social Science Research: Principles, Practices, and Methods: “Chapter 5: Research Design”
- 3.3 Causality
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3.3.1 Understanding Variables: Dependent and Independent Variables
- Web Media: YouTube: YourTeacher.com’s “Independent and Dependent Variables”
Link: YouTube: YourTeacher.com’s “Independent and Dependent Variables” (YouTube)
Instructions: Watch this brief 2-minute video. This video serves as a preface to the material that will be covered in Subunits 3.3.2 and 3.3.3.
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- Web Media: YouTube: YourTeacher.com’s “Independent and Dependent Variables”
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3.3.2 Causation vs. Correlation
- Reading: George Mason University’s Statistical Assessment Service: “What Is the Difference between Causation and Correlation?”
Link: George Mason University’s Statistical Assessment Service: “What Is the Difference between Causation and Correlation?” (HTML)
Instructions: Please read this article, which highlights how correlations between variables are often mistaken as causal relationships.
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- Reading: George Mason University’s Statistical Assessment Service: “What Is the Difference between Causation and Correlation?”
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3.3.3 Causation vs. Spurious Associations and Coincidence
- Reading: Carnegie Mellon University: Richard Scheines’ “Causation”
Link: Carnegie Mellon University: Richard Scheines’ “Causation” (PDF)
Instructions: Please scroll down to the header titled “Causation and Statistics” and open the article titled “Causation” to download the PDF. Read this article, which reinforces the previous material focused on causation and has significant coverage centered on spuriousness and how it affects researchers’ ability to make causal inferences.
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- Reading: Carnegie Mellon University: Richard Scheines’ “Causation”
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3.4 Experimental Design
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 10: Experimental Research”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 10: Experimental Research” (PDF)
Instructions: Please read “Chapter 10: Experimental Research” on pages 85–94, which details the experimental process. This chapter will also cover material for Subunits 3.4.1 through 3.4.3.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Experiments”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Experiments” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Experiments,” and click on “View in iTunes.” Listen to this lecture, which is approximately 25 minutes long, for an overview of how experimental research works.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 10: Experimental Research”
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3.4.1 Grouping: Test Group and the Control Group
Note: This topic is covered by the material beneath subunit 3.4. Focus on the text below the header “Basic Concepts” in Anol Bhattacherjee’s text to learn about the test and control group and their purpose in experimental research. Note that the text refers to the test group as the treatment group. Also, pay close attention to the discussion of these concepts in the lecture and how Cabanacand Bonniot-Cabanac set up the groups in their experiment.
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3.4.2 The Importance of Random Assignment
Note: This topic is covered by the material beneath subunit 3.4. Focus on the text below the header “Random Selection and Assignment” in Anol Bhattacherjee’s text to learn about how random assignment increases validity in experimental research. In addition, pay close attention to the discussion of these concepts in the lecture and to the way Cabanacand Bonniot-Cabanac incorporate random selection into their design.
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3.4.3 Strengths/Weaknesses of Experimental Design
Note: This topic is covered by the material beneath subunit 3.4. The strengths and weaknesses of experimental design are addressed throughout Anol Bhattacherjee’s text and the lecture.
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3.4.4 Quasi-Experiments
- Reading: Web Center for Social Research Methods: William M.K. Trochim’s Research Methods Knowledge Base: “Quasi-Experimental Design”
Link: Web Center for Social Research Methods: William M.K. Trochim’s Research Methods Knowledge Base: “Quasi-Experimental Design” (HTML)
Instructions: Please read the sections titled “Quasi-Experimental Design” through “Advances in Quasi-Experimentation.” Also click on each of the hyperlinks in the assigned article and read those as well. This article gives full coverage of various types of quasi-experiments.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: National Center for Technology Innovation: “Fraction Assist Software Assists Math Students”
Link: National Center for Technology Innovation: “Fraction Assist Software Assists Math Students” (HTML)
Instructions: Read this article, which provides an applied example of how quasi-experimental research is conducted and used.
Terms of Use:Please respect the copyright and terms of use displayed on the website above.See a broken link? Please let us know!
- Reading: Web Center for Social Research Methods: William M.K. Trochim’s Research Methods Knowledge Base: “Quasi-Experimental Design”
- 3.5 Non-Experimental Design
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3.5.1 Survey Research
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Survey Building”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Survey Building” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Survey Building,” and click on “View in iTunes.” Listen to this lecture, which is approximately 11 minutes long, for an overview on how to design surveys.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Survey Administration”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Survey Administration” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Strengths and Weaknesses of Surveys,” and click on “View in iTunes.” Listen to this lecture, which is approximately 11 minutes long, for an overview on how to conduct surveys.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Strengths and Weaknesses of Surveys”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Strengths and Weaknesses of Surveys” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Strengths and Weaknesses of Surveys,” and click on “View in iTunes.” Listen to this lecture, which is approximately 7 minutes long, for an overview on the validity of surveys.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: German Institute of Global and Area Studies (GIGA): Journal of Current Chinese Affairs: Min Xia’s “Social Capital and Rural Grassroots Governance in China”
Link: German Institute of Global and Area Studies (GIGA): Journal of Current Chinese Affairs: Min Xia’s “Social Capital and Rural Grassroots Governance in China” (PDF)
Instructions: Please read this article. This article provides an actual example of survey research.
Terms of Use: This article is released under a Creative Commons Attribution-No Derivative Works 2.0 License. It is attributed to Min Xia and the original version can be found here.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 9: Survey Research”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 9: Survey Research” (PDF)
Instructions: Please read “Chapter 9: Survey Research” on pages 74-83. This chapter details the process of survey research with discussion of it strengths and weaknesses.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Survey Building”
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3.5.2 Case Studies
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 11: Case Research” (PDF)
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 11: Case Research” (PDF)
Instructions: Please read “Chapter 11: Case Research” on pages 95–104. This chapter details the strengths and weaknesses of case study research.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Reading: Studies of Transition States and Societies: Donnacha Ó Beacháin’s “Social and Political Perceptions of the Borat Phenomenon in Kazakhstan: Evidence from a Case Study of University Students”
Link: Studies of Transition States and Societies: Donnacha Ó Beacháin’s “Social and Political Perceptions of the Borat Phenomenon in Kazakhstan: Evidence from a Case Study of University Students” (PDF)
Instructions: Please read this article, which is a useful example of a case study.
Terms of Use: The material above has been reposted with permission by Donnacha Ó Beacháin. It can be viewed in its original form here.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 11: Case Research” (PDF)
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3.5.3 Historical Analysis
- Reading: Boise State University: Professor E.L. Skip Knox’s “Analyzing Historical Events”
Link: Boise State University: Professor E.L. Skip Knox’s “Analyzing Historical Events” (HTML)
Instructions: Please read this article, which provides a basic description of how to approach historical analysis. Pay attention to the three “Cs” and the four spheres described in this article.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Historical”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Historical” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Historical,” and click on “View in iTunes.” Listen to this lecture, which is approximately 2 minutes long, for an overview on the process of historical analysis.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: German Institute of Global and Area Studies (GIGA): Journal of Current Chinese Affairs: James W.Y. Wang’s “The Political Economy of Collective Labour Legislation in Taiwan”
Link: German Institute of Global and Area Studies (GIGA): Journal of Current Chinese Affairs: James W.Y. Wang’s “The Political Economy of Collective Labour Legislation in Taiwan” (PDF)
Instructions: Please read this article, which provides an example of historical analysis.
Terms of Use: This article is released under a Creative Commons Attribution-No Derivative Works 2.0 License. It is attributed to James W.Y. Wang and the original version can be found here.See a broken link? Please let us know!
- Reading: Boise State University: Professor E.L. Skip Knox’s “Analyzing Historical Events”
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3.5.4 Comparative Analyses
- Reading: WikiSummary: Aaron Lijphart’s “Comparative Politics and the Comparative Method”
Link: WikiSummary: Aaron Lijphart’s “Comparative Politics and the Comparative Method” (HTML)
Instructions: Aaron Lijphart’s writings and books on comparative politics and method are considered among the best and most comprehensive. Read this summary of Lijphart’s important work.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Millsaps College: Iren Omo-Bare’s “What is Comparative Politics?”
Link: Millsaps College: Iren Omo-Bare’s “What is Comparative Politics?” (HTML)
Instructions: Please read this lecture outlining how comparative research designs in political science are unique and different from other research approaches.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Lecture: YouTube: PoliSciPaul’s “Scientific Method in Comparative Politics”
Link: YouTube: PoliSciPaul’s “Scientific Method in Comparative Politics” (YouTube)
Instructions: Watch the lecture on conducting research in comparative politics.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: WikiSummary: Aaron Lijphart’s “Comparative Politics and the Comparative Method”
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3.5.5 Developing Your Own Research Questions
Note: Each of the above sub-units presented different methods for tackling research questions. Developing and writing research questions are often a challenge for beginning researchers. The two articles below are meant to offer insight in how to develop research question and how to write a research question.
- Reading: Empire State College Online Writing Center: “Developing a Research Question”
Link: Empire State College Online Writing Center: “Developing a Research Question” (HTML)
Instructions: Please read this article.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: George Mason University Writing Center: “How to Write a Research Question”
Link: George Mason University Writing Center: “How to Write a Research Question” (HTML)
Instructions: Please read this article.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Empire State College Online Writing Center: “Developing a Research Question”
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3.6 Further Study Suggestions
- Optional Reading: Stanford University: Adam Royalty’s “Research as Design Packet”
Link: Stanford University: Adam Royalty’s “Research as Design Packet” (PDF)
Instructions: This is an optional article. The site offers worksheets and templates for thinking through research questions, research designs and potential analyses.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Brigham Young University: Lynn Henrichsen, Michael T. Smith,and David S. Baker’s “Research Design and Method”
Link: Brigham Young University: Lynn Henrichsen, Michael T. Smith,and David S. Baker’s “Research Design and Method” (HTML)
Instructions: This is an optional article exploring how the research question is instrumental in the developing of a research design and research method.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Link: National Institute of Health, Office of Behavioral and Social Sciences Research: John W. Creswell, Ann Carroll Klassen, Vicki L. Plano Clark, and Katherine Clegg Smith’s “Best Practices for Mixed Methods Research in the Health Sciences”
Link: National Institute of Health, Office of Behavioral and Social Sciences Research: John W. Creswell, Ann Carroll Klassen, Vicki L. Plano Clark, and Katherine Clegg Smith’s “Best Practices for Mixed Methods Research in the Health Sciences” (HTML)
Instructions: This is an optional article. Mixed methods approaches integrating quantitative and qualitative designs often offer the most rigorous approaches to addressing research questions. This site offers examples of mixed method approaches in the context of the health sciences.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Stanford University: Adam Royalty’s “Research as Design Packet”
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Unit 4: Data and Measurement
In this unit, you will learn how political scientists use data and measurement to understand and quantify political phenomena. You will first examine the measurement process, learning the importance of clearly defining the concepts and political phenomena that you are studying. This unit will also take a look at the concepts of the dependent and independent variable in research design and how their characteristics impact the measurement process. Finally, you will learn about data in its many forms, discovering how it is collected and used in the research process. By the end of this unit, you should have a clear understanding of the preliminary steps required for the successful implementation of research design.
Unit 4 Time Advisory show close
Unit 4 Learning Outcomes show close
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4.1 Types of Data
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Types of Data”
Link: William M.K. Trochim’s Research Methods Knowledge Base: “Types of Data” (HTML)
Instructions: Please read this article. Also click on and read each of the embedded hyperlinks. This article describes the differences between quantitative and qualitative data. This material is applicable to subunits 4.6.1 and 4.6.2.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Types of Data”
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4.1.1 Qualitative Data
Note: This topic is covered by the material beneath subunit 4.1. There are only two types of data: qualitative and quantitative. Pay close attention to the distinction between the two. Being able to define qualitative data is necessary to fully understand Unit 7.
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4.1.2 Quantitative Data
Note: This topic is covered by the material beneath subunit 4.1 There are only two types of data: qualitative and quantitative data. Pay close attention to the distinction between the two. Being able to define quantitative data is necessary to fully understand Unit 5 and 6.
- 4.2 Sampling
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4.2.1 The Central Limit Theorem
- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Central Limit Theorem”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Central Limit Theorem” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 28 short entries. There will be a question at the end of some of these short entries in which you can enter your own answer and then click on “Instructor’s Answer” to compare what you wrote against the instructor’s response. This tutorial lays the foundation for why sampling works.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Assessment: Wadsworth Cengage Learning’s Statistic Workshops: “Central Limit Theorem Quiz”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Central Limit Theorem Quiz” (HTML)
Instructions: Please click on the link above and complete this quiz.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Central Limit Theorem”
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4.2.2 Types of Samples
- Reading: Wadsworth Cengage Learning’s Research Methods Workshops: “Sampling Methods”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “Sampling Methods” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 36 short entries. There will be a question at the end of some of these short entries. You may attempt to type in your own answer, and then compare it with the instructor’s response by clicking on “Instructor’s Answer.” This article details the principles that were laid out in the previous reading in this subunit.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 8: Sampling”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 8: Sampling” (PDF)
Instructions: Please read “Chapter 8: Sampling” on pages 66–74. This chapter details the basic principles of sampling along with the different types of samples. Pay close attention to the reasons why certain samples are selected and the types of statistics associated with sampling.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Assessment: Wadsworth Cengage Learning’s Research Methods Workshops: “Sampling Methods Quiz”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “Sampling Methods Quiz” (HTML)
Instructions: Please click on the link above and complete this quiz.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Wadsworth Cengage Learning’s Research Methods Workshops: “Sampling Methods”
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4.3 Measurement Process
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 6: Measurement of Constructs”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 6: Measurement of Constructs” (PDF)
Instructions: Please read “Chapter 6: Measurement of Constructs” on pages 45–56. This chapter details how we conceptualize in the social sciences. This will become important as we begin to think about how we operationalize, or measure, variables.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Conceptualization”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Conceptualization” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Conceptualization,” and click on “View in iTunes.” Listen to this lecture, which is approximately 34 minutes long, for an overview on the process of conceptualization.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Wadsworth Cengage Learning’s Research Methods Workshops: “Specifying Constructs”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “Specifying Constructs” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 11 short entries. There will be a question at the end of some of these short entries. You may attempt to write your own answer, and then compare it with the instructor’s response by clicking “Instructor’s Answer.” This article details the principles that were laid out in the previous reading in this subunit.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Assessment: Wadsworth Cengage Learning’s Research Methods Workshops: “Specifying Constructs Quiz”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “Specifying Constructs Quiz” (HTML)
Instructions: Please click on the link above and complete this quiz.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 6: Measurement of Constructs”
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4.3.1 Determining a Political Concept
Note: This topic is covered by the material beneath subunit 4.3. Focus on the text below the header “Conceptualization” in Anol Bhattacherjee’s text to learn about concepts are formed in the social sciences. Also, pay close attention to the reading and assignments from Wadsworth Cengage Learning. Details centered on how we move from concept to measurement are provided in all the material in subunit 4.3.
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4.4 Operational Definition: Determining How the Concept Is Empirically Measured
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Operationalization”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Operationalization” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Operationalization,” and click on “View in iTunes.” Listen to this lecture, which is approximately 7 minutes long, for an overview on how we measure concepts in the social science.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Wadsworth Cengage Learning’s Research Methods Workshops: “Operational Definitions”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “Operational Definitions” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 34 short entries. There will be a question at the end of some of these short entries. You may attempt to answer the question, and then compare your answer to the instructor’s by clicking on the “Instructor’s Answer” button. This article details the principles that were laid out in the previous reading in this subunit.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Assessment: Wadsworth Cengage Learning’s Research Methods Workshops: “Operational Definitions Quiz”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “Operational Definitions Quiz” (HTML)
Instructions: Please click on Workshop Quiz from the menu on the left side of the webpage, and complete the quiz.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Operationalization”
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4.5 Levels of Measurement
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Levels of Measurement”
Link: William M.K. Trochim’s Research Methods Knowledge Base: “Levels of Measurement” (HTML)
Instructions: Please read this article. Also, click on each of the hyperlinks in the assigned article and read those as well. You can then click your back button to get back to the original article. You do not need to click on the hyperlinks in the articles that were linked to the original article. Just click back to the original article.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Levels of Measurement”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Levels of Measurement” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Levels of Measurement,” and click on “View in iTunes.” Listen to this lecture, which is approximately 8 minutes long, for details on the four levels of measurement and how they apply to social science.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Levels of Measurement”
- 4.6 Units of Analysis
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4.6.1 Definition and Importance of Units of Analysis
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Unit of Analysis”
Link: William M.K. Trochim’s Research Methods Knowledge Base: “Unit of Analysis” (HTML)
Instructions: Please read this article. Also, click on each of the hyperlinks in the assigned article and read those as well. You can then click your back button to get back to the original article. You do not need to click on the hyperlinks in the articles that were linked to the original article. Just click back to the original article. This reading reinforces the discussion of unit of analysis that occurs throughout Anol Bhattacherjee’s text.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Unit of Analysis”
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4.6.2 Understanding and Preventing Ecological Fallacy
- Reading: Census Learning and Teaching Materials: “Ecological Fallacy”
Link: Census Learning and Teaching Materials: “Ecological Fallacy” (PDF)
Instructions: Read this entry to learn about the ecological fallacy in statistical research. If you are interested in learning more about the ecological fallacy, there are several additional links embedded within this short reading.
Reading this entry should take approximately 15 minutes.
Terms of Use: This resource is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 2.0 UK: England & Wales License. It is attributed to CDU and the original version can be found here.See a broken link? Please let us know!
- Reading: Census Learning and Teaching Materials: “Ecological Fallacy”
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4.7 Assessing Measurement
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 7: Scale Reliability and Validity”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 7: Scale Reliability and Validity” (PDF)
Instructions: Please read “Chapter 7: Scale Reliability and Validity” on pages 57–66. This chapter details how you measure variables in the social sciences. Pay close attention to how we assess the validity and reliability of these measures.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Reliability and Validity”
iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Reliability and Validity” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Reliability and Validity,” and click on “View in iTunes.” Listen to this lecture, which is approximately 21 minutes long, for an overview on reliability and validity in social science measurement.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Wadsworth Cengage Learning’s Research Methods Workshops: “Confounds – Threats to Validity”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “Confounds – Threats to Validity” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 11 short entries. There will be a question at the end of some of these short entries. You may attempt to answer each question, and then check your answer by clicking on “Instructor’s Answer.” This article details the principles that were laid out in the previous reading in this subunit.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Assessment: Wadsworth Cengage Learning’s Research Methods Workshops: “Confounds – Threats to Validity Quiz”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “Confounds – Threats to Validity Quiz” (HTML)
Instructions: Please click on the link above and complete this quiz.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 7: Scale Reliability and Validity”
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4.7.1 Types of Measurement Error
Note: This topic is covered by the material beneath subunit 4.6. Focus on the text below the header “Theory of Measurement” in Anol Bhattacherjee’s text. Pay close attention to the difference between random and systematic error. The lecture in subunit 4.6 also addresses how to avoid measurement error.
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4.7.2 Reliability
Note: This topic is covered by the material beneath subunit 4.6. Focus on the text below the header “Reliability” in Anol Bhattacherjee’s text to learn why reliability is crucial to making inferences. The lecture in subunit 4.6 also addresses the importance of reliable measurement.
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4.7.3 Validity
Note: This topic is covered by the material beneath subunit 4.6. Focus on the text below the header “Validity” and throughout Chapter 6 in Anol Bhattacherjee’s text to learn about different types of validity including face validity, content validity, and others. Also, pay close attention to the reading and assignments from Wadsworth Cengage Learning as well as the lecture in subunit 4.6 for details on threats to validity. The lecture in subunit 4.6 also addresses such threats.
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4.7.4 Assessing Reliability and Validity
Note: This topic is covered by the material beneath subunit 4.6. Throughout Chapter 6 in Anol Bhattacherjee’s text, notice that there is discussion of how to assess reliability and validity in the sections that describe the different types of reliability and validity. Also, pay close attention to the reading and assignments from Wadsworth Cengage Learning as well as the lecture in subunit 4.5 for details on how to test for measurement validity.
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4.8 Further Reading Suggestions
- Optional Reading: AllPsych Online’s Research Methods:“Chapter 5: Experimental Design”
Link: AllPsych Online’s Research Methods: “Chapter 5: Experimental Design” (HTML)
Instructions: This is an optional article. Experimental methods are increasingly common in political science research. This site offers insight in experimental designs, as well as their strengths and limitations.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Centre for Research in Social Simulation: “What is Social Simulation?”
Link: Centre for Research in Social Simulation: “What is Social Simulation?” (HTML)
Instructions: This is an optional article.Data simulations are increasingly common in empirical political science. This reading offers an introduction on how simulations are done using data on social behaviors and attitudes.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: AllPsych Online’s Research Methods:“Chapter 5: Experimental Design”
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Unit 5: Quantitative Methods: Descriptive Statistics
Once political scientists obtain and understand their data, they must find a way to describe it. In this unit, you will learn how political scientists present their data through the use of statistics, exploring some basic statistical concepts including mean, median, and mode. By the end of this unit, you will know how to perform some foundational statistical analysis.
Unit 5 Time Advisory show close
Unit 5 Learning Outcomes show close
- 5.1 Describing Variables
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5.1.1 Data Preparation
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 14: Quantitative Analysis: Descriptive Statistics”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 14: Quantitative Analysis: Descriptive Statistics” (PDF)
Instructions: Please read “Chapter 14: Quantitative Analysis: Descriptive Statistics” on pages 118–125. This chapter lays the foundation for understanding how social scientists use descriptive statistics. This reading is applicable to this entire unit.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Quantitative Coding”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Quantitative Coding” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Quantitative Coding,” and click on “View in iTunes.” Listen to this lecture, which is approximately 13 minutes long, for an overview on how social scientists prepare their data for analysis. This lecture applies to both Units 5 and 6.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Quantitative Issues”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Quantitative Issues” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Quantitative Issues,” and click on “View in iTunes.” Listen to this lecture, which is approximately 9 minutes long, for an overview on how social scientists prepare their data for analysis.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 14: Quantitative Analysis: Descriptive Statistics”
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5.1.2 Descriptive Statistics
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Descriptive Statistics”
Link: William M.K. Trochim’s Research Methods Knowledge Base: “Descriptive Statistics” (HTML)
Instructions: Please read this article. Also be sure to click on and read each of the embedded hyperlinks. This article describes data distributions and the measures of central tendency: mean, median, and mode.
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- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Central Tendency and Variability”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Central Tendency and Variability” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 17 short entries. There will be a question at the end of some of these short entries. You may attempt to answer the question, and then compare it to the instructor’s response by clicking on “Instructor’s Answer.” This article details the principles that were laid out in the previous reading in this subunit.
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- Assessment: Wadsworth Cengage Learning’s Statistics Workshops: “Central Tendency and Variability Quiz”
Link: Wadsworth Cengage Learning’s Statistics Workshops: “Central Tendency and Variability Quiz” (HTML)
Instructions: Please click on the link above and complete this quiz.
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- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Descriptive Statistics”
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5.2 Further Study Suggestions
- Optional Reading: Davidson College, Department of Biology: “A Beginner’s Guide for Descriptive Statistics”
Link: Davidson College, Department of Biology: “A Beginner’s Guide for Descriptive Statistics” (HTML)
Instructions: This is an optional article.
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- Optional Reading: Education Commission of the States: “Understanding Statistics Tutorial”
Link: Education Commission of the States: “Understanding Statistics Tutorial” (HTML)
Instructions: This is an optional article.
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- Optional Reading: Davidson College, Department of Biology: “A Beginner’s Guide for Descriptive Statistics”
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Unit 6: Quantitative Methods: Inferential Statistics
In the last unit, you learned about descriptive statistics, where the goal is to describe and compare variables within a given sample. In this unit, you will learn to use inferential statistics, where the goal is to use a sample to make inferences about the characteristics or relationships in a larger population. You will first learn how to create a sample that represents the qualities and characteristics of a larger population. From there, the unit will delve into the application of inferential statistics, discussing ways of determining whether the sample that you have created is truly representative of the larger population in question. You will learn about statistical significance and other indicators that help determine the strength of your sample and hypothesis and look further into the relationships between variables.
Unit 6 Time Advisory show close
The unit will then discuss the concept of correlation as well as the more complex relationships that regression analysis enables you to discover. Regression analysis allows you to understand the condition and strength of an association between an independent variable and a dependent variable. In this section, you will first learn about more basic, linear regression and then move on to more complex, multivariate, multiple regression analysis. By the end of the unit, you should be able to define a representative sample and run both simple correlation and complex regression analyses to uncover statistically significant relationships between variables in a model.
Unit 6 Learning Outcomes show close
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6.1 Understanding Inferential Statistics
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 15: Quantitative Analysis: Inferential Statistics”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 15: Quantitative Analysis: Inferential Statistics” (PDF)
Instructions: Please read “Chapter 15: Quantitative Analysis: Inferential Statistics” on pages 126–132. This chapter lays the foundation for understanding how social scientists use inferential statistics. This reading is applicable to this entire unit.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 15: Quantitative Analysis: Inferential Statistics”
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6.1.1 Making Comparisons
Note: Making comparisons between two or more social constructs or variables is at the heart of research design and analysis. Cross-tabulations and chi-square analyses discussed below is a good introduction to making such comparisons. This subunit is covered by the material beenath subunit 6.1.
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6.1.2 Cross-Tabulations
- Reading: University of Indiana: Robert S. Michael’s “Cross-tabulation & Chi Square”
Link: University of Indiana: Robert S. Michael’s “Cross-tabulation & Chi Square” (PDF)
Instructions: Please read this article (8 pages). This article describes in detail how cross-tabulations are executed and how chi square tests are used to test for statistical significance.
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- Reading: University of Guelph: Dr. Marion Joppe’s “Cross Tabulations”
Link: University of Guelph: Dr. Marion Joppe’s “Cross Tabulations” (HTML)
Instructions: Please read this article, paying special attention to the different way cross tabulations are presented in tabular and graph form.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.The Saylor Foundation does not yet have materials for this portion of the course. If you are interested in contributing your content to fill this gap or aware of a resource that could be used here, please submit it here.
- Reading: University of Indiana: Robert S. Michael’s “Cross-tabulation & Chi Square”
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6.1.3 Research Using the Chi-Square Statistic
- Reading: Wellesley College: “The Χ2 (AKA chi-square) Distribution”
Link: Wellesley College: “The Χ2 (AKA chi-square) Distribution” (PDF)
Instructions: Read this presentation on Chi Square analyses. Pay close attention to the instructive examples.
Reading this presentation should take approximately 30 minutes.
Terms of Use: This resource is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 1.0 Generic License. It is attributed to Wellesley College and the original version can be found here.See a broken link? Please let us know!
- Reading: Wellesley College: “The Χ2 (AKA chi-square) Distribution”
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6.1.4 Calculating Variance and Standard Deviation
- Web Media: YouTube: hknuth123’s “Calculating Variance and Standard Deviation”
Link: YouTube: hknuth123’s “Calculating Variance and Standard Deviation” (YouTube)
Instructions: Watch this video. This video is essential to your understanding of all the statistics in the rest of this unit; if necessary, please view the video multiple times to reinforce your understanding.
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- Web Media: YouTube: hknuth123’s “Calculating Variance and Standard Deviation”
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6.1.5 Interpreting Standard Deviation
- Web Media: YouTube: tcreelmuw’s “Interpreting the Standard Deviation”
Link: YouTube: tcreelmuw’s “Interpreting the Standard Deviation” (YouTube)
Instructions: Watch this video. This video will help you understand the meaning of standard deviation in practical terms. If necessary, please view the video multiple times to reinforce your understanding.
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- Web Media: YouTube: tcreelmuw’s “Interpreting the Standard Deviation”
- 6.2 Statistical Significance Testing & Hypothesis Testing
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6.2.1 Defining Statistical Significance
- Reading: George Mason University, Statistical Assessment Service: “What Does It Mean for a Result to Be Statistically Significant?”
Link: George Mason University, Statistical Assessment Service: “What Does It Mean for a Result to Be Statistically Significant?” (HTML)
Instructions: Please read this article, which provides a basis for understanding statistical significance. This is crucial to understanding the rest of statistical concepts in this unit.
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- Reading: George Mason University, Statistical Assessment Service: “What Does It Mean for a Result to Be Statistically Significant?”
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6.2.2 Z-Scores
- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Z Scores”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Z Scores” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 21 short entries. There will be a question at the end of some of these short entries. You may attempt to answer each question, and then compare your answer to the instructor’s response by clicking on “Instructor’s Answer.” This article covers the use of z scores.
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- Assessment: Wadsworth Cengage Learning’s Statistic Workshops: “Chi-Square Quiz”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Chi-Square Quiz” (HTML)
Instructions: Click on the link above to access Wadsworth Cengage Learning’s webpage. Then, please click on Workshop Quiz from the menu on the left of the webpage, and complete the quiz.
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- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Z Scores”
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6.2.3 Standard Error
- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Standard Error”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Standard Error” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 17 short entries. There will be a question at the end of some of these short entries. You may attempt to answer each question, and then compare your answer to the instructor’s response by clicking on “Instructor’s Answer.” This article covers the use of standard error.
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- Assessment: Wadsworth Cengage Learning’s Statistic Workshops: “Standard Error Quiz”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Standard Error Quiz” (HTML)
Instructions: Please click on the link above and complete this quiz.
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- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Standard Error”
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6.2.4 Assessing the Evidence for Hypotheses: P-values and Significance Tests
- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Hypothesis Testing”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Hypothesis Testing” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 16 short entries. There will be a question at the end of some of these short entries. You may attempt to answer each question, and then compare your answer to the instructor’s response by clicking on “Instructor’s Answer.” This article covers the use of hypothesis testing.
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- Assessment: Wadsworth Cengage Learning’s Statistic Workshops: “Hypothesis Testing Quiz”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Hypothesis Testing Quiz” (HTML)
Instructions: Please click on the link above and complete this quiz.
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- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Hypothesis Testing”
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6.3 Difference of Means Tests
- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Tests of Means”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Tests of Means” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 34 short entries. There will be a question at the end of some of these short entries. You may attempt to answer each question, and then compare your answer to the instructor’s response by clicking on “Instructor’s Answer.” This article covers the standard tests for differences in means. This reading is applicable to Subunits 6.3.1 through 6.3.4.
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- Assessment: Wadsworth Cengage Learning’s Statistic Workshops: “Tests of Means”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Tests of Means” (HTML)
Instructions: Please click on the link above and complete this quiz.
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- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Tests of Means”
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6.3.1 One Sample Z-Test
Note: This topic is covered in the material beneath subunit 6.3. This is one type of difference of means tests that relies on z-scores described in Subunit 6.2.2.
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6.3.2 One Sample t-Test
- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Single Sample t-Test”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Single Sample t-Test” (HTML)
Instructions: Please read this article. You must click next at the upper right hand corner of the text to move through each of the 3 short entries. There will be a question at the end of some of these short entries. You may attempt to answer each question, and then compare your answer to the instructor’s response by clicking on “Instructor’s Answer.” This article covers the single sample t-test.
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- Assessment: Wadsworth Cengage Learning’s Statistic Workshops: “Single Sample t-Test”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Single Sample t-Test” (HTML)
Instructions: Please click on the link above and complete this quiz.
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- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Single Sample t-Test”
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6.3.3 T-test for Dependent Means
Note: This topic is covered by the material beneath subunit 6.3. This is one type of difference of means tests that is used when we want to know whether there is a difference between means that are linked or dependent on each other.
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6.3.4 T-test for Independent Means
- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Independent versus Repeated t-Tests”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Independent versus Repeated t-Tests” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 12 short entries. There will be a question at the end of some of these short entries. You may attempt to answer each question, and then compare your answer to the instructor’s response by clicking on “Instructor’s Answer.” This article covers the single sample t-test.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage aboveSee a broken link? Please let us know!
- Assessment: Wadsworth Cengage Learning’s Statistic Workshops: “Independent versus Repeated t-Tests Quiz”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Independent versus Repeated t-Tests Quiz” (HTML)
Instructions: Please click on the link above and complete this quiz.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Independent versus Repeated t-Tests”
- 6.4 Correlation
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6.4.1 Defining Correlation
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Correlation”
Link: William M.K. Trochim’s Research Methods Knowledge Base: “Correlation” (HTML)
Instructions: Please read this article that describes the basic principles of how to determine if variables are correlated with one another.
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- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Correlation”
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6.4.2 Understanding and Calculating Correlation Coefficients
- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Correlation”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Correlation” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 20 short entries. There will be a question at the end of some of these short entries. You may attempt to answer each question, and then compare your answer by clicking on “Instructor’s Answer.” This article covers how correlation coefficients are calculated and used.
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- Assessment: Wadsworth Cengage Learning’s Statistic Workshops: “Correlation Quiz”
Link: Wadsworth Cengage Learning’s Statistic Workshops: “Correlation Quiz” (HTML)
Instructions: Please click on the link above and complete this quiz.
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- Reading: Wadsworth Cengage Learning’s Statistic Workshops: “Correlation”
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6.5 Multivariate Analysis
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “General Linear Model”
Link: William M.K. Trochim’s Research Methods Knowledge Base: “General Linear Model” (HTML)
Instructions: Please read this article. Also, click on each of the hyperlinks in the assigned article and read those as well. You can then click your back button to get back to the original article. You do not need to click on the hyperlinks in the articles that were linked to the original article. Just click back to the original article. This reading describes the basic principles of the linear model. Pay particular attention to the latter half of the article, which talks about the use of the model with multiple variables. Also, remember to reflect on chapter 15 of Anol Bhattacherjee’s text, which covers multivariate analysis.
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- Reading: AUCO Czech Economic Review: Madeleine O. Hosli and Marc C. J. Uriot’s “Dimensions of Political Contestation: Voting in the Council of the European Union before the 2004 Enlargement”
Link: AUCO Czech Economic Review: Madeleine O. Hosli and Marc C. J. Uriot’s “Dimensions of Political Contestation: Voting in the Council of the European Union before the 2004 Enlargement” (PDF)
Instructions: Please read this article, which provides an actual example of research using multivariate analysis.
Terms of Use: The material above has been reposted with permission by Madeleine O. Hosli and Marc C. J. Uriot. It can be viewed in its original form here.See a broken link? Please let us know!
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “General Linear Model”
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6.6 Regression and Multivariate Regression
Note: Bivariate and multivariate regression are very common ways of conducting inferential statistics in political science. The readings below are meant to give you an introduction to these very important techniques.
- Reading: Massachussets Institute of Technology: Peter Dizike’s “Explained: Regression Analysis”
Link: Massachussets Institute of Technology: Peter Dizike’s “Explained: Regression Analysis” (HTML)
Instructions: Please read this article.
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- Web Media: YouTube: plsc240instructor’s “Understanding Regression Analysis”
Link: YouTube: plsc240instructor’s “Understanding Regression Analysis” (HTML)
Instructions: Watch this video about regression analysis.
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- Reading: University of Delaware: John H. MacDonald’s Handbook of Biological Statistics: “Multiple Regression”
Link: University of Delaware: John H. MacDonald’s Handbook of Biological Statistics: “Multiple Regression” (HTML)
Instructions: Please read this article on multiple regression.
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- Reading: Massachussets Institute of Technology: Peter Dizike’s “Explained: Regression Analysis”
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6.7 Further Study Suggestions
- Reading: Statsoft: Electronic Statistics Textbook (HTML)
Link: Statsoft: Electronic Statistics Textbook (HTML)
Instructions: This is an optional resource.Many political scientists who conduct empirical research rely on statisticians and statistical resources to guide them in their collection and analysis of the data. This site offers one such resource.
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- Optional Reading: Rice University, University of Houston Clear Lake, and Tufts University: “Rice Virtual Lab in Statistics”
Link: Rice University, University of Houston Clear Lake, and Tufts University: “Rice Virtual Lab in Statistics” (HTML)
Instructions: This is an optional resource. If you are interested in some hands-on statistical analysis of some of the central concepts discussed in the course, this is a useful site.
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- Reading: Statsoft: Electronic Statistics Textbook (HTML)
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Unit 7: Qualitative Methods
Not all research in political science is suited for quantitative analysis. More often than not, quantitative analysis is reserved for large-n research, or research in which political scientists take a large sample from a population and make generalizations about that population. Sometimes political scientists use small-n research, where the number of cases included in the study is much smaller. This small-n research is often times qualitative; it provides a different outlook on political phenomena than does large-n quantitative research. In the first subunit, you will explore the benefits and drawbacks of using small-n, qualitative research. This unit will also cover three forms of qualitative analysis: participant observation, in-depth interviews, and focus group analysis. As with all forms of research, these approaches have their respective advantages and disadvantages.
Unit 7 Time Advisory show close
Unit 7 Learning Outcomes show close
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7.1 Qualitative Research in Political Science
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 12: Other Qualitative Research” and “Chapter 13: Qualitative Analysis”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 12: Other Qualitative Research” and “Chapter 13: Qualitative Analysis” (PDF)
Instructions: Please read these chapters, on pages 105–117. Chapter 12 introduces the basic concept of qualitative research and presents several qualitative research approaches including interviewing, field observation, and document analysis. Chapter 13 details the process of qualitative data analysis.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Qualitative Measures”
Link: William M.K. Trochim’s Research Methods Knowledge Base: “Qualitative Measures” (HTML)
Instructions: Please read the articles from “Qualitative Measures” to “Qualitative Validity.” Also, click on each of the hyperlinks in the assigned article and read those as well. You can then click your back button to get back to the original article. You do not need to click on the hyperlinks in the articles that were linked to the original article. Just click back to the original article. You may access each article by clicking the “next” link at the bottom of the webpage or by clicking on each article’s title in the table of contents on the left side of the webpage. These readings reinforce the material covered in Anol Bhattacherjee’s Chapters 12 and 13, assigned in this subunit.
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- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 12: Other Qualitative Research” and “Chapter 13: Qualitative Analysis”
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7.1.1 Qualitative Scientific Research
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Qualitative Research”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Qualitative Research” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Qualitative Research,” and click on “View in iTunes.” Listen to this lecture, which is approximately 11 minutes long, for an introduction to qualitative research.
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- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Qualitative Research”
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7.1.2 Types of Qualitative Research
- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Qualitative Methods”
Link: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Qualitative Methods” (iTunes U)
Instructions: After clicking the above link, scroll to the lecture titled “Qualitative Methods,” and click on “View in iTunes.” Listen to this lecture, which is approximately 13 minutes long, for a description of various qualitative methods.
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- Lecture: iTunes U: East Tennessee State University: Dr. Blake Snider’s Research Methods: “Qualitative Methods”
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7.2 Participant Observation
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Qualitative Methods”
Link: William M.K. Trochim’s Research Methods Knowledge Base: “Qualitative Methods” (HTML)
Instructions: Please read this article. Also, click on each of the hyperlinks in the assigned article and read those as well. You can then click your back button to get back to the original article. You do not need to click on the hyperlinks in the articles that were linked to the original article. Just click back to the original article. This reading reinforces the material covered in Anol Bhattacherjee’s Chapters 12 and 13. The material covered in this article is applicable to 7.3.
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- Reading: German Institute of Global and Area Studies (GIGA): Journal of Current Southeast Asian Affairs: Anyarat Chattharakul’s “Thai Electoral Campaigning: Vote-Canvassing Networks and Hybrid Voting”
Link: German Institute of Global and Area Studies (GIGA): Journal of Current Southeast Asian Affairs: Anyarat Chattharakul’s “Thai Electoral Campaigning: Vote-Canvassing Networks and Hybrid Voting” (PDF)
Instructions: Please read this article. This article is an actual example of research using a participant observation method.
Terms of Use: This article is released under a Creative Commons Attribution-No Derivative Works 2.0 License. It is attributed to Min Xia and the original version can be found here.See a broken link? Please let us know!
- Reading: William M.K. Trochim’s Research Methods Knowledge Base: “Qualitative Methods”
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7.3 In-Depth Interviews
- Reading: University of Florida: Dr. William Marsiglio’s “Conducting Qualitative In-Depth Interviews”
Link: University of Florida: Dr. William Marsiglio’s “Conducting Qualitative In-Depth Interviews” (HTML)
Instructions: After clicking the above link, scroll down to the section on the page labeled “Option B: Interview-based Project: worth 370 total points (proposal=50, paper=320).” Below this section, you will find a link titled “conducting.qual.interviews.PDF.” Click on that link and then read this article. This article describes in detail the basic process of conducting an in-depth interview.
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- Reading: Music and Arts in Action: Bob Edwards’ “White Power Music and the Mobilization of Racist Social Movements”
Link: Music and Arts in Action: Bob Edwards’ “White Power Music and the Mobilization of Racist Social Movements” (PDF)
Instructions: Please read this article, which provides an actual example of research using in-depth interviews. Please note that this report covers a sensitive topic, but was chosen based on the research conducted. Social movement theory and research is quite pervasive in political science. This research provides a good example of such research while also highlighting the ways in-depth interview methods are used.
Terms of Use: The material above has been reposted with permission by Bob Edwards. It can be viewed in its original form here.See a broken link? Please let us know!
- Reading: University of Florida: Dr. William Marsiglio’s “Conducting Qualitative In-Depth Interviews”
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7.4 Focus Groups
- Reading: Iowa State University: Nancy Grude-Schuck, Beverlyn Lundy Allen, and Kathlene Larson’s “Focus Group Fundamentals”
Link: Iowa State University: Nancy Grude-Schuck, Beverlyn Lundy Allen, and Kathlene Larson’s “Focus Group Fundamentals” (HTML)
Instructions: Please scroll down and click on the link under “Focus Group Fundamentals” under the heading “Selected Publications.” This article describes in detail the basic process of executing a focus group.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Sustainability: Shane Fudge and Michael Peters’ “Behaviour Change in the UK Climate Debate: An Assessment of Responsibility, Agency and Political Dimensions”
Link: Sustainability: Shane Fudge and Michael Peters’ “Behaviour Change in the UK Climate Debate: An Assessment of Responsibility, Agency and Political Dimensions” (PDF)
Instructions: Click on the link above and then click on “Download PDF Full Text” in the middle of the webpage to access the PDF. Please read this article. This article is an actual example of research using a focus group method.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: Iowa State University: Nancy Grude-Schuck, Beverlyn Lundy Allen, and Kathlene Larson’s “Focus Group Fundamentals”
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7.5 Further Study Suggestions
- Optional Reading: Explorable: Martyn Shuttleworth’s “Qualitative Research Design”
Link: Explorable: Martyn Shuttleworth’s “Qualitative Research Design” (HTML)
Instructions: This is an optional article. Please read this article detailing the unique characteristics and qualities of qualitative research design.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Nova Southeastern University’s The Qualitative Report: “Qualitative Research Resources”
Link: Nova Southeastern University’s The Qualitative Report: “Qualitative Research Resources” (HTML)
Instructions: This is an optional resource. Read this webpage, which offerslinks to sites that provide resources to qualitative researchers.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Explorable: Martyn Shuttleworth’s “Qualitative Research Design”
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Unit 8: Ethics in Social Science Research
We primarily study people in social science research. As a result, ethical issues may come up. The central issue that arises is the risk of harm to human participants in such studies. Such harms may be social, psychological, emotional, financial, or legal. Social harms may include having something about a participant that could embarrass the participant. Psychological or emotional harms may result from being deceived in the study. A participants’ employment security may be jeopardized because of participation in a research study. Finally, legal harms may result from the exposure of participants’ involvement in illegal actions. With that said, most research projects in the social sciences are what we would classify as being minimal risk of harm. That does not mean, however, that we should then not address and consider the risk of potential harms to participants in such studies. This unit will cover how the social sciences have addressed these ethical concerns.
Unit 8 Time Advisory show close
Unit 8 Learning Outcomes show close
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8.1 Research Ethics
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 16: Research Ethics”
Link: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 16: Research Ethics” (PDF)
Instructions: Please read “Chapter 16: Research Ethics” on pages 133–138, which covers the general ethical concerns that come up in social science research.
Terms of Use: The article above is released under a Creative Commons Attribution License 3.0. It is attributed to Anol Bhattacherjee and the original version can be found here.See a broken link? Please let us know!
- Reading: Wadsworth Cengage Learning’s Research Methods Workshops: “Ethical Issues”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “Ethical Issues” (HTML)
Instructions: Please read this tutorial. You must click next at the upper right hand corner of the text to move through each of the 20 short entries. There will be a question at the end of some of these short entries. You may attempt to answer each question, and then compare your response by clicking on “Instructor’s Answer.” This article covers what ethical issues may arise when conducting research.
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- Assessment: Wadsworth Cengage Learning’s Research Methods Workshops: “Ethical Issues Quiz”
Link: Wadsworth Cengage Learning’s Research Methods Workshops: “Ethical Issues Quiz” (HTML)
Instructions: Please click on the link above and complete this quiz.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: The Global Text Project: Anol Bhattacherjee’s Social Science Research: Principles, Practices, and Methods: “Chapter 16: Research Ethics”
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8.2 A Famous Example of Unethical Research
- Reading: YouTube: Yale University: Frank Snowden’s “The Tuskegee Experiment”
Link: YouTube: Yale University: Frank Snowden’s “The Tuskegee Experiment” (YouTube)
Instructions: Watch this video, which supplements discussion of the Tuskegee Experiment.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Reading: YouTube: Yale University: Frank Snowden’s “The Tuskegee Experiment”
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8.3 Further Study Suggestions
- Optional Reading: The National Academies Press: “On Being a Scientist: Responsible Conduct in Research”
Link: The National Academies Press: “On Being a Scientist: Responsible Conduct in Research” (HTML)
Instructions: This is an optional article. This article details the importance of ethical consideration at every stage of the research process from developing research questions to gathering data.
Terms of Use: Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Department of Health and Human Services: “Office for Human Research Protections of the U.S.”
Link: Department of Health and Human Services: “Office for Human Research Protections of the U.S.” (HTML)
Instructions: This is an optional article. The site highlights the federal government’s role in protecting human subject in the research process.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: Department of Health and Human Services: “Federal Policy for the Protection of Human Subjects”
Link: Department of Health and Human Services: “Federal Policy for the Protection of Human Subjects” (HTML)
Instructions: This is an optional article. The page offers the federal government’s policy for protecting human subjects.
Terms of Use:Please respect the copyright and terms of use displayed on the webpage above.See a broken link? Please let us know!
- Optional Reading: The National Academies Press: “On Being a Scientist: Responsible Conduct in Research”
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Final Exam
- Final Exam: The Saylor Foundation’s “POLSC251 Final Exam”
Link: The Saylor Foundation’s “POLSC251 Final Exam”
Instructions: You must be logged into your Saylor Foundation School account in order to access this exam. If you do not yet have an account, you will be able to create one, free of charge, after clicking the link.See a broken link? Please let us know!
- Final Exam: The Saylor Foundation’s “POLSC251 Final Exam”
Questions? Consult the FAQ's!


