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Real STATS: Using Econometrics for Political Science and Public Policy [Pehme köide]

(Georgetown University)
  • Formaat: Paperback / softback, 496 pages
  • Ilmumisaeg: 15-Dec-2016
  • Kirjastus: Oxford University Press, USA
  • ISBN-10: 0199981981
  • ISBN-13: 9780199981984
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Real STATS: Using Econometrics for Political Science and Public Policy
  • Formaat: Paperback / softback, 496 pages
  • Ilmumisaeg: 15-Dec-2016
  • Kirjastus: Oxford University Press, USA
  • ISBN-10: 0199981981
  • ISBN-13: 9780199981984
Real Stats provides an engaging and practical introduction to econometrics for upper level undergraduates and first year graduate students in political science, public policy, law, and economics.

Many students expect statistics to be hard, boring, and irrelevant. Experienced instructors know that overcoming these views is key to jumpstarting student engagement, a necessary first step in learning the material and developing a passion that can carry students on to serious research. Written in
a chatty, conversational style, Real Stats begins by inviting students to see how econometric tools can help answer important and interesting questions such as why people vote, how to organize our health care system, which government programs work best, and whether or not tall people get higher
wages.

Real Stats achieves student engagement while offering serious statistical training. The book covers the modern statistical toolkit, ranging from OLS to field experiments, panel data analysis, instrumental variables, probit and logit models. The book ties together these topics under the twin themes
of fighting endogeneity and accounting for uncertainty in estimates.

Real Stats is built to work in multiple course contexts. Instructors teaching a first semester course can start from scratch on page 1 and find everything they need to get students to a mature understanding of regression. Political science or public policy instructors teaching a second semester
course for undergraduate or graduate students can use the early parts of the book as a review and focus on modern identification strategies inherent in panel models, instrumental variables approaches, field experiments and regression-discontinuity designs. Economics instructors teaching a
traditional econometrics course for economics and business majors will find thorough coverage of the most frequently used methods of econometric analysis and a diverse array of examples and case studies applicable to public policy and political science as well as economics. Instructors teaching more
mathematical classes can use this as a supplement that explains intuition and connects the methods to real-world applications.
Chapter 1 The Quest for Causality
Chapter 2 Stats in the Wild: Good Data Practices

Part I The OLS Framework
Chapter 3 Bivariate OLS: The Foundation of Statistical Analysis
Chapter 4 Hypothesis Testing and Interval Estimation: Answering Research Questions
Chapter 5 Multivariate OLS: Where the Action Is
Chapter 6 Dummy Variables: Smarter Than You Think
Chapter 7 Transforming Variables, Comparing Variables

Part II The Contemporary Statistical Toolkit
Chapter 8 Using Fixed Effects Models to Fight Endogeneity in Panel Data and Difference-in-Difference Models
Chapter 9 Instrumental Variables: Using Exogenous Variation to Fight Endogeneity
Chapter 10 Experiments: Dealing with Real-World Challenges
Chapter 11 Regression Discontinuity: Looking for Jumps in Data

Part III Limited Dependent Variables
Chapter 12 Dummy Dependent Variables

Part IV Advanced Material
Chapter 13 Time Series: Dealing with Stickiness over Time
Chapter 14 Advanced OLS
Chapter 15 Advanced Panel Data
Chapter 16 Conclusion: How to Be a Statistical Realist

Appendices
Citations and Additional Notes
Guide to Selected Discussion Questions
Bibliography
Glossary
Index