Causal empiricism in quantitative research

Journal of Politics

Volumn 78, Issue 3, 2016, Pages 941-955

  Samii, Cyrus ^a  

^a NEW YORK UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84983326135     PISSN: 00223816     EISSN: 14682508     Source Type: Journal    
DOI: 10.1086/686690     Document Type: Review

References (97)

1. Abadie, Alberto. 2003. "Semiparametric Instrumental Variable Estimation of Treatment Response Models. " Journal of Econometrics 113:231-63.
2. Abadie, Alberto. 2005. "Semiparametric Difference-in-Differences Estimators. " Review of Economic Studies 72 (1): 1-19.
3. Abadie, Alberto, Alexis Diamond, and Jens Hainmueller. 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program. " Journal of the American Statistical Association 105 (490):493-505.
4. Abadie, Alberto, and Javier Gardeazabal. 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country. " American Economic Review 93 (1): 113-32.
5. Acemoglu, Daron, Simon Johnson, and James A. Robinson. 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation. " American Economic Review 91 (5): 1369-1401.
6. Acemoglu, Daron, Simon Johnson, and James A. Robinson. 2012. "The Colonial Origins of Comparative Development: An Empirical Investigation: Reply. " American Economic Review 102 (6): 3077-3110.
7. Acharya, Avidit, Matthew Blackwell, and Maya Sen. 2016. "Explaining Causal Findings without Bias: Detecting and Assessing Direct Effects. " American Political Science Review (forthcoming).
8. Achen, Christopher H. 2005. "Let's Put Garbage-Can Regressions and Garbage-Can Probits Where They Belong. " Conflict Management and Peace Science 22 (4): 327-39.
9. Albouy, David Y. 2012. "The Colonial Origins of Comparative Development: An Empirical Investigation: Comment. " American Economic Review 102 (6): 3059-76.
10. Alesina, Alberto, and Eliana La Ferrara. 2005. "Ethnic Diversity and Economic Performance. " Journal of Economic Literature 43 (3): 762-800.
11. Angrist, Joshua D., and Alan B. Krueger. 1999. "Empirical Strategies in Labor Economics. " In Orley C. Ahsenfelter David Card, eds., Handbook of Labor Economics. Vol. 3 Amsterdam: North Holland.
12. Angrist, Joshua D., Guido W. Imbens, and Donald B. Rubin. 1996. "Identification of Causal Effects Using Instrumental Variables. " Journal of the American Statistical Association 91 (434): 444-55.
13. Angrist, Joshua D., and Jorn-Steffen Pischke. 2009. Mostly Harmless Econometrics: An Empiricist's Companion. Princeton, NJ: Princeton University Press.
14. Angrist, Joshua D., and Jorn-Steffen Pischke. 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics. " Journal of Economic Perspectives 24 (2): 3-30.
15. Angrist, Joshua D., Kathryn Graddy, and Guido W. Imbens. 2000. "The Interpretation of Instrumental Variables Estimators in Simultaneous Equations Models with an Application to the Demand for Fish. " Review of Economic Studies 67:499-527.
16. Aronow, Peter M., and Cyrus Samii. 2015. "Estimating Average Causal Effects Under General Interference. " Unpublished manuscript, Yale University and New York University.
17. Aronow, Peter M., and Cyrus Samii. 2016. "Does Regression Produce Representative Estimates of Causal Effects?" American Journal of Political Science 60 (1): 250-67.
18. Ashworth, Scott, Christopher R. Berry, and Ethan Bueno De Mesquita. 2015. "All Else Equal in Theory and Data (Big or Small). " PS: Political Science and Politics 48 (1): 89-94.
19. Avdeenko, Alexandra, and Michael J. Gilligan. 2015. "International Interventions to Build Social Capital: Evidence from a Field Experiment in Sudan. " American Political Science Review 109 (3): 427-49.
20. Banerjee, Abhijit V., Dean Karlan, and Jonathan Zinman. 2015. "Six Randomized Evaluations of Microcredit: Introduction and Further Steps. " American Economic Journal: Applied Economics 7 (1): 1-21.
21. Banerjee, Abhijit V., and Esther Duflo. 2009. "The Experimental Approach to Development Economics. " Annual Review of Economics 1:151-78.
22. Bardhan, Pranab. 2013. "Little, Big: Two Ideas about Fighting Global Poverty. " Boston Review (May/June), online journal.
23. Beath, Andrew, Fotini Christia, and Ruben Eniolopov. 2013. "Empowering Women through Development Aid: Evidence from a Field Experiment in Afghanistan. " American Political Science Review 107: 540-57.
24. Brady, Henry E., and David Collier, eds. 2010. Rethinking Social Inquiry: Diverse Tools, Shared Standards. 2nd ed. Lanham, MD: Rowman & Littlefield.
25. Brollo, Fernanda, and Tommaso Nannicini. 2012. "Tying Your Enemy's Hands in Close Races: The Politics of Federal Transfers in Brazil. " American Political Science Review 106 (4): 742-61.
26. Chetty, Raj. 2009. "Sufficient Statistics for Welfare Analysis: A Bridge between Structural and Reducted Form Methods. " Annual Review of Economics 1:451-87.
27. Clarke, Kevin A. 2005. "The Phantom Menace: Omitted Variable Bias in Econometric Research. " ConflictManagement and Peace Science 22 (4): 341-52.
28. Clarke, Kevin A., and David M. Primo. 2012. A Model Discipline: Political Science and the Logic of Representations. Oxford: Oxford University Press.
29. Deaton, Angus. 2010. "Instruments, Randomization, and Learning about Development. " Journal of Economic Literature 48:424-55.
30. Dehejia, Rajeev H., Cristian Pop-Eleches, and Cyrus Samii. 2015. "From Local to Global: External Validity in a Natural Fertility Natural Experiment. " NBER Working paper 21459, National Bureau of Economic Research, Cambridge, MA.
31. de Rooij, Eline A., Donald P. Green, and Alan S. Gerber. 2009. "Field Experiments on Political Behavior and Collective Action. " Annual Review of Political Science 12:389-95.
32. Dunning, Thad. 2008. "Improving Causal Inference: Strengths and Limitations of Natural Experiments. " Political Research Quarterly 61 (2): 282-93.
33. Dunning, Thad. 2012. Natural Experiments in the Social Sciences: A Design-Based Approach. Cambridge: Cambridge University Press.
34. Elwert, Felix, and Christopher Winship. 2014. "Endogenous Selection Bias: The Problem of Conditioning on a Collider Variable. " Annual Review of Sociology 40:31-53.
35. Fafchamps, Marcel. 2011. "Randomised Controlled Trials or Structural Models (or Both. . . or Neither. . .)?" Journal of African Economies 20 (4): 596-99.
36. Fearon, James D., and David Laitin. 2003. "Ethnicity, Insurgency and Civil War. " American Political Science Review 97:75-90.
37. Fearon, James D., Macartan Humphreys, and Jeremy M. Weinstein. 2015. "How Does Development Assistance Affect Collective Action Capac-ity? Results from a Field Experiment in Post-Conflict Liberia. " American Political Science Review 109 (3): 450-69.
38. Fewerda, Jeremy, and Nicholas L. Miller. 2014. "Political Devolution and Resistance to Foreign Rule: A Natural Experiment. " American Political Science Review 108 (3): 642-60.
39. Fewerda, Jeremy, and Nicholas L. Miller. 2015. "Rail Lines and Demarcation Lines: A Response. " SSRN Working paper 2628508.
40. Freedman, David A. 1991. "Statistical Models and Shoe Leather. " Sociological Methodology 21:291-313.
41. Gehlbach, Scott. 2015. "The Fallacy of Multiple Methods. " Comparative Politics Newsletter 25 (2): 11-12.
42. Gilligan, Michael J., and Ernest J. Sergenti. 2008. "Does Peacekeeping Cause Peace? Using Matching to Improve Causal Inference. " Quarterly Journal of Political Science 3:89-122.
43. Green, Donald P., Mary C. McGrath, and Peter M. Aronow. 2013. "Field Experiments and the Study of Voter Turnout. " Journal of Elections, Public Opinion and Parties 23 (1): 27-48.
44. Greene, William H. 2008. Econometric Analysis. 6th ed. Upper Saddle River, NJ: Pearson.
45. Grose, Christian R. 2014. "Field Experimental Work on Political Institutions. " Annual Review of Political Science 17:355-70.
46. Hainmueller, Jens, and Chad Hazlett. 2014. "Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach. " Political Analysis 22 (2): 143-168.
47. Harrison, Glenn W. 2011. "Randomisation and Its Discontents. " Journal of African Economies 20 (4): 626-52.
48. Hartzell, Carolyn, and Matthew Hoddie. 2003. "Institutionalizing Peace; Power Sharing and Post Civil War Conflict Management. " American Journal of Political Science 47:318-32.
49. Heckman, James J. 2010. "Building Bridges between Structural and ProgramEvaluation Approaches to Evaluating Policy. " Journal of Economic Literature 48 (2): 356-98.
50. Heckman, James J., and Sergio Urzua. 2010. "Comparing IV with Structural Models: What Simple IV Can and Cannot Identify. " Journal of Econometrics 156 (1): 27-37.
51. Hernan, Miguel A., and James M. Robins. 2013. Causal Inference. Boca Raton, FL: Chapman & Hall/CRC.
52. Hill, Jennifer. 2011. "Bayesian Nonparametric Modeling for Causal Inference. " Journal of Computational and Graphical Statistics 20 (1): 217-40.
53. Ho, Daniel E., Kosuke Imai, Gary King, and Elizabeth A. Stuart. 2007. "Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference. " Political Analysis 15 (3): 199-236.
54. Holland, Paul W. 1986. "Statistics and Causal Inference. " Journal of the American Statistical Association 81 (396): 945-60.
55. Huber, John. 2013. "Is Theory Getting Lost in the 'Identification Revolution'?" The Money Cage. Http://themonkeycage. org/2013/06/is-theory-getting-lost-in-the-identification-revolution/.
56. Humphreys, Macartan, and Raul Sanchez de la Sierra Raul Sanchez de la Sierra. 2013. "Fishing, Commitment, and Communication: A Proposal for Comprehensive Nonbinding Research Registration. " Political Analysis 21 (1): 1-20.
57. Imai, Kosuke, and David A. van Dyk. 2004. "Causal Inference with General Treatment Regimes: Generalizing the Propensity Score. " Journal of the American Statistical Association 99 (467): 854-66.
58. Imbens, Guido W. 2004. "Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review. " Review of Economics and Statistics 86 (1): 4-29.
59. Imbens, Guido W. 2010. "Better LATE than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009). " Journal of Economic Literature 48:399-423.
60. Imbens, Guido W., and Donald B. Rubin. 2015. Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction. Cambridge: Cambridge University Press Press.
61. Imbens, Guido W., and Jeffrey M. Wooldridge. 2009. "Recent Developments in the Econometrics of Program Evaluation. " Journal of Economic Literature 47 (1): 5-86.
62. Jensen, Nathan M. 2003. "Democratic Governance and Multinational Corporations: Political Regimes and Inflows of Foreign Direct Investment. " International Organization 57:587-616.
63. Keele, Luke. 2015a. "The Discipline of Identification. " PS: Political Science and Politics 48 (1): 102-6.
64. Keele, Luke. 2015b. "The Statistics of Causal Inference: A View from Political Methodology. " Political Analysis 23 (3): 313-35.
65. Keniston, Daniel E. 2011. "Experimental vs. Strucural Estimates of the Return to Capital in Microenterprises. " Unpublished manuscript, Yale University.
66. King, Gary, and Langche Zeng. 2006. "The Dangers of Extreme Counterfactuals. " Political Analysis 14 (2): 131-59.
67. Kleinberg, Jon, Jens Ludwig, Sendhil Mullainathan, and Ziad Obermeyer. 2015. "Prediction Policy Problems. " American Economic Review: Papers and Proceedings 105 (5): 491-95.
68. Kocher, Matthew Adam, and Nuno P. Monteiro. 2015. "What's in a Line? Natural Experiments and the Line of Demarcation in WWII Occupied France. " SSRN Working paper 2555716.
69. Krueger, Alan B. 1999. "Experimental Estimates of Education Production Functions. " Quarterly Journal of Economics 114 (2): 497-532.
70. Lalonde, Robert J. 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data. " American Economic Review 76 (4): 604-20.
71. Lee, David S., and Thomas Lemieux. 2010. "Regression Discontinuity Designs in Economics. " Journal of Economic Literature 48:281-355.
72. Manski, Charles F. 1995. Identification Problems in the Social Sciences. Cambridge, MA: Harvard University Press.
73. McKenzie, David. 2011. "How Can We Learn Whether Firm Policies Are Working in Africa? Challenges (and Solutions?) for Experiments and Structural Models. " Journal of African Economies 20 (4): 600-625.
74. Monogan, James E. 2013. "A Case for Registering Studies of Political Outcomes: An Application in the 2010 House Elections. " Political Analysis 21 (1): 21-37.
75. Morgan, Stephen L., and Christopher Winship. 2015. Counterfactuals and Causal Inference: Methods and Principles for Social Research, Second Edition. Cambridge: Cambridge University Press.
76. Morton, Rebecca B. 1999. Methods and Models: A Guide to the Emprical Analysis of Formal Models in Political Science. Cambridge: Cambridge University Press.
77. Nyhan, Brendan. 2015. "Increasing the Credibility of Political Science Research: A Proposal for Journal Reforms. " PS: Political Science and Politics 48 (S1): 78-83.
78. Ogden, Timothy. 2015. "Experimental Conversations: Angus Deaton. " Medium. Com (Accessed Oct 13, 2015).
79. Pearl, Judea. 2009. Causality: Models, Reasoning, and Inference, Second Edition. Cambridge: Cambridge University Press.
80. Pearl, Judea. 2010. "On a Class of Bias-Amplifying Variables that Endanger Effect Estimates. " In Peter Grunwald and Peter Spirtes, eds., Proceedings of UAI. Corvallis, OR: AUAI, 417-24.
81. Petersen, Maya L., Kristin E. Porter, Susan Gruber, Yue Wang, and Mark J. Van der Laan. 2011. "Positivity. " In Mark J. Van der Laan and Sherri Rose, eds., Targeted Learning: Causal Inference for Obervational and Experimental Data. New York: Springer, 162-86.
82. Prorok, Alyssa K. 2016. "Leader Incentives and Civil War Outcomes. " American Journal of Political Science 60 (1): 70-84.
83. Quinn, Kevin M., Andrew D. Martin, and Andrew B. Whitford. 1999. "Voter Choice in Multi-Party Democracies: A Test of Competing Theories and Models. " American Journal of Political Science 43 (4): 1231-47.
84. Robins, James M. 1997. Causal Inference from Complex Longitudinal Data. In M. Berkane, ed., Latent Variable Modeling and Applications to Causality. New York: Springer-Verlag, 69-117.
85. Rosenbaum, Paul R. 1984. "The Consequences of Adjustment for a Concomitant Variable That Has Been Affected by the Treatment. " Journal of the Royal Statistical Society, Series A 147 (5): 656-66.
86. Rosenbaum, Paul R. 1999. "Choice as an Alternative to Control in Observational Studies. " Statistical Science 14 (3): 259-304.
87. Rubin, Donald B. 2008. "For Objective Causal Inference, Design Trumps Analysis. " Annals of Applied Statistics 2 (3): 808-40.
88. Schmitt, John. 2013. Why Does the Minimum Wage Have No Discernible Effect on Employment? Washington, DC: Center for Economic and Policy Research Reports.
89. Sekhon, Jasjeet S. 2009. "Opiates for the Matches: Matching Methods for Causal Inference. " Annual Review of Political Science 12 (1): 487-508.
90. Signorino, Curtis S. 1999. "Strategic Interaction and the Statistical Analysis of International Conflict. " American Political Science Review 93 (2): 279-97.
91. Tamer, Elie. 2010. "Partial Identification in Econometrics. " Annual Review of Economics 2:167-95.
92. Titiunik, Rocio, and Jasjeet Sekhon. 2012. "When Natural Experiments Are Neither Natural Nor Experiments. " American Political Science Review 106 (1): 35-57.
93. Van der Laan, Mark, and Sherri Rose. 2011. Targeted Learning: Causal Inference for Obervational and Experimental Data. New York: Springer.
94. VanderWeele, Tyler J. 2015. Explanation in Causal Inference: Methods for Mediation and Interaction. Oxford: Oxford University Press.
95. Wantchekon, Leonard, and Jenny Guardado. 2011. "Methodology Update: Randomised Controlled Trials, Structural Models and the Study of Politics. " Journal of African Economies 20 (4): 653-72.
96. Wolpin, Kenneth I. 2013. The Limits of Inference without Theory. Cambridge, MA: MIT Press.
97. Wooldridge, Jeffrey M. 2009. Introductory Econometrics: A Modern Approach. 4th ed. Mason, OH: South-Western.