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We Are All Social Scientists Now: How Big Data, Machine Learning, and Causal Inference Work Together

  • Justin Grimmer (a1)
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Adler E. Scott, and Wilkerson John. 2014. “Congressional Bills Project.” Available Accessed August 1, 2014.
Bond Robert, and Messing Solomon. “Quantifying Social Media’s Political Space: Estimating Ideology from Publicly Revealed Preferences on Facebook.” Stanford University Unpublished Manuscript.
Bonica Adam. 2014. “Mapping the Ideological Marketplace.” American Journal of Political Science 58 (2): 367–87.
Boydstun Amber. 2013. Making the News: Politics, the Media, and Agenda Setting. Chicago: University of Chicago Press.
Chang Jonathan, Boyd-Graber Jordan, Gerrish Sean, Wang Chong, and Blei David. 2009. “Reading Tea Leaves: How Humans Interpret Topic Models.” In Neural Information Processing Systems Proceedings, 288–96.
Clinton Joshua D., and Jackman Simon. 2009. “To Simulate or NOMINATE?Legislative Studies Quarterly 34 (4): 593621.
Clinton Joshua, Jackman Simon, and Rivers Douglas. 2004. “The Statistical Analysis of Roll Call Data.” American Political Science Review 98 (02): 355–70.
Davenport Lauren. 2014. “Politics between Black and White.” Redwood City, CA: Stanford University Unpublished Manuscript.
Fowler James H., Heaney Michael T., Nickerson David W., Padgett John F., and Betsy Sinclair. 2011. “Causality in Political Networks.” American Politics Research 2: 437–80.
Gerring John. 2012. “Mere Description.” British Journal of Political Science 42 (4): 721–46.
Green Donald P., and Kern Holger L.. 2012. “Modeling Heterogeneous Treatment Effects in Survey Experiments with Bayesian Additive Regression Trees.” Public Opinion Quarterly 76 (3): 491511.
Grimmer Justin, and Stewart Brandon M.. 2013. “Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts.” Political Analysis 21 (3): 267– 97.
Hazlett Chad. 2014. “Kernel Balancing (KBAL): A Balancing Method to Equalize Multivariate Distance Densities and Reduce Bias without a Specification Search.” Cambridge, MA: MIT Unpublished Manuscript.
Higgins Michael J., and Sekhon Jasjeet S.. 2014. “Improving Experiments by Optimal Blocking: Minimizing the Maximum Within-Block Distance.” Berkeley: University of California Unpublished Manuscript.
Ho Dan, Imai Kosuke, King Gary, and Stuart Elizabeth. 2007. “Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference.” Political Analysis 15 (3): 199236.
Imai Kosuke, King Gary, and Stuart Elizabeth. 2008. “Misunderstandings between Experimentalists and Observationalists about Causal Inference.” Journal of the Royal Statistical Society: Series A (Statistics in Society) 171 (2): 481502.
Imai Kosuke, and Ratkovic Marc. 2013. “Estimating Treatment Effect Heterogeneity in Randomized Program Evaluation.” Annals of Applied Statistics 7 (1): 443–70.
Jones Bryan, Wilkerson John, and Baumgartner Frank. 2009. “The Policy Agendas Project.” Available at Accessed August 1, 2014.
Krehbiel Keith. 1998. Pivotal Politics: A Theory of US Lawmaking. Chicago: University of Chicago Press.
Lee David, Moretti Enrico, and Butler Matthew. 2004. “Do Voters Affect or Elect Policies? Evidence from the US House.” Quarterly Journal of Economics 119 (3): 807–59.
Lee Frances. 2008. “Dividers, Not Uniters: Presidential Leadership and Senate Partisanship, 1981–2004.” Journal of Politics 70 (4): 914–28.
McCarty Nolan, Poole Keith, and Rosenthal Howard. 2006. Polarized America: The Dance of Inequality and Unequal Riches. Cambridge, MA: MIT Press.
McCarty NolanKeith PooleHoward Rosenthal. 2009. “Does Gerrymandering Cause Polarization?American Journal of Political Science 53 (3): 666–80.
Monroe Burt L., Jennifer Pan, Margaret E. Roberts, Maya Sen, and Betsy Sinclair. 2015. “No! Formal Theory, Causal Inference, and Big Data Are Not Contradictory Trends in Political Science.” PS: Political Science and Politics 48 (1): this issue.
Moore Ryan T., and Moore Sally A.. 2013. “Blocking for Sequential Political Experiments.” Political Analysis 21 (4): 507–23.
Nagler Jonathan, and Tucker Joshua. 2015. “Drawing Inferences and Testing Theories with Big Data.” PS: Political Science and Politics 48 (1): this issue.
Patty John, and Penn Elizabeth Maggie. 2015. “Analyzing Big Data: Social Choice and Measurement.” PS: Political Science and Politics 48 (1): this issue.
Poole Keith. 1984. “Least Squares Metric, Unidimensional Unfolding.” Psychometrika 49 (3): 311–23.
Poole Keith, and Rosenthal Howard. 1984. “The Polarization of American Politics.” Journal of Politics 46 (4): 1061–79.
Poole KeithHoward Rosenthal. 1985. “A Spatial Model for Legislative Roll Call Analysis.” American Journal of Political Science 29 (2): 357–84.
Poole KeithHoward Rosenthal. 1997. Congress: A Political-Economic History of Roll Call Voting. Oxford: Oxford University Press.
Quinn Kevinet al. 2010. “How to Analyze Political Attention with Minimal Assumptions and Costs.” American Journal of Political Science 54 (1): 209–27.
Roberts Margaret al. 2014. “Structural Topic Models for Open-Ended Survey Responses.” American Journal of Political Science. DOI 10.1111/ajps.12103.
Rosenbaum Paul R., and Rubin Donald R.. 1983. “The Central Role of the Propensity Score in Observational Studies for Causal Effects.” Biometrika 70 (1): 4155.
Sekhon Jasjeet S. 2009. “Opiates for the Matches: Matching Methods for Causal Inference.” Annual Review of Political Science 12: 487508.
Theriault Sean M. 2008. Party Polarization in Congress. Cambridge: Cambridge University Press.
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PS: Political Science & Politics
  • ISSN: 1049-0965
  • EISSN: 1537-5935
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