Beyond Prediction: Using Big Data for Policy Problems
Science. Feb 03, 2017: Vol. 355, Issue 6324, pp. 483-485 Feb 2017 URL: http://science.sciencemag.org/content/355/6324/483.full?ijkey=wrF0N3wqP3jS2&keytype=ref&siteid=sci
Estimating Treatment Effects using Multiple Surrogates: The Role of the Surrogate Score and the Surrogate Index
Raj Chetty, Guido W. Imbens, Hyunseung Kang arXiv:1603.09326 June 2016 URL: http://arxiv.org/abs/1603.09326
Recursive Partitioning for Heterogeneous Causal Effects
Guido W. Imbens PNAS, 2016, 113(27):7353-7360; published ahead of print July 5, 2016 URL: http://dx.doi.org/10.1073/pnas.1510489113
Machine Learning and Causal Inference for Policy Evaluation
KDD '15 Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Pages 5-6 URL: http://dx.doi.org/10.1145/2783258.2785466
A Measure of Robustness to Misspecification
Guido W. Imbens The American Economic Review, 105(5), May 2015:476-480 URL: http://dx.doi.org/10.1257/aer.p20151020
Discrete Choice Models with Multiple Unobserved Choice Characteristics
Guido W. Imbens International Economic Review, 48 (4), November 2007:1159-1192 URL: http://dx.doi.org/10.1111/j.1468-2354.2007.00458.x
Nonparametric Approaches to Auctions
Philip A. Haile Handbook of Econometrics. 2007, Vol. 6, Issue A, Pages 3847–3965 URL: http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.131.7531
Identification and Inference in Nonlinear Difference-in-Differences Models
Guido W. Imbens Econometrica, 74(2), March 2006:431-497 Supplemental Material Download CIC Code Matlab Programs and Documentation for Applying CIC Model and generating tables (check with authors for potential updates and for…
Empirical Models of Auctions
Philp A. Haile NBER Working Paper No. 12126 Blundell, Richard, Whitney Newey, and Torsten Persson (eds.) Advances in Economics and Econometrics, The- ory and Applications: Ninth World Congress, Volume II.…
Identification of Standard Auction Models
Philip A. Haile Econometrica, 70(6), November 2002:2107-2140 August 2000 September 2001 URL: http://dx.doi.org/10.1111/j.1468-0262.2002.00435.x