References
- Antenucci, D., M. Cafarella, M. Levenstein, C. Ré, and M. D. Shapiro. 2014. “Using Social Media to Measure Labor Market Flows.” Working Paper 20010. National Bureau of Economic Research.
- Athey, S., and G. W. Imbens. 2017. “The State of Applied Econometrics: Causality and Policy Evaluation.” Journal of Economic Perspectives 31 (2): 3–32. doi:10.1257/jep.31.2.3.
- Breiman, L. 1996. “Bagging Predictors.” Machine Learning 26: 123–140. doi:10.1007/BF00058655.
- Breiman, L., J. Friedman, and C. J. Stone. 1984. Classification and Regression Trees. Chapman and Hall/CRC.
- Chintagunta, P. K., S. Gopinath, and S. Venkataraman. 2010. “The Effects of Online User Reviews on Movie Box Office Performance: Accounting for Sequential Rollout and Aggregation across Local Markets.” Marketing Science 29 (5): 944–957. doi:10.1287/mksc.1100.0572.
- Einav, L., and J. Levin. 2014. “Economics in the Age of Big Data.” Science 346 (6210): 1243089-1243090. doi:10.1126/science.1243089.
- Hannak, A., E. Anderson, L. F. Barrett, S. Lehmann, A. Mislove, and M. Riedewald. 2012. “Tweetin in the Rain: Exploring Societal-Scale Effects of Weather on Mood.” In Proceedings of the Sixth International AAAI Conference on Weblogs and Social Media, 479–482.
- Hirano, K., and J. H. Wright. 2017. “Forecasting with Model Uncertainty: Representations and Risk Reduction.” Econometrica 85 (2): 617–643. doi:10.3982/ECTA13372.
- Lehrer, S. F., and T. Xie. 2017. “Box Office Buzz: Does Social Media Data Steal the Show from Model Uncertainty When Forecasting for Hollywood?” Review of Economics and Statistics 99 (5): 749–755. doi:10.1162/REST_a_00671.
- Liu, Y. 2006. “Word of Mouth for Movies: Its Dynamics and Impact on Box Office Revenue.” Journal of Marketing 70 (3): 74–89. doi:10.1509/jmkg.70.3.74.
- Moretti, E. 2011. “Social Learning and Peer Effects in Consumption: Evidence from Movie Sales.” Review of Economic Studies 78 (1): 356–393. doi:10.1093/restud/rdq014.
- Mullainathan, S., and J. Spiess. 2017. “Machine Learning: An Applied Econometric Approach.” Journal of Economic Perspectives 31 (2): 87–106. doi:10.1257/jep.31.2.87.
- Toole, J. L., Y.-R. Lin, E. Muehlegger, D. Shoag, M. C. González, and D. Lazer. 2015. “Tracking Employment Shocks Using Mobile Phone Data.” Journal of the Royal Society Interface 12 (107): 20150185. doi:10.1098/rsif.2015.0185.
- Varian, H. R. 2014. “Big Data: New Tricks for Econometrics.” Journal of Economic Perspectives 28 (2): 3–28. doi:10.1257/jep.28.2.3.
- Xie, T. 2015. “Prediction Model Averaging Estimator.” Economics Letters 131: 5–8. doi:10.1016/j.econlet.2015.03.027.