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References for Big Data in economics
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Further reading
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Key references
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Harding, M. "Good data public policies" The Future of Data-Driven Innovation. Washington, DC: US Chamber of Commerce, 2014. Key reference: [1]
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Gentzkow, M., Kelly, B. T., Taddy, M. Text as Data NBER Working Paper No.23276, 2017. Key reference: [2]
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Engstrom, R., Hersh, J., Newhouse, D. Poverty from Space: Using High-Resolution Satellite Imagery for Estimating Economic Well-Being World Bank Group Policy Research Working Paper No.8284, 2017. Key reference: [3]
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D’Amuri, F., Marcucci, J. The Predictive Power of Google Searches in Forecasting Unemployment Bank of Italy Economic Working Papers No.891, 2012. Key reference: [4]
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Glaeser, E. L., Kim, H., Luca, M. Nowcasting the Local Economy: Using Yelp Data to Measure Economic Activity NBER Working Paper No.24010, 2017. Key reference: [5]
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Athey, S., Imbens, G. W. "The state of applied econometrics: Causality and policy evaluation" Journal of Economic Perspectives 31:2 (2017): 3–32. Key reference: [6]
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Afzal, M., Hersh, J., Newhouse, D. Building a Better Model: Variable Selection to Predict Poverty in Pakistan and Sri Lanka. Washington, DC: World Bank Mimeo, 2017. Key reference: [7]
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Tibshirani, R. "Regression shrinkage and selection via the LASSO" Journal of the Royal Statistical Society. Series B (Methodological) 58:1 (1996): 267–288. Key reference: [8]
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Baxter, M., Hersh, J. Robust Determinants of Bilateral Trade Society for Economic Dynamics Meeting Paper No.591, 2017. Key reference: [9]
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Harding, M., Lovenheim, M. "The effect of prices on nutrition: Comparing the impact of product- and nutrient-specific taxes" Journal of Health Economics 53 (2017): 53–71. Key reference: [10]
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Belloni, A., Chernozhukov, V., Hansen, C. "High-dimensional methods and inference on structural and treatment effects" The Journal of Economic Perspectives 28:2 (2014): 29–50. Key reference: [11]
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Wager, S., Athey, S. "Estimation and inference of heterogeneous treatment effects using random forests" Journal of the American Statistical Association (Forthcoming). Key reference: [12]
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de Montjoye, Y. A., Radaelli, L., Singh, V. K., Pentland, A. "Unique in the shopping mall: On the reidentifiability of credit card metadata" Science 347:6221 (2015): 536–539. Key reference: [13]
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Harding, M. "Good data public policies" The Future of Data-Driven Innovation. Washington, DC: US Chamber of Commerce, 2014.
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Additional References