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While most empirical analysis of prediction markets treats prices of binary options as predictions of the probability of future events, Manski (2004) has recently argued that there is little existing theory supporting this practice. We provide relevant analytic foundations, describing sufficient...
Persistent link: https://www.econbiz.de/10003310964
This study evaluates potential migration flows to the European Union from its eastern neighbors and Croatia. We perform out-of-sample forecasts using an adaption of the model of Hatton (1995) to time series cross-sectional data about post-enlargement migration flows following the EU's 2004...
Persistent link: https://www.econbiz.de/10010194751
forecast errors; the training effect suggests that modest educational interventions can durably improve forecasting skills …. Forecast receipt increased demand for protective masks and increased the responsiveness of outdoor time to pollution. Forecast …
Persistent link: https://www.econbiz.de/10013472006
mortality if and only if mortality risk is convex in forecast errors. We test for such convexity using data on the universe of …
Persistent link: https://www.econbiz.de/10014309747
Using a nationally representative household survey from India, we examine individuals' domestic tourism participation …
Persistent link: https://www.econbiz.de/10013187175
This article introduces lassopack, a suite of programs for regularized regression in Stata. lassopack implements lasso, square-root lasso, elastic net, ridge regression, adaptive lasso and post-estimation OLS. The methods are suitable for the high-dimensional setting where the number of...
Persistent link: https://www.econbiz.de/10011972491
We investigate the finite sample performance of causal machine learning estimators for heterogeneous causal effects at different aggregation levels. We employ an Empirical Monte Carlo Study that relies on arguably realistic data generation processes (DGPs) based on actual data. We consider 24...
Persistent link: https://www.econbiz.de/10011958919
This study employs six Machine Learning methods - Logit, Lasso-Logit, Ridge-Logit, Random Forest, Extreme Gradient … assess monetary savings through targeted interventions. We find that Random Forest and an Ensemble method are most effective …
Persistent link: https://www.econbiz.de/10014545133
asked for their perceived probability of RE6. Second, their caseworkers revealed whether they expected RE6. Third, random-forest …
Persistent link: https://www.econbiz.de/10014338662
A growing proportion of the U.S. workforce will have been raised in disadvantaged environments that are associated with relatively high proportions of individuals with diminished cognitive and social skills. A cross-disciplinary examination of research in economics, developmental psychology, and...
Persistent link: https://www.econbiz.de/10003407199