IZA Discussion Papers

IZA Discussion Paper No. 15727

Doubly Robust Estimation of Local Average Treatment Effects Using Inverse Probability Weighted Regression Adjustment

Tymon Sloczynski, Derya Uysal, Jeffrey M. Wooldridge

IZA Discussion Paper No. 15241

Abadie's Kappa and Weighting Estimators of the Local Average Treatment Effect

Tymon Sloczynski, Derya Uysal, Jeffrey M. Wooldridge

IZA Discussion Paper No. 15096

Improving the Availability of Unrelated Stem Cell Donors: Evidence from a Major Donor Registry

Michael Haylock, Patrick Kampkötter, Mario Macis, Jürgen Sauter, Susanne Seitz, Robert Slonim, Daniel Wiesen, Alexander H. Schmidt

IZA Discussion Paper No. 14486

Active Labour Market Policies for the Long-Term Unemployed: New Evidence from Causal Machine Learning

Daniel Goller, Tamara Harrer, Michael Lechner, Joachim Wolff

IZA Discussion Paper No. 14349

When Should We (Not) Interpret Linear IV Estimands as LATE?

Tymon Sloczynski

IZA Discussion Paper No. 13051

Double Machine Learning Based Program Evaluation under Unconfoundedness

Michael C. Knaus

published in: Econometrics Journal, 2022, 25 (3), 602-627

IZA Discussion Paper No. 12875

Priority to Unemployed Immigrants? A Causal Machine Learning Evaluation of Training in Belgium

Bart Cockx, Michael Lechner, Joost Bollens

published online in: Labour Economics, 28 November 2022, 102306

IZA Discussion Paper No. 12801

Wild Bootstrap for Fuzzy Regression Discontinuity Designs: Obtaining Robust Bias-Corrected Confidence Intervals

Yang He, Otávio Bartalotti

IZA Discussion Paper No. 12040

Modified Causal Forests for Estimating Heterogeneous Causal Effects

Michael Lechner

IZA Discussion Paper No. 12040

Modified Causal Forests for Estimating Heterogeneous Causal Effects

Michael Lechner

IZA Discussion Paper No. 12039

Machine Learning Estimation of Heterogeneous Causal Effects: Empirical Monte Carlo Evidence

Michael C. Knaus, Michael Lechner, Anthony Strittmatter

published in: Econometrics Journal, 2021, 24 (1), 134-161

IZA Discussion Paper No. 11560

Regression Discontinuity and Heteroskedasticity Robust Standard Errors: Evidence from a Fixed-Bandwidth Approximation

Otávio Bartalotti

forthcoming in: Journal of Econometric Methods

IZA Discussion Paper No. 10961

Heterogeneous Employment Effects of Job Search Programmes: A Machine Learning Approach

Michael C. Knaus, Michael Lechner, Anthony Strittmatter

published in: Journal of Human Resources, 2022, 57 (2), 597-636

IZA Discussion Paper No. 10057

Proxy Variables and Nonparametric Identification of Causal Effects

Xavier de Luna, Philip Fowler, Per Johansson

published in: Economics Letters, 2017, 150, 152–154

IZA Discussion Paper No. 9511

Going Beyond LATE: Bounding Average Treatment Effects of Job Corps Training

Xuan Chen, Carlos A. Flores, Alfonso Flores-Lagunes

published in: Journal of Human Resources, 2018, 63 (4), 1050-1099

IZA Discussion Paper No. 9428

Endogeneity and Non-Response Bias in Treatment Evaluation: Nonparametric Identification of Causal Effects by Instruments

Hans Fricke, Markus Frölich, Martin Huber, Michael Lechner

IZA Discussion Paper No. 9346

Simple Tests for Selection Bias: Learning More from Instrumental Variables

Dan A. Black, Joonhwi Joo, Robert J. LaLonde, Jeffrey A. Smith, Evan J. Taylor

IZA Discussion Paper No. 8758

Robust Confidence Intervals for Average Treatment Effects under Limited Overlap

Christoph Rothe

published in: Econometrica; 2017, 85 (2), 645 - 660

IZA Discussion Paper No. 8455

Testing for Selection Bias

Joonhwi Joo, Robert J. LaLonde

IZA Discussion Paper No. 8450

Policy Discontinuity and Duration Outcomes

Gerard J. van den Berg, Antoine Bozio, Monica Costa Dias

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