The IZA Discussion Paper Series (ISSN: 2365-9793) disseminates high-quality research by IZA network members to the scientific community and the interested public worldwide before they are later published in academic journals. Comprising over 13,000 papers, IZA's publication flagship is the most influential working paper series in labor economics. 

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125 IZA Discussion Papers
IZA Discussion Paper No. 13283
Interpreting OLS Estimands When Treatment Effects Are Heterogeneous: Smaller Groups Get Larger Weights
Tymon Sloczynski
IZA Discussion Paper No. 13051
Double Machine Learning Based Program Evaluation under Unconfoundedness
Michael C. Knaus
IZA Discussion Paper No. 12875
Priority to Unemployed Immigrants? A Causal Machine Learning Evaluation of Training in Belgium
Bart Cockx, Michael Lechner, Joost Bollens
IZA Discussion Paper No. 12839
Understanding Program Complementarities: Estimating the Dynamic Effects of a Training Program with Multiple Alternatives
Antonio Dalla-Zuanna, Kai Liu
IZA Discussion Paper No. 12526
Does the Estimation of the Propensity Score by Machine Learning Improve Matching Estimation? The Case of Germany's Programmes for Long Term Unemployed
Daniel Goller, Michael Lechner, Andreas Moczall, Joachim Wolff
IZA Discussion Paper No. 12470
Long-Run Effects of Dynamically Assigned Treatments: A New Methodology and an Evaluation of Training Effects on Earnings
Gerard J. van den Berg, Johan Vikström
IZA Discussion Paper No. 12363
Intergenerational and Intragenerational Externalities of the Perry Preschool Project
James J. Heckman, Ganesh Karapakula
IZA Discussion Paper No. 12363
Intergenerational and Intragenerational Externalities of the Perry Preschool Project
James J. Heckman, Ganesh Karapakula
IZA Discussion Paper No. 12362
The Perry Preschoolers at Late Midlife: A Study in Design-Specific Inference
James J. Heckman, Ganesh Karapakula
IZA Discussion Paper No. 12041
Average Gaps and Oaxaca–Blinder Decompositions: A Cautionary Tale about Regression Estimates of Racial Differences in Labor Market Outcomes
Tymon Sloczynski
forthcoming in: Industrial and Labor Relations Review
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
IZA Discussion Paper No. 11866
A General Weighted Average Representation of the Ordinary and Two-Stage Least Squares Estimands
Tymon Sloczynski
IZA Discussion Paper No. 11863
Distributional Impact Analysis: Toolkit and Illustrations of Impacts beyond the Average Treatment Effect
Guadalupe Bedoya, Luca Bittarello, Jonathan Davis, Nikolas Mittag
IZA Discussion Paper No. 11863
Distributional Impact Analysis: Toolkit and Illustrations of Impacts beyond the Average Treatment Effect
Guadalupe Bedoya, Luca Bittarello, Jonathan Davis, Nikolas Mittag
IZA Discussion Paper No. 11862
Mostly Harmless Simulations? On the Internal Validity of Empirical Monte Carlo Studies
Arun Advani, Toru Kitagawa, Tymon Sloczynski
forthcoming as "Mostly Harmless Simulations? Using Monte Carlo Studies for Estimator Selection" in: Journal of Applied Econometrics
IZA Discussion Paper No. 11688
Who Benefits from Universal Child Care? Estimating Marginal Returns to Early Child Care Attendance
Thomas Cornelissen, Christian Dustmann, Anna Raute, Uta Schönberg
IZA Discussion Paper No. 11651
Public R&D Support and Firms' Performance: A Panel Data Study
Øivind Anti Nilsen, Arvid Raknerud, Diana-Cristina Iancu
IZA Discussion Paper No. 11648
Was Higher Education a Major Channel through which the US Became an Economic Superpower in the 20th Century?
Adam Cook, Isaac Ehrlich
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