IZA Discussion Papers

IZA Discussion Paper No. 14497

Words Matter: Gender, Jobs and Applicant Behavior

Sugat Chaturvedi, Kanika Mahajan, Zahra Siddique

published as 'Gendered language in job ads and applicant behaviour: Evidence from India' in: Labour Economics, 2025, 96, 102726

IZA Discussion Paper No. 14392

Urban Economics in a Historical Perspective: Recovering Data with Machine Learning

Pierre-Philippe Combes, Laurent Gobillon, Yanos Zylberberg

published in: Regional Science and Urban Economics, 2022, 94, 103711

IZA Discussion Paper No. 14377

Using Machine Learning to Create an Early Warning System for Welfare Recipients

Dario Sansone, Anna Zhu

IZA Discussion Paper No. 14259

The Effect of Sport in Online Dating: Evidence from Causal Machine Learning

Daniel Boller, Michael Lechner, Gabriel Okasa

IZA Discussion Paper No. 14128

The Gender Pay Gap Revisited with Big Data: Do Methodological Choices Matter?

Anthony Strittmatter, Conny Wunsch

IZA Discussion Paper No. 13884

Measuring Financial Wellbeing with Self-Reported and Bank-Record Data

Carole Comerton-Forde, John de New, Nicolás Salamanca, David C. Ribar, Andrea Nicastro, James Ross

published in: Economic Record, 2022, 98 (321), 133-151

IZA Discussion Paper No. 13613

Two-Stage Least Squares Random Forests with an Application to Angrist and Evans (1998)

Martin Biewen, Philipp Kugler

shorter version published in: Economics Letters, 2021, 204, 109893

IZA Discussion Paper No. 13582

The Role of Beliefs in Long Sickness Absence: Experimental Evidence from a Psychological Intervention

Gabriel Pons Rotger, Michael Rosholm

IZA Discussion Paper No. 13506

Older Workers Need Not Apply? Ageist Language in Job Ads and Age Discrimination in Hiring

Ian Burn, Patrick Button, Luis Munguia Corella, David Neumark

published as 'Does Ageist Language in Job Ads Predict Age Discrimination in Hiring?' in: Journal of Labor Economics, 2022, 40 (3), 613-667.

IZA Discussion Paper No. 13099

Using Machine Learning to Predict Nosocomial Infections and Medical Accidents in a NICU

Marc Beltempo, Georges Bresson, Guy Lacroix

published in: Health & Technology, 2023, 13, 75–87

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. 12989

Efficient Targeting in Childhood Interventions

Alexander Paul, Dorthe Bleses, Michael Rosholm

published online in: Journal of Human Resources, 06 September 2023

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 in: Labour Economics, 2023, 80, 102306

IZA Discussion Paper No. 12826

Is 'First in Family' a Good Indicator for Widening University Participation?

Anna Adamecz, Morag Henderson, Nikki Shure

published in: Economics of Education Review, 2020, 78, 102038.

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

published in: Labour Economics, 2020, 65, 101855

IZA Discussion Paper No. 12290

Opting out of Workers' Compensation: Non-Subscription in Texas and Its Effects

Lu Jinks, Thomas J. Kniesner, John D. Leeth, Anthony T. Lo Sasso

published in: Journal of Risk and Uncertainty, 2020, 60(1), 53-76

IZA Discussion Paper No. 12242

New Digital Technologies and Heterogeneous Employment and Wage Dynamics in the United States: Evidence from Individual-Level Data

Frank M. Fossen, Alina Sorgner

revised version published in: Technological Forecasting and Social Change, 2022, 175, 121381

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. 11741

What Do Parents Value in a Child Care Provider? Evidence from Yelp Consumer Reviews

Chris M. Herbst, Kevin C. Desouza, Saud Alashri, Srinivasa Srivatsav Kandala, Mayank Khullar, Vikash Bajaj

published in: Early Childhood Research Quarterly, 2020, 51, 288-306

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