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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 more than 17,000 papers, IZA's publication flagship is the most influential working paper series in labor economics.

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425 IZA Discussion Papers
IZA Discussion Paper No. 12173
Human Capital Investment under Exit Options: Evidence from a Natural Quasi-Experiment
Satish Chand, Michael A. Clemens
published in: Journal of Development Economics, 2023, 163, 103112
IZA Discussion Paper No. 12168
All That Glitters Is Not Gold: Wages and Education for US Immigrants
Simone Bertoli, Steven Stillman
published in: Labour Economics, 2019, 61, Article 101749
IZA Discussion Paper No. 12118
Selection and Educational Attainment: Why Some Children Are Left Behind? Evidence from a Middle-Income Country
Luciana Méndez-Errico, Xavier Ramos
published in: Education Economics, 2022, 30 (6), 624-643
IZA Discussion Paper No. 12095
Measuring the Spatial Misallocation of Labor: The Returns to India-Gulf Guest Work in a Natural Experiment
Michael A. Clemens
IZA Discussion Paper No. 12094
The Impact of Migration on Family Left Behind: Estimation in Presence of Intra-Household Selection of Migrants
Elie Murard
IZA Discussion Paper No. 12044
Decomposing Real Wage Changes in the United States
Iván Fernández-Val, Aico van Vuuren, Francis Vella
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. 12011
The Impact of Dual Apprenticeship Programs on Early Labour Market Outcomes: A Dynamic Approach
Brecht Neyt, Dieter Verhaest, Stijn Baert
revised version published in: Economics of Education Review, 2020, 78, 102022
IZA Discussion Paper No. 11988
The Effect of a Ban on Gender-Based Pricing on Risk Selection in the German Health Insurance Market
Shan Huang, Martin Salm
revised version published in: Health Economics, 2020, 29, 3-17
IZA Discussion Paper No. 11917
The Causal Effect of Trust
Björn Bartling, Ernst Fehr, David B. Huffman, Nick Netzer
IZA Discussion Paper No. 11895
Public versus Private Sector Wage Gap in Egypt: Evidence from Quantile Regression on Panel Data
Aysit Tansel, Halil Ibrahim Keskin, Zeynel Abidin Ozdemir
substantially revised version published as 'Public-Private Sector Wage Gap by Gender in Egypt: Evidence from Quantile Regression on Panel Data, 1998-2018' in: World Development, 2020, 135, 105060
IZA Discussion Paper No. 11862
Mostly Harmless Simulations? On the Internal Validity of Empirical Monte Carlo Studies
Arun Advani, Toru Kitagawa, Tymon Sloczynski
published as 'Mostly Harmless Simulations? Using Monte Carlo Studies for Estimator Selection' in: Journal of Applied Econometrics, 2019, 34(6), 893–910
IZA Discussion Paper No. 11816
Climatic Roots of Loss Aversion
Oded Galor, Viacheslav Savitskiy
IZA Discussion Paper No. 11751
Adverse Selection in Low-Income Health Insurance Markets: Evidence from a RCT in Pakistan
Torben Fischer, Markus Frölich, Andreas Landmann
published in: American Economic Journal: Applied Economics, 2023, 15 (3), 313–340
IZA Discussion Paper No. 11675
Working Hours and Top Management Appointments: Evidence from Linked Employer-Employee Data
Anders Frederiksen, Takao Kato, Nina Smith
revised version published online as 'Working Hours, Top Management Appointments, and Gender: Evidence from Linked Employer-Employee Data' in: Journal of Labor Economics, 2024
IZA Discussion Paper No. 11488
Long-Term Relatedness between Countries and International Migrant Selection
Tim Krieger, Laura Renner, Jens Ruhose
published in: Journal of International Economics, 2018, 113, 35-54
IZA Discussion Paper No. 11449
Survey Item-Response Behavior as an Imperfect Proxy for Unobserved Ability: Theory and Application
Sonja C. de New, Stefanie Schurer
published in: Journal of Business & Economic Statistics, 2023, 41 (1), 197-212
IZA Discussion Paper No. 11405
Upward and Downward Bias When Measuring Inequality of Opportunity
Paolo Brunori, Vito Peragine, Laura Serlenga
published in: Social Choice and Welfare, 2019, 52 (4), 635 - 661
IZA Discussion Paper No. 11365
The Impact of Self-Selection on Performance
Lukas Kiessling, Jonas Radbruch, Sebastian Schaube
substantially revised version published as ' Self-Selection of Peers and Performance' in Management Science, 2022, 68 (11), 7793 - 8514
IZA Discussion Paper No. 11346
International Import Competition and the Decision to Migrate: Evidence from Mexico
Kaveh Majlesi, Gaia Narciso
published in: Journal of Development Economics, 2018, 132, 75-87
IZA Discussion Paper No. 11344
A Comparative Analysis of the Labour Market Performance of University-Educated Immigrants in Australia, Canada, and the United States: Does Policy Matter?
Andrew Clarke, Ana Ferrer, Mikal Skuterud
published in: Journal of Labor Economics, 2019, 37 (S2), S443–S490
IZA Discussion Paper No. 11335
Experienced and Inherited Disadvantage: A Longitudinal Study of Early Adulthood Neighbourhood Careers of Siblings
David Manley, Maarten van Ham, Lina Hedman
published as 'Inherited and Spatial Disadvantages: A Longitudinal Study of Early Adult Neighborhood Careers of Siblings' in: Annals of the American Association of Geographers, 2020, 110 (6), 1670-1689
IZA Discussion Paper No. 11294
Nonseparable Sample Selection Models with Censored Selection Rules: An Application to Wage Decompositions
Iván Fernández-Val, Aico van Vuuren, Francis Vella
IZA Discussion Paper No. 11292
Religion and Abortion: The Role of Politician Identity
Sonia R. Bhalotra, Irma Clots-Figueras, Lakshmi Iyer
published in: Journal of Development Economics, 2021, 53, 102746
IZA Discussion Paper No. 11282
Women and Migration
Francisca M. Antman
published in: Susan L. Averett, Laura M. Argys, and Saul D. Hoffman (eds.), The Oxford Handbook of Women and the Economy, New York: Oxford University Press, 2018, 731-747
IZA Discussion Paper No. 11239
Women's Inheritance Rights Reform and the Preference for Sons in India
Sonia R. Bhalotra, Rachel Brulé, Sanchari Roy
published in: Journal of Development Economics, 2020, 146 (C), 102275
IZA Discussion Paper No. 11231
Changes across Cohorts in Wage Returns to Schooling and Early Work Experiences
Jared Ashworth, V. Joseph Hotz, Arnaud Maurel, Tyler Ransom
published in: Journal of Labor Economics, 2021, 39 (4), 931 - 964
IZA Discussion Paper No. 11173
Do Emigrants Self-Select along Cultural Traits? Evidence from the MENA Countries
Frédéric Docquier, Aysit Tansel, Riccardo Turati
published in: International Migration Review, 2020, 54 (2), 388-422.
IZA Discussion Paper No. 11117
Long-Run Consequences of Health Insurance Promotion: Evidence from a Field Experiment in Ghana
Patrick Opoku Asuming, Hyuncheol Bryant Kim, Armand Sim
IZA Discussion Paper No. 11095
Serving the Public Interest in Several Ways: Theory and Empirics
Robert Dur, Max van Lent
published in: Labour Economics, 2018, 51, 13-24
IZA Discussion Paper No. 11086
Employment Transitions of Women in India: A Panel Analysis
Sudipa Sarkar, Soham Sahoo, Stephan Klasen
published in: World Development, 2019, 115, 291-309
IZA Discussion Paper No. 11023
Does Student Work Really Affect Educational Outcomes? A Review of the Literature
Brecht Neyt, Eddy Omey, Dieter Verhaest, Stijn Baert
revised version published in: Journal of Economic Surveys, 2019, 33 (3), 896 - 921
IZA Discussion Paper No. 11003
Is There Still Son Preference in the United States?
Francine D. Blau, Lawrence M. Kahn, Peter Brummund, Jason B. Cook, Miriam Larson-Koester
published: Journal of Population Economics, 2020, 33 (3), 709-750
IZA Discussion Paper No. 10887
A Joint Hazard-Longitudinal Model of the Timing of Migration, Immigrant Quality, and Labor Market Assimilation
Apoorva Jain, Klara Sabirianova Peter
IZA Discussion Paper No. 10870
Introducing Risk Adjustment and Free Health Plan Choice in Employer-Based Health Insurance: Evidence from Germany
Adam Pilny, Ansgar Wübker, Nicolas R. Ziebarth
published in: Journal of Health Economics, 2017, 56, 330-351
IZA Discussion Paper No. 10841
The Assimilation of Young Workers into the Labour Market in France: A Stochastic Earnings Frontier Approach
Stephen Bazen, Khalid Maman Waziri
IZA Discussion Paper No. 10837
International Emigrant Selection on Occupational Skills
Alexander Patt, Jens Ruhose, Simon Wiederhold, Miguel Flores
published in: Journal of the European Economic Association, 2021, 19(2), 1249-1298
IZA Discussion Paper No. 10821
Unordered Monotonicity
James J. Heckman, Rodrigo Pinto
published in: Econometrica, 2018, 86 (1), 1 - 35 [revised version available as NBER Working Paper No. 23497]
IZA Discussion Paper No. 10800
Eliciting Permanent and Transitory Undeclared Work from Matched Administrative and Survey Data
Peter Elek, János Köllő
IZA Discussion Paper No. 10791
Selection on Ability and the Early Career Growth in the Gender Wage Gap
Eduardo Fraga, Gustavo Gonzaga, Rodrigo R. Soares
IZA Discussion Paper No. 10729
The Changing Nature of Gender Selection into Employment: Europe over the Great Recession
Juan J. Dolado, Cecilia García-Peñalosa, Linas Tarasonis
published in: Economic Policy, 2020, 104, 637-676.
IZA Discussion Paper No. 10699
The Relative Labour Market Performance of Former International Students: Evidence from the Canadian National Graduates Survey
Zong Jia Chen, Mikal Skuterud
IZA Discussion Paper No. 10694
Incorporating Neighbourhood Choice in a Model of Neighbourhood Effects on Income
Maarten van Ham, Sanne Boschman, Matt Vogel
published in: Demography, 2018, 55, 1069 - 1090
IZA Discussion Paper No. 10673
Is the Gender Pay Gap in the US Just the Result of Gender Segregation at Work?
Katie Meara, Francesco Pastore, Allan Webster
IZA Discussion Paper No. 10644
The Selection and Causal Effects of Work Incentives on Labor Productivity: Evidence from a Two-Stage Randomized Controlled Trial in Malawi
Hyuncheol Bryant Kim, Seonghoon Kim, Thomas T. Kim
published as ' The Role of Career and Wage Incentives in Labor Productivity: Evidence from a Two-Stage Field Experiment in Malawi ' in: Review of Economics and Statistics, 2020, 102 (5), 839-851
IZA Discussion Paper No. 10582
The Impact of Traineeships on the Employment of the Mentally Ill: The Role of Partial Compliance
Alberto Martini, Enrico Rettore, Gianpaolo Barbetta
published as 'When Non-Compliance Carries the Day: Evaluating the Effectiveness of an Employment Program for the Severely Mentally Ill' in: Evaluation Review, 2022, 46 (5), 555–577
IZA Discussion Paper No. 10474
The Macrogenoeconomics of Comparative Development
Quamrul Ashraf, Oded Galor
published in: Journal of Economic Literature 2018, 56 (3), 1119–1155
IZA Discussion Paper No. 10454
Working Hours, Promotion and the Gender Gap in the Workplace
Takao Kato, Hiromasa Ogawa, Hideo Owan
IZA Discussion Paper No. 10410
Trust the Police? Self-Selection of Motivated Agents into the German Police Force
Guido Friebel, Michael Kosfeld, Gerd Thielmann
published in: American Economic Journal: Microeconomics, 2019, 11 (4), 59-78
IZA Discussion Paper No. 10271
On the Quantity and Quality of Girls: New Evidence on Abortion, Fertility, and Parental Investments
S Anukriti, Sonia R. Bhalotra, Hiu Tam
published as 'On the Quantity and Quality of Girls: Fertility, Parental Investments and Mortality' in: Economic Journal, 2022, 132 (651), 1 - 36
IZA Discussion Paper No. 10258
Who Runs? Honesty and Self-Selection into Politics
Sebastian Fehrler, Urs Fischbacher, Maik T. Schneider
published as 'Honesty and Self-Selection into Cheap Talk' in: Economic Journal, 2020, 130, 2468-2496
IZA Discussion Paper No. 10180
Family Migration and Relative Earnings Potentials
Mette Foged
published in: Labour Economics, 2016, 42, 87-100
IZA Discussion Paper No. 10157
Wage Decompositions Using Panel Data Sample Selection Correction
Ronald L. Oaxaca, Chung Choe
IZA Discussion Paper No. 9880
Happy People Have Children: Choice and Self-Selection into Parenthood
Sophie Cetre, Andrew E. Clark, Claudia Senik
published in: European Journal of Population, 2016, 32, 445-473
IZA Discussion Paper No. 9696
The Effect of Supplemental Instruction on Academic Performance: An Encouragement Design Experiment
Alfredo R. Paloyo, Sally Rogan, Peter Siminski
published in: Economics of Education Review, 2016, 55, 57-69
IZA Discussion Paper No. 9651
Social Insurance with Competitive Insurance Markets and Risk Misperception
Helmuth Cremer, Kerstin Roeder
published in: Journal of Public Economics, 2017, 146, 138-147.
IZA Discussion Paper No. 9619
Working Time Reductions at the End of the Career: Do They Prolong the Time Spent in Employment?
Andrea Albanese, Bart Cockx, Yannick Thuy
published in: Empirical Economics, 2020, 59, 99–141
IZA Discussion Paper No. 9594
Connections in Scientific Committees and Applicants' Self-Selection: Evidence from a Natural Randomized Experiment
Manuel Bagues, Mauro Sylos-Labini, Natalia Zinovyeva
published in: Labour Economics, 2019, 58, 81-97
IZA Discussion Paper No. 9567
Differential and Distributional Effects of Energy Efficiency Surveys: Evidence from Electricity Consumption
Thomas J. Kniesner, Galib Rustamov
published in: Journal of Benefit Cost Analysis, 2018, 9(3), 375-406
IZA Discussion Paper No. 9538
Can Selective Immigration Policies Reduce Migrants' Quality?
Simone Bertoli, Vianney Dequiedt, Yves Zenou
published in: Journal of Development Economics, 2016, 119, 100-109
IZA Discussion Paper No. 9434
Self‐Selection of Emigrants: Theory and Evidence on Stochastic Dominance in Observable and Unobservable Characteristics
George J. Borjas, Ilpo Kauppinen, Panu Poutvaara
published in: Economic Journal, 2019, 129, 143–171
IZA Discussion Paper No. 9415
Are Sociocultural Factors Important for Studying a Science University Major?
Volker Grossmann, Aderonke Osikominu, Marius Osterfeld
published in: Oxford Economic Papers, 2020, 72 (2), 374-369
IZA Discussion Paper No. 9367
Worker Mobility in a Search Model with Adverse Selection
Carlos Carrillo-Tudela, Leo Kaas
published in: Journal of Economic Theory, 2015, 160, 340 - 386.
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
published in: Labour Economics, 2022, 79, 102237
IZA Discussion Paper No. 9331
Women Have to Enter the Leadership Race to Win: Using Random Selection to Increase the Supply of Women into Senior Positions
Amanda H. Goodall, Margit Osterloh
IZA Discussion Paper No. 9291
Efficiency and Labor Market Dynamics in a Model of Labor Selection
Sanjay K. Chugh, Christian Merkl
published in: International Economic Review, 2016, 57 (4), 1371–1404.
IZA Discussion Paper No. 9264
A Note on Possible Estimation Bias When Studying Persons with Work Disability in Active Labour Market Programs
Christer Gerdes
IZA Discussion Paper No. 9261
Is Privatization Working in Ukraine? New Estimates from Comprehensive Manufacturing Firm Data, 1989-2013
J. David Brown, John S. Earle, Solomiya Shpak, Volodymyr Vakhitov
published as 'Is Privatization Working in Ukraine?' in: Comparative Economic Studies, 2019, 61 (1), 1 - 35
IZA Discussion Paper No. 9164
The Selection of High-Skilled Migrants
Matthias Parey, Jens Ruhose, Fabian Waldinger, Nicolai Netz
published in: Review of Economics and Statistics, 2017, 99(5), 776-792
IZA Discussion Paper No. 9154
Optimal Wage Redistribution in the Presence of Adverse Selection in the Labor Market
Spencer Bastani, Tomer Blumkin, Luca Micheletto
published in: Journal of Public Economics, 2015, 131, 41-57
IZA Discussion Paper No. 9142
Physician Payment Contracts in the Presence of Moral Hazard and Adverse Selection: The Theory and its Application to Ontario
Jasmin Kantarevic, Boris Kralj
published in: Health Economics, 2016, 25 (10), 1326-40.
IZA Discussion Paper No. 9049
Overeducation: A Disease of the School-to-Work Transition System
Floro Ernesto Caroleo, Francesco Pastore
published in: G. Coppola and N. O'Higgins (eds): Youth and the Crisis: Unemployment, Education and Health in Europe, Routledge, 2016, 36-56
IZA Discussion Paper No. 9004
Economic Uncertainty, Parental Selection, and Children's Educational Outcomes
Arnaud Chevalier, Olivier Marie
published in: Journal of Political Economy, 2017, 125 (2), 393-430
IZA Discussion Paper No. 8902
Finance for All: The Impact of Financial Literacy Training in Compulsory Secondary Education in Spain
Laura Hospido, Ernesto Villanueva, Gema Zamarro
IZA Discussion Paper No. 8752
Native-Immigrant Gaps in Educational and School-to-Work Transitions in the Second Generation: The Role of Gender and Ethnicity
Stijn Baert, Frank Heiland, Sanders Korenman
revised version published in: De Economist, 2016, 164, 159 - 186
IZA Discussion Paper No. 8741
Sexual Orientation Discrimination in the United Kingdom's Labour Market: A Field Experiment
Nick Drydakis
published in: Human Relations, 2015, 68(11), 1769-1796
IZA Discussion Paper No. 8735
College Expansion and the Marginal Returns to Education: Evidence from Russia
Olga Belskaya, Klara Sabirianova Peter, Christian Posso
IZA Discussion Paper No. 8682
New Directions in Immigration Policy: Canada's Evolving Approach to the Selection of Economic Immigrants
Ana Ferrer, Garnett Picot, W. Craig Riddell
published in: International Migration Review, 2014, 48 (3), 846-867
IZA Discussion Paper No. 8655
How Darwinian Should an Economy Be?
Gilles Saint-Paul
IZA Discussion Paper No. 8633
Does Marriage Make You Healthier?
Nezih Guner, Yuliya Kulikova, Joan Llull
published in: European Economic Review, 2018, 109, 162-190
IZA Discussion Paper No. 8581
Choosing to Be Trained: Do Behavioral Traits Matter?
Utteeyo Dasgupta, Lata Gangadharan, Pushkar Maitra, Subha Mani, Samyukta Subramanian
published in: Journal of Economic Behavior and Organization, 2015, 110, 145-159.
IZA Discussion Paper No. 8477
Broken Gears: The Value Added of Higher Education on Teachers' Academic Achievement
Carlos Felipe Balcázar, Hugo R. Nopo
published in: Higher Education, 2016, 72 (3), 341–361
IZA Discussion Paper No. 8455
Testing for Selection Bias
Joonhwi Joo, Robert J. LaLonde
IZA Discussion Paper No. 8433
The Biocultural Origins of Human Capital Formation
Oded Galor, Marc Klemp
IZA Discussion Paper No. 8344
And the Winners Are... An Axiomatic Approach to Selection from a Set
Daniele Checchi, Gianni De Fraja, Stefano Verzillo
published as 'Selections from ordered sets' in: Social Choice and Welfare, 2018, 50 (4), 677-703
IZA Discussion Paper No. 8338
Bayesian Exploratory Factor Analysis
Gabriella Conti, Sylvia Frühwirth-Schnatter, James J. Heckman, Rémi Piatek
published in: Journal of Econometrics, 2014, 183(1), 31–57
IZA Discussion Paper No. 8337
Unobservable, but Unimportant? The Influence of Personality Traits (and Other Usually Unobserved Variables) for the Evaluation of Labor Market Policies
Marco Caliendo, Robert Mahlstedt, Oscar A. Mitnik
substantially revised version published in: Labour Economics, 2017, 46, 14-25.
IZA Discussion Paper No. 8286
Screening for Honesty
Bradley Ruffle, Yossef Tobol
substantially revised version available as IZA DP No. 9860
IZA Discussion Paper No. 8256
Extremal Quantile Regressions for Selection Models and the Black-White Wage Gap
Xavier D'Haultfoeuille, Arnaud Maurel, Yichong Zhang
published in: Journal of Econometrics, 2018, 203 (1), 129-142
IZA Discussion Paper No. 8195
Return Migration, Self-Selection and Entrepreneurship in Mozambique
Catia Batista, Tara McIndoe Calder, Pedro C. Vicente
published in: Oxford Bulletin of Economics and Statistics, 2017, 79, 797–821.
IZA Discussion Paper No. 8172
Surprising Selection Effects in the UK Car Insurance Market
Edmund Cannon, Giam Pietro Cipriani, Katia Bazar-Rosen
published in: Oxford Economic Papers, 2016, 68 (4), 879-897
IZA Discussion Paper No. 8159
The Lifetime Earnings Premium in the Public Sector: The View from Europe
Matt Dickson, Fabien Postel-Vinay, Hélène Turon
revised version published in: Labour Economics, 2014, 31, 141–161
IZA Discussion Paper No. 8049
Matching Methods in Practice: Three Examples
Guido W. Imbens
published in: Journal of Human Resources, 2015, 50 (2), 373 - 419
IZA Discussion Paper No. 8048
Instrumental Variables: An Econometrician's Perspective
Guido W. Imbens
published in: Statistical Science, 2014, 29 (3), 3232 - 358
IZA Discussion Paper No. 8047
From Micro Data to Causality: Forty Years of Empirical Labor Economics
Bas van der Klaauw
published in: Labour Economics, 2014, 30, 88-97
IZA Discussion Paper No. 8025
Be Fruitful and Multiply? Moderate Fecundity and Long-Run Reproductive Success
Oded Galor, Marc Klemp
IZA Discussion Paper No. 8005
Selection and the Measured Black-White Wage Gap Among Young Women Revisited
James Albrecht, Aico van Vuuren, Susan Vroman
published in: Labour Economics, 2015, 33, 66-71
IZA Discussion Paper No. 7865
Let's Be Selective about Migrant Self-Selection
Costanza Biavaschi, Benjamin Elsner
IZA Discussion Paper No. 7841
The Causal Effect of Deficiency at English on Female Immigrants' Labor Market Outcomes in the UK
Alfonso Miranda, Yu Zhu
published as 'The Effect of Deficiency at English on Female Immigrants' Wage in the UK: Correcting for measurement error, endogenous treatment, and sample selection bias' in: Applied Economics Letters, 2021, 28 (5), 349-353
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