Machine Learning for Staggered Difference-in-Differences and Dynamic Treatment Effect Heterogeneity
Hatamyar, Julia and Kreif, Noemi and Rocha, Rudi and Huber, Martin, (2023) | Working paper

It is never too LATE: a new look at local average treatment effects with or without defiers
Christian M Dahl, Martin Huber, Giovanni Mellace, The Econometrics Journal (2023) | Article

Doubly Robust Estimation of Direct and Indirect Quantile Treatment Effects with Machine Learning
Hsu, Y.-C. and Huber, M. and Yen, Y.-M., arXiv (2023) | Autre

Flagging cartel participants with deep learning based on convolutional neural networks
Huber, M. and Imhof, D., International Journal of Industrial Organization (2023) | Article

How causal machine learning can leverage marketing strategies: Assessing and improving the performance of a coupon campaign
Langen, H. and Huber, M., PLoS ONE (2023) | Article

How residence permits affect the labor market attachment of foreign workers: Evidence from a migration lottery in Liechtenstein
Buechel, B. and Gangl, S. and Huber, M., European Economic Review (2023) | Article

Treatment Effect Analysis for Pairs with Endogenous Treatment Takeup
Kormos, M. and Lieli, R.P. and Huber, M., arXiv (2023) | Autre

When does gender occupational segregation start? An experimental evaluation of the effects of gender and parental occupation in the apprenticeship labor market
Fernandes, A. and Huber, M. and Plaza, C., Economics of Education Review (2023) | Article

A Machine Learning Approach for Flagging Incomplete Bid-Rigging Cartels
Wallimann, H. and Imhof, D. and Huber, M., Computational Economics (2022) | Article

Bounds on direct and indirect effects under treatment/mediator endogeneity and outcome attrition
Huber, M. and Lafférs, L., Econometric Reviews (2022) | Article

Business analytics meets artificial intelligence: Assessing the demand effects of discounts on Swiss train tickets
Huber, M. and Meier, J. and Wallimann, H., Transportation Research Part B: Methodological (2022) | Article

Causal mediation analysis with double machine learning
Farbmacher, H. and Huber, M. and Laffers, L. and Langen, H. and Spindler, M., Econometrics Journal (2022) | Article

Detecting Grouped Local Average Treatment Effects and Selecting True Instruments
Apfel, N. and Farbmacher, H. and Groh, R. and Huber, M. and Langen, H., arXiv (2022) | Autre

Direct and Indirect Effects based on Changes-in-Changes
Huber, M. and Schelker, M. and Strittmatter, A., Journal of Business and Economic Statistics (2022) | Article

Evaluating (weighted) dynamic treatment effects by double machine learning
Bodory, H. and Huber, M. and Laffers, L., Econometrics Journal (2022) | Article

From Homemakers to Breadwinners? How Mandatory Kindergarten Affects Maternal Labour Market Outcomes
Gangl, S. and Huber, M., SSRN (2022) | Autre

Perceived Anonymity and Cheating in an Online Experiment
Denisova-Schmidt, E. and Huber, M. and Prytula, Y., Eastern European Economics (2022) | Article

Testing the identification of causal effects in observational data
Huber, M. and Kueck, J., arXiv (2022) | Autre

The fiscal response to revenue shocks
Berset, S. and Huber, M. and Schelker, M., International Tax and Public Finance (2022) | Article

Transnational machine learning with screens for flagging bid-rigging cartels
Huber, M. and Imhof, D. and Ishii, R., Journal of the Royal Statistical Society. Series A: Statistics in Society (2022) | Article

On the Plausibility of the Latent Ignorability Assumption
Martin Huber, Econometrics (2021) | Article

A Framework for Separating Individual-Level Treatment Effects From Spillover Effects
Huber, M. and Steinmayr, A., Journal of Business and Economic Statistics (2021) | Article

An introduction to flexible methods for policy evaluation , in Handbook of Research Methods and Applications in Empirical Microeconomics
Huber, M. (2021) | Chapitre de livre

Assessing the Effects of Seasonal Tariff-rate Quotas on Vegetable Prices in Switzerland
Loginova, D. and Portmann, M. and Huber, M., Journal of Agricultural Economics (2021) | Article

Combining experimental evidence with machine learning to assess anti-corruption educational campaigns among Russian university students
Denisova-Schmidt, E. and Huber, M. and Leontyeva, E. and Solovyeva, A., Empirical Economics (2021) | Article

Gender differences in wage expectations
Fernandes, A. and Huber, M. and Vaccaro, G., PLoS ONE (2021) | Article

Instrument-based estimation with binarised treatments: issues and tests for the exclusion restriction
Andresen, M.E. and Huber, M., Econometrics Journal (2021) | Article

Time Preferences Across Language Groups: Evidence on Intertemporal Choices from the Swiss Language Border
Herz, H. and Huber, M. and Maillard-Bjedov, T. and Tyahlo, S., Economic Journal (2021) | Article

Mediation Analysis , in Handbook of Labor, Human Resources and Population Economics
Martin Huber (2020) | Chapitre de livre

Kausalanalyse mit maschinellem Lernen
Martin Huber, HMD Praxis der Wirtschaftsinformatik (2020) | Article

Direct and indirect effects of continuous treatments based on generalized propensity score weighting
Huber, M. and Hsu, Y.-C. and Lee, Y.-Y. and Lettry, L., Journal of Applied Econometrics (2020) | Article

Direct and indirect effects under sample selection and outcome attrition
Huber, M. and Solovyeva, A., Econometrics (2020) | Article

Endogeneity and non-response bias in treatment evaluation – nonparametric identification of causal effects by instruments
Fricke, H. and Frölich, M. and Huber, M. and Lechner, M., Journal of Applied Econometrics (2020) | Article

Local Average and Quantile Treatment Effects under Endogeneity: A Review
Huber, M. and Wüthrich, K., Journal of Econometric Methods (2020) | Article

Nonparametric estimation of natural direct and indirect effects based on inverse probability weighting
Hsu, Y.-C. and Huber, M. and Lai, T.-C., Journal of Econometric Methods (2020) | Article

On the Sensitivity of Wage Gap Decompositions
Huber, M. and Solovyeva, A., Journal of Labor Research (2020) | Article

The Finite Sample Performance of Inference Methods for Propensity Score Matching and Weighting Estimators
Bodory, H. and Camponovo, L. and Huber, M. and Lechner, M., Journal of Business and Economic Statistics (2020) | Article

Timing matters: the impact of response measures on COVID-19-related hospitalization and death rates in Germany and Switzerland
Huber, M. and Langen, H., Swiss Journal of Economics and Statistics (2020) | Article

Direct and Indirect Effects Based on Difference-in-Differences With an Application to Political Preferences Following the Vietnam Draft Lottery
Deuchert, E. and Huber, M. and Schelker, M., Journal of Business and Economic Statistics (2019) | Article

Evaluating an Information Campaign about Rural Development Policies in FYR Macedonia
Huber, M. and Kotevska, A. and Stojcheska, A.M. and Solovyeva, A., Agricultural and Resource Economics Review (2019) | Article

Including Covariates in the Regression Discontinuity Design
Frölich, M. and Huber, M., Journal of Business and Economic Statistics (2019) | Article

Machine learning with screens for detecting bid-rigging cartels
Huber, M. and Imhof, D., International Journal of Industrial Organization (2019) | Article

Recent Regional Economic Development in Ukraine: Does history help to explain the differences? , in Regionalism without regions
Martin Huber, Denisova-Schmidt E., Pohorila, N., Prytula, Y., Tyahlo, S (2019) | Chapitre de livre

The effects of anti-corruption videos on attitudes toward corruption in a Ukrainian online survey
Denisova-Schmidt, E. and Huber, M. and Prytula, Y., Eurasian Geography and Economics (2019) | Article

Direct and indirect effects of training vouchers for the unemployed
Huber, M. and Lechner, M. and Strittmatter, A., Journal of the Royal Statistical Society. Series A: Statistics in Society (2018) | Article

A Cautionary Tale About Control Variables in IV Estimation
Deuchert, E. and Huber, M., Oxford Bulletin of Economics and Statistics (2017) | Article

Direct and indirect treatment effects–causal chains and mediation analysis with instrumental variables
Frölich, M. and Huber, M., Journal of the Royal Statistical Society. Series B: Statistical Methodology (2017) | Article

Does preschool boost the development of minority children?: the case of Roma children
Felfe, C. and Huber, M., Journal of the Royal Statistical Society. Series A: Statistics in Society (2017) | Article

Note: Why do tougher caseworkers increase employment? The role of program assignment as a causal mechanism
Huber, M. and Lechner, M. and Mellace, G., Review of Economics and Statistics (2017) | Article

Sharp IV Bounds on Average Treatment Effects on the Treated and Other Populations Under Endogeneity and Noncompliance
Huber, M. and Laffers, L. and Mellace, G., Journal of Applied Econometrics (2017) | Article

Testing the validity of the compulsory schooling law instrument
Bolzern, B. and Huber, M., Economics Letters (2017) | Article

The finite sample performance of semi- and non-parametric estimators for treatment effects and policy evaluation
Frölich, M. and Huber, M. and Wiesenfarth, M., Computational Statistics and Data Analysis (2017) | Article

Disentangling policy effects into causal channels
Martin Huber, IZA World of Labor (2016) | Article

Corruption among Ukrainian businesses: Do firm size, industry and region matter?
Denisova-Schmidt, E. and Huber, M. and Prytula, Y. (State Capture, Political Risks and International Business: Cases from Black Sea Region Countries, 2016) | Livre

Do anti-corruption educational campaigns reach students? Evidence from two cities in Russia and Ukraine
Denisova-Schmidt, E. and Huber, M. and Leontyeva, E., Voprosy Obrazovaniya (2016) | Article

How war affects political attitudes: Evidence from eastern Ukraine
Martin Huber, Svitlana Tyahlo, (2016) | Working paper

On the development of students’ attitudes towards corruption and cheating in Russian universities
Denisova-Schmidt, E. and Huber, M. and Leontyeva, E., European Journal of Higher Education (2016) | Article

The Finite Sample Performance of Estimators for Mediation Analysis Under Sequential Conditional Independence
Huber, M. and Lechner, M. and Mellace, G., Journal of Business and Economic Statistics (2016) | Article

The effect of firms' phased retirement policies on the labor market outcomes of their employees
Huber, M. and Lechner, M. and Wunsch, C., Industrial and Labor Relations Review (2016) | Article

A Test of the Conditional Independence Assumption in Sample Selection Models
Huber, M. and Melly, B., Journal of Applied Econometrics (2015) | Article

An experimental evaluation of an anti-corruption intervention among Ukrainian university students
Denisova-Schmidt, E. and Huber, M. and Prytula, Y., Eurasian Geography and Economics (2015) | Article

Causal Pitfalls in the Decomposition of Wage Gaps
Huber, M., Journal of Business and Economic Statistics (2015) | Article

Radius matching on the propensity score with bias adjustment: tuning parameters and finite sample behaviour
Huber, M. and Lechner, M. and Steinmayr, A., Empirical Economics (2015) | Article

Sharp bounds on causal effects under sample selection
Huber, M. and Mellace, G., Oxford Bulletin of Economics and Statistics (2015) | Article

Should Welfare Administration be Centralized or Decentralized? Evidence from a Policy Experiment
Boockmann, B. and Thomsen, S.L. and Walter, T. and Göbel, C. and Huber, M., German Economic Review (2015) | Article

Testing instrument validity for late identification based on inequality moment constraints
Huber, M. and Mellace, G., Review of Economics and Statistics (2015) | Article

Testing the validity of the sibling sex ratio instrument
Huber, M., Labour (2015) | Article

Workplace health promotion and labour market performance of employees
Huber, M. and Lechner, M. and Wunsch, C., Journal of Health Economics (2015) | Article

Identifying causal mechanisms (primarily) based on inverse probability weighting
Huber, M., Journal of Applied Econometrics (2014) | Article

Regional differences in perceived corruption among Ukrainian firms
Denisova-Schmidt, E. and Huber, M., Eurasian Geography and Economics (2014) | Article

Sensitivity checks for the local average treatment effect
Huber, M., Economics Letters (2014) | Article

Testing exclusion restrictions and additive separability in sample selection models
Huber, M. and Mellace, G., Empirical Economics (2014) | Article

Treatment Evaluation With Multiple Outcome Periods Under Endogeneity and Attrition
Frölich, M. and Huber, M., Journal of the American Statistical Association (2014) | Article

Treatment Evaluation in the Presence of Sample Selection
Huber, M., Econometric Reviews (2014) | Article

A simple test for the ignorability of non-compliance in experiments
Huber, M., Economics Letters (2013) | Article

The performance of estimators based on the propensity score
Huber, M. and Lechner, M. and Wunsch, C., Journal of Econometrics (2013) | Article

Identification of Average Treatment Effects in Social Experiments Under Alternative Forms of Attrition
Huber, M., Journal of Educational and Behavioral Statistics (2012) | Article

Do German Welfare-to-Work Programmes Reduce Welfare Dependency and Increase Employment?
Huber, M. and Lechner, M. and Wunsch, C. and Walter, T., German Economic Review (2011) | Article

Does leaving welfare improve health? Evidence for Germany
Huber, M. and Lechner, M. and Wunsch, C., Health Economics (2011) | Article

Testing for covariate balance using quantile regression and resampling methods
Huber, M., Journal of Applied Statistics (2011) | Article