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Direct and indirect treatment effects: causal chains and mediation analysis with instrumental variables
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- Huber, Martin & Steinmayr, Andreas, 2017.
"A Framework for Separating Individual Treatment Effects From Spillover, Interaction, and General Equilibrium Effects,"
Rationality and Competition Discussion Paper Series
21, CRC TRR 190 Rationality and Competition.
- Huber, Martin & Steinmayr, Andreas, 2017. "A Framework for Separating Individual Treatment Effects from Spillover, Interaction, and General Equilibrium Effects," IZA Discussion Papers 10648, Institute of Labor Economics (IZA).
- Huber, Martin & Steinmayr, Andreas, 2017. "A framework for separating individual treatment effects from spillover, interaction, and general equilibrium effects," FSES Working Papers 481, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Wunsch, Conny & Strobl, Renate, 2018.
"Identification of causal mechanisms based on between-subject double randomization designs,"
CEPR Discussion Papers
13028, C.E.P.R. Discussion Papers.
- Strobl, Renate & Wunsch, Conny, 2018. "Identification of causal mechanisms based on between-subject double randomization designs," Working papers 2018/19, Faculty of Business and Economics - University of Basel.
- Conny Wunsch & Renate Strobl, 2018. "Identification of Causal Mechanisms Based on Between-Subject Double Randomization Design," CESifo Working Paper Series 7142, CESifo.
- Wunsch, Conny & Strobl, Renate, 2018. "Identification of Causal Mechanisms Based on Between-Subject Double Randomization Designs," IZA Discussion Papers 11626, Institute of Labor Economics (IZA).
- Lochmann, Alexia & Rapoport, Hillel & Speciale, Biagio, 2019.
"The effect of language training on immigrants’ economic integration: Empirical evidence from France,"
European Economic Review, Elsevier, vol. 113(C), pages 265-296.
- Alexia Lochmann & Hillel Rapoport & Biagio Speciale, 2017. "The Effect of Language Training on Immigrants' Economic Integration - Empirical Evidence from France," CESifo Working Paper Series 6460, CESifo.
- Alexia Lochmann & Hillel Rapoport & Biagio Speciale, 2019. "The effect of language training on immigrants’ economic integration: Empirical evidence from France," PSE-Ecole d'économie de Paris (Postprint) halshs-02096347, HAL.
- Lochmann, Alexia & Rapoport, Hillel & Speciale, Biagio, 2018. "The Effect of Language Training on Immigrants' Economic Integration: Empirical Evidence from France," IZA Discussion Papers 11331, Institute of Labor Economics (IZA).
- Alexia Lochmann & Hillel Rapoport & Biagio Speciale, 2019. "The effect of language training on immigrants’ economic integration: Empirical evidence from France," Post-Print halshs-02096347, HAL.
- Fabian Kosse & Thomas Deckers & Pia Pinger & Hannah Schildberg-Hörisch & Armin Falk, 2020.
"The Formation of Prosociality: Causal Evidence on the Role of Social Environment,"
Journal of Political Economy, University of Chicago Press, vol. 128(2), pages 434-467.
- Fabian Kosse & Thomas Deckers & Hannah Schildberg-Horisch & Armin Falk, 2016. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," Working Papers 2016-011, Human Capital and Economic Opportunity Working Group.
- Fabian Kosse & Thomas Deckers & Pia Pinger & Hannah Schildberg-Hörisch & Armin Falk, 2018. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," CESifo Working Paper Series 7068, CESifo.
- Kosse, Fabian & Deckers, Thomas & Schildberg-Hörisch, Hannah & Falk, Armin, 2017. "The formation of prosociality: Causal evidence on the role of social environment," DICE Discussion Papers 266, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
- Kosse, Fabian & Deckers, Thomas & Schildberg-Hörisch, Hannah & Falk, Armin, 2016. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," IZA Discussion Papers 9861, Institute of Labor Economics (IZA).
- Fabian Kosse & Thomas Deckers & Pia Pinger & Hannah Schildberg-Horisch & Armin Falk, 2018. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," Working Papers 2018-025, Human Capital and Economic Opportunity Working Group.
- Kosse, Fabian & Deckers, Thomas & Pinger, Pia & Schildberg-Hörisch, Hannah & Falk, Armin, 2019. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," Rationality and Competition Discussion Paper Series 167, CRC TRR 190 Rationality and Competition.
- Kosse, Fabian & Deckers, Thomas & Pinger, Pia & Schildberg-Hoerisch, Hannah & Falk, Armin, 2020. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," Munich Reprints in Economics 84772, University of Munich, Department of Economics.
- Fabian Kosse & Thomas Deckers & Pia Pinger & Hannah Schildberg-Hörisch & Armin Falk, 2018. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," CRC TR 224 Discussion Paper Series crctr224_2018_013, University of Bonn and University of Mannheim, Germany.
- Fabian Kosse & Thomas Deckers & Hannah Schildberg-Hörisch & Armin Falk, 2016. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," SOEPpapers on Multidisciplinary Panel Data Research 840, DIW Berlin, The German Socio-Economic Panel (SOEP).
- Kantorowicz, Jarosław & Köppl–Turyna, Monika, 2019.
"Disentangling the fiscal effects of local constitutions,"
Journal of Economic Behavior & Organization, Elsevier, vol. 163(C), pages 63-87.
- Köppl-Turyna, Monika & Kantorowicz, Jarosław, 2017. "Disentangling fiscal effects of local constitutions," VfS Annual Conference 2017 (Vienna): Alternative Structures for Money and Banking 168163, Verein für Socialpolitik / German Economic Association.
- Kantorowicz, Jarosław & Köppl-Turyna, Monika, 2017. "Disentangling fiscal effects of local constitutions," Working Papers 06, Agenda Austria.
- Monsees, Daniel & Schmitz, Hendrik, 2023. "The effect of compulsory schooling on vaccination against COVID and Influenza," Ruhr Economic Papers 1011, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
- Bashar, Omar & Mallick, Debdulal, 2021. "Frequency of Shocks, Resilience and Shock Persistence: Evidence from Natural Disasters," MPRA Paper 107517, University Library of Munich, Germany.
- Hoshino, Tadao & Yanagi, Takahide, 2023.
"Treatment effect models with strategic interaction in treatment decisions,"
Journal of Econometrics, Elsevier, vol. 236(2).
- Tadao Hoshino & Takahide Yanagi, 2018. "Treatment Effect Models with Strategic Interaction in Treatment Decisions," Papers 1810.08350, arXiv.org, revised Feb 2023.
- Denise Hörner & Adrien Bouguen & Markus Frölich & Meike Wollni, 2019. "The Effects of Decentralized and Video-based Extension on the Adoption of Integrated Soil Fertility Management – Experimental Evidence from Ethiopia," NBER Working Papers 26052, National Bureau of Economic Research, Inc.
- Kara E. Rudolph & Iván Díaz, 2022. "When the ends do not justify the means: Learning who is predicted to have harmful indirect effects," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 185(S2), pages 573-589, December.
- Francesco Longo & Karl Claxton & Stephen Martin & James Lomas, 2023. "More long‐term care for better healthcare and vice versa: investigating the mortality effects of interactions between these public sectors," Fiscal Studies, John Wiley & Sons, vol. 44(2), pages 189-216, June.
- Marco Doretti & Martina Raggi & Elena Stanghellini, 2022. "Exact parametric causal mediation analysis for a binary outcome with a binary mediator," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 31(1), pages 87-108, March.
- Christian Dippel & Robert Gold & Stephan Heblich & Rodrigo Pinto, 2017.
"Instrumental Variables and Causal Mechanisms: Unpacking the Effect of Trade on Workers and Voters,"
CESifo Working Paper Series
6816, CESifo.
- Gold, Robert & Dippel, Christian & Heblich, Stephan & Pinto, Rodrigo, 2017. "Instrumental Variables and Causal Mechanisms: Unpacking the Effect of Trade on Workers and Voters," VfS Annual Conference 2017 (Vienna): Alternative Structures for Money and Banking 168152, Verein für Socialpolitik / German Economic Association.
- Christian Dippel & Robert Gold & Stephan Heblich & Rodrigo Pinto, 2017. "Instrumental Variables and Causal Mechanisms: Unpacking The Effect of Trade on Workers and Voters," NBER Working Papers 23209, National Bureau of Economic Research, Inc.
- Viviana Celli, 2022. "Causal mediation analysis in economics: Objectives, assumptions, models," Journal of Economic Surveys, Wiley Blackwell, vol. 36(1), pages 214-234, February.
- Guo, Xu & Li, Runze & Liu, Jingyuan & Zeng, Mudong, 2024. "Reprint: Statistical inference for linear mediation models with high-dimensional mediators and application to studying stock reaction to COVID-19 pandemic," Journal of Econometrics, Elsevier, vol. 239(2).
- Martin Huber & Anna Solovyeva, 2020.
"Direct and Indirect Effects under Sample Selection and Outcome Attrition,"
Econometrics, MDPI, vol. 8(4), pages 1-25, December.
- Huber, Martin & Solovyeva, Anna, 2018. "Direct and indirect effects under sample selection and outcome attrition," FSES Working Papers 496, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Prifti, Ervin & Daidone, Silvio & Davis, Benjamin, 2019. "Causal pathways of the productive impacts of cash transfers: Experimental evidence from Lesotho," World Development, Elsevier, vol. 115(C), pages 258-268.
- Salm, Martin & Siflinger, Bettina & Xie, Mingjia, 2021. "The Effect of Retirement on Mental Health: Indirect Treatment Effects and Causal Mediation," Other publications TiSEM e28efa7f-8219-437c-a26d-2, Tilburg University, School of Economics and Management.
- Eva Deuchert & Martin Huber & Mark Schelker, 2019.
"Direct and Indirect Effects Based on Difference-in-Differences With an Application to Political Preferences Following the Vietnam Draft Lottery,"
Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(4), pages 710-720, October.
- Eva Deuchert & Martin Huber & Mark Schelker, 2016. "Direct and Indirect Effects Based on Difference-in-Differences with an Application to Political Preferences Following the Vietnam Draft Lottery," CESifo Working Paper Series 6000, CESifo.
- Deuchert, Eva & Huber, Martin & Schelker, Mark, 2017. "Direct and indirect effects based on difference-in-differences with an application to political preferences following the Vietnam draft lottery," FSES Working Papers 473, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Mensah, Edouard R. & Shinde, Nilesh & Kakpo, Ange T. & Djenontin, Ida N.S., 2024. "The human well-being outcomes of tree plantations in sub-Saharan Africa: A reassessment of evidence using longitudinal subnational-year data," Forest Policy and Economics, Elsevier, vol. 160(C).
- Gorgens, Tue & Meng, Xin & Zhao, Guochang, 2024. "Impact of Temporary Migration on Long-Run Economic Development: The Legacy of the Sent-down Youth Program," IZA Discussion Papers 16951, Institute of Labor Economics (IZA).
- Karim Bekhtiar, 2023. "The decline of manufacturing employment and the rise of the far-right in Austria," Economics working papers 2023-09, Department of Economics, Johannes Kepler University Linz, Austria.
- Martin Huber, 2016. "Disentangling policy effects into causal channels," IZA World of Labor, Institute of Labor Economics (IZA), pages 259-259, May.
- Martin Huber & Mark Schelker & Anthony Strittmatter, 2022.
"Direct and Indirect Effects based on Changes-in-Changes,"
Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 40(1), pages 432-443, January.
- Huber, Martin & Schelker, Mark & Strittmatter, Anthony, 2019. "Direct and Indirect Effects based on Changes-in- Changes," FSES Working Papers 508, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Martin Huber & Mark Schelker & Anthony Strittmatter, 2019. "Direct and Indirect Effects Based on Changes-in-Changes," CESifo Working Paper Series 7855, CESifo.
- Martin Huber & Mark Schelker & Anthony Strittmatter, 2019. "Direct and Indirect Effects based on Changes-in-Changes," Papers 1909.04981, arXiv.org, revised Oct 2019.
- Huber Martin & Wüthrich Kaspar, 2019.
"Local Average and Quantile Treatment Effects Under Endogeneity: A Review,"
Journal of Econometric Methods, De Gruyter, vol. 8(1), pages 1-27, January.
- Huber, Martin & Wüthrich, Kaspar, 2019. "Local Average and Quantile Treatment Effects Under Endogeneity: A Review," University of California at San Diego, Economics Working Paper Series qt4j29d8sc, Department of Economics, UC San Diego.
- Yu-Chin Hsu & Martin Huber & Yu-Min Yen, 2023. "Doubly Robust Estimation of Direct and Indirect Quantile Treatment Effects with Machine Learning," Papers 2307.01049, arXiv.org.
- Viviana Celli, 2019. "Causal Mediation Analysis in Economics: objectives, assumptions, models," Working Papers 12/19, Sapienza University of Rome, DISS.
- Yi-feng Zhang & Min-xuan Ji & Xiu-zhi Zheng, 2023. "Digital Economy, Agricultural Technology Innovation, and Agricultural Green Total Factor Productivity," SAGE Open, , vol. 13(3), pages 21582440231, August.
- Jiawei Fu, 2024. "Extract Mechanisms from Heterogeneous Effects: Identification Strategy for Mediation Analysis," Papers 2403.04131, arXiv.org, revised Sep 2024.
- Guo, Xu & Li, Runze & Liu, Jingyuan & Zeng, Mudong, 2023. "Statistical inference for linear mediation models with high-dimensional mediators and application to studying stock reaction to COVID-19 pandemic," Journal of Econometrics, Elsevier, vol. 235(1), pages 166-179.
- Martin Huber & Yu‐Chin Hsu & Ying‐Ying Lee & Layal Lettry, 2020.
"Direct and indirect effects of continuous treatments based on generalized propensity score weighting,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 35(7), pages 814-840, November.
- Hsu, Yu-Chin & Huber, Martin & Lee, Ying-Ying & Pipoz, Layal, 2018. "Direct and indirect effects of continuous treatments based on generalized propensity score weighting," FSES Working Papers 495, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Ohrnberger, Julius & Anselmi, Laura & Fichera, Eleonora & Sutton, Matt, 2020. "The effect of cash transfers on mental health: Opening the black box – A study from South Africa," Social Science & Medicine, Elsevier, vol. 260(C).
- Arthur Lewbel, 2019.
"The Identification Zoo: Meanings of Identification in Econometrics,"
Journal of Economic Literature, American Economic Association, vol. 57(4), pages 835-903, December.
- Arthur Lewbel, 2018. "The Identification Zoo - Meanings of Identification in Econometrics," Boston College Working Papers in Economics 957, Boston College Department of Economics, revised 14 Dec 2019.
- Le-Yu Chen & Yu-Min Yen, 2021. "Estimations of the Local Conditional Tail Average Treatment Effect," Papers 2109.08793, arXiv.org, revised May 2024.
- Muhammad Shoukat Malik & Lubna Kanwal, 2018. "Impact of Corporate Social Responsibility Disclosure on Financial Performance: Case Study of Listed Pharmaceutical Firms of Pakistan," Journal of Business Ethics, Springer, vol. 150(1), pages 69-78, June.
- Liu, Shilei & Xu, Jintao, 2019. "Livelihood mushroomed: Examining household level impacts of non-timber forest products (NTFPs) under new management regime in China's state forests," Forest Policy and Economics, Elsevier, vol. 98(C), pages 44-53.
- Soonwoo Kwon & Jonathan Roth, 2024. "Testing Mechanisms," Papers 2404.11739, arXiv.org.
- Avdeenko, Alexandra & Frölich, Markus, 2020. "Research standards in empirical development economics: What’s well begun, is half done," World Development, Elsevier, vol. 127(C).
- Manu Navjeevan & Rodrigo Pinto & Andres Santos, 2023. "Identification and Estimation in a Class of Potential Outcomes Models," Papers 2310.05311, arXiv.org.
- Breda, Thomas & Grenet, Julien & Monnet, Marion & Van Effenterre, Clémentine, 2020. "Do Female Role Models Reduce the Gender Gap in Science? Evidence from French High Schools," IZA Discussion Papers 13163, Institute of Labor Economics (IZA).
- Sung Jae Jun & Joris Pinkse & Haiqing Xu & Neşe Yıldız, 2016. "Multiple Discrete Endogenous Variables in Weakly-Separable Triangular Models," Econometrics, MDPI, vol. 4(1), pages 1-21, February.
- Shishir Shakya & Nabamita Dutta, 2024. "How Individualism Influences Female Financial Inclusion through Education: Evidence from Historical Prevalence of Infectious Diseases," Working Papers 24-03, Department of Economics, Appalachian State University.
- Bijwaard, G.E.; & Jones, A.M.;, 2019. "Education and life-expectancy and how the relationship is mediated through changes in behaviour: a principal stratification approach for hazard rates," Health, Econometrics and Data Group (HEDG) Working Papers 19/05, HEDG, c/o Department of Economics, University of York.
- Shishir Shakya & Nabamita Dutta, 2024. "How Individualism Influences Female Financial Inclusion through Education: Evidence from Historical Prevalence of Infectious Diseases," Working Papers 24-07, Department of Economics, Appalachian State University.