Direct and indirect treatment effects: causal chains and mediation analysis with instrumental variables
Author
Abstract
Suggested Citation
Download full text from publisher
Other versions of this item:
- Markus Frölich & Martin Huber, 2017. "Direct and indirect treatment effects–causal chains and mediation analysis with instrumental variables," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 79(5), pages 1645-1666, November.
- Frölich, Markus & Huber, Martin, 2015. "Direct and indirect treatment effects: causal chains and mediation analysis with instrumental variables," Working Paper Series 2025:12, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- Frölich, Markus & Huber, Martin, 2015. "Direct and indirect treatment effects: causal chains and mediation analysis with instrumental variables," Working Paper Series 2015:12, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- Frölich, Markus & Huber, Martin, 2014. "Direct and Indirect Treatment Effects: Causal Chains and Mediation Analysis with Instrumental Variables," IZA Discussion Papers 8280, Institute of Labor Economics (IZA).
References listed on IDEAS
- Frandsen, Brigham R. & Frölich, Markus & Melly, Blaise, 2012.
"Quantile treatment effects in the regression discontinuity design,"
Journal of Econometrics, Elsevier, vol. 168(2), pages 382-395.
- Frölich, Markus & Melly, Blaise, 2008. "Quantile Treatment Effects in the Regression Discontinuity Design," IZA Discussion Papers 3638, Institute of Labor Economics (IZA).
- Alan B. Krueger, 1999.
"Experimental Estimates of Education Production Functions,"
The Quarterly Journal of Economics, Oxford University Press, vol. 114(2), pages 497-532.
- Alan B. Krueger, 1997. "Experimental Estimates of Education Production Functions," NBER Working Papers 6051, National Bureau of Economic Research, Inc.
- Alan B. Krueger, 1997. "Experimental Estimates of Education Production Functions," Working Papers 758, Princeton University, Department of Economics, Industrial Relations Section..
- Guido W. Imbens & Whitney K. Newey, 2009.
"Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity,"
Econometrica, Econometric Society, vol. 77(5), pages 1481-1512, September.
- Guido W. Imbens & Whitney K. Newey, 2002. "Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity," NBER Technical Working Papers 0285, National Bureau of Economic Research, Inc.
- Whitney Newey & Guido Imbens, 2004. "Identification and Estimation of Triangular Simultaneous Equations Models without Additivity," Econometric Society 2004 North American Summer Meetings 594, Econometric Society.
- Alberto Abadie & Joshua Angrist & Guido Imbens, 2002.
"Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings,"
Econometrica, Econometric Society, vol. 70(1), pages 91-117, January.
- Alberto Abadie & Joshua Angrist & Guido Imbens, 1999. "Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings," Working papers 99-16, Massachusetts Institute of Technology (MIT), Department of Economics.
- Maximilian Kasy, 2014. "Instrumental Variables with Unrestricted Heterogeneity and Continuous Treatment," Review of Economic Studies, Oxford University Press, vol. 81(4), pages 1614-1636.
- Martin Huber, 2014. "Identifying Causal Mechanisms (Primarily) Based On Inverse Probability Weighting," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 29(6), pages 920-943, September.
- Powdthavee, Nattavudh & Lekfuangfu, Warn N. & Wooden, Mark, 2013.
"The Marginal Income Effect of Education on Happiness: Estimating the Direct and Indirect Effects of Compulsory Schooling on Well-Being in Australia,"
IZA Discussion Papers
7365, Institute of Labor Economics (IZA).
- Nattavudh Powdthavee & Warn N. Lekfuangfu & Mark Wooden, 2013. "The Marginal Income Effect of Education on Happiness: Estimating the Direct and Indirect Effects of Compulsory Schooling on Well-Being in Australia," Melbourne Institute Working Paper Series wp2013n16, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
- Lekfuangfu, Warn N. & Powdthavee, Nattavudh & Wooden, Mark, 2013. "The marginal income effect of education on happiness: estimating the direct and indirect effects of compulsory schooling on well-being in Australia," LSE Research Online Documents on Economics 51552, London School of Economics and Political Science, LSE Library.
- Warn N. Lekfuangfu & Nattavudh Powdthavee & Mark Wooden, 2013. "The Marginal Income Effect of Education on Happiness: Estimating the Direct and Indirect Effects of Compulsory Schooling on Well-Being in Australia," CEP Discussion Papers dp1214, Centre for Economic Performance, LSE.
- Imai, Kosuke & Keele, Luke & Tingley, Dustin & Yamamoto, Teppei, 2011. "Unpacking the Black Box of Causality: Learning about Causal Mechanisms from Experimental and Observational Studies," American Political Science Review, Cambridge University Press, vol. 105(4), pages 765-789, November.
- Flores, Carlos A. & Flores-Lagunes, Alfonso, 2009. "Identification and Estimation of Causal Mechanisms and Net Effects of a Treatment under Unconfoundedness," IZA Discussion Papers 4237, Institute of Labor Economics (IZA).
- Markus Frölich & Martin Huber, 2014.
"Treatment Evaluation With Multiple Outcome Periods Under Endogeneity and Attrition,"
Journal of the American Statistical Association, Taylor & Francis Journals, vol. 109(508), pages 1697-1711, December.
- Frölich, Markus & Huber, Martin, 2014. "Treatment Evaluation with Multiple Outcome Periods under Endogeneity and Attrition," IZA Discussion Papers 7972, Institute of Labor Economics (IZA).
- Frölich, Markus & Huber, Martin, 2014. "Treatment evaluation with multiple outcome periods under endogeneity and attrition," Economics Working Paper Series 1404, University of St. Gallen, School of Economics and Political Science.
- Kasy, Maximilian, "undated". "Instrumental variables with unrestricted heterogeneity and continuous treatment - DON'T CITE! SEE ERRATUM BELOW," Working Paper 33257, Harvard University OpenScholar.
- Toru Kitagawa, 2015. "A Test for Instrument Validity," Econometrica, Econometric Society, vol. 83(5), pages 2043-2063, September.
- Francisca M. Antman, 2011. "International Migration and Gender Discrimination among Children Left Behind," American Economic Review, American Economic Association, vol. 101(3), pages 645-649, May.
- Binzel, Christine & Assaad, Ragui, 2011.
"Egyptian men working abroad: Labour supply responses by the women left behind,"
Labour Economics, Elsevier, vol. 18(S1), pages 98-114.
- Binzel, Christine & Assaad, Ragui, 2011. "Egyptian Men Working Abroad: Labor Supply Responses by the Women Left Behind," IZA Discussion Papers 5589, Institute of Labor Economics (IZA).
- Terza, Joseph V. & Basu, Anirban & Rathouz, Paul J., 2008. "Two-stage residual inclusion estimation: Addressing endogeneity in health econometric modeling," Journal of Health Economics, Elsevier, vol. 27(3), pages 531-543, May.
- Frolich, Markus, 2007.
"Nonparametric IV estimation of local average treatment effects with covariates,"
Journal of Econometrics, Elsevier, vol. 139(1), pages 35-75, July.
- Markus Froelich, 2002. "Nonparametric IV estimation of local average treatment effects with covariates," University of St. Gallen Department of Economics working paper series 2002 2002-19, Department of Economics, University of St. Gallen.
- Frölich, Markus, 2002. "Nonparametric IV Estimation of Local Average Treatment Effects with Covariates," IZA Discussion Papers 588, Institute of Labor Economics (IZA).
- Gardner, Jonathan & Oswald, Andrew J., 2007.
"Money and mental wellbeing: A longitudinal study of medium-sized lottery wins,"
Journal of Health Economics, Elsevier, vol. 26(1), pages 49-60, January.
- Gardner, Jonathan & Oswald, Andrew J., 2006. "Money and Mental Wellbeing : A Longitudinal Study of Medium-Sized Lottery Wins," The Warwick Economics Research Paper Series (TWERPS) 754, University of Warwick, Department of Economics.
- Gardner, Jonathan & Oswald, Andrew J., 2006. "Money and Mental Wellbeing: A Longitudinal Study of Medium-Sized Lottery Wins," IZA Discussion Papers 2233, Institute of Labor Economics (IZA).
- Gardner, Jonathan & Oswald, Andrew J., 2006. "Money and Mental Wellbeing: A Longitudinal Study of Medium-Sized Lottery Wins," Economic Research Papers 269647, University of Warwick - Department of Economics.
- repec:mpr:mprres:6097 is not listed on IDEAS
- Imbens, Guido W & Angrist, Joshua D, 1994.
"Identification and Estimation of Local Average Treatment Effects,"
Econometrica, Econometric Society, vol. 62(2), pages 467-475, March.
- Joshua D. Angrist & Guido W. Imbens, 1995. "Identification and Estimation of Local Average Treatment Effects," NBER Technical Working Papers 0118, National Bureau of Economic Research, Inc.
- Abadie, Alberto, 2003. "Semiparametric instrumental variable estimation of treatment response models," Journal of Econometrics, Elsevier, vol. 113(2), pages 231-263, April.
- James Heckman & Rodrigo Pinto & Peter Savelyev, 2013.
"Understanding the Mechanisms through Which an Influential Early Childhood Program Boosted Adult Outcomes,"
American Economic Review, American Economic Association, vol. 103(6), pages 2052-2086, October.
- James J. Heckman & Rodrigo Pinto & Peter A. Savelyev, 2012. "Understanding the Mechanisms through Which an Influential Early Childhood Program Boosted Adult Outcomes," NBER Working Papers 18581, National Bureau of Economic Research, Inc.
- Heckman, James J. & Pinto, Rodrigo & Savelyev, Peter A., 2012. "Understanding the Mechanisms Through Which an Influential Early Childhood Program Boosted Adult Outcomes," IZA Discussion Papers 7040, Institute of Labor Economics (IZA).
- James J. Heckman & Rodrigo Pinto & Peter A. Savelyev, 2012. "Understanding the Mechanisms through Which an Influential Early Childhood Program Boosted Adult Outcomes," Vanderbilt University Department of Economics Working Papers 12-00011, Vanderbilt University Department of Economics.
- Hayfield, Tristen & Racine, Jeffrey S., 2008. "Nonparametric Econometrics: The np Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i05).
- Peter Z. Schochet & John Burghardt & Sheena McConnell, "undated". "Does Job Corps Work? Impact Findings from the National Job Corps Study," Mathematica Policy Research Reports 5067e4907eba4a4881f510080, Mathematica Policy Research.
- Newey, Whitney K, 1994.
"The Asymptotic Variance of Semiparametric Estimators,"
Econometrica, Econometric Society, vol. 62(6), pages 1349-1382, November.
- Newey, W.K., 1989. "The Asymptotic Variance Of Semiparametric Estimotors," Papers 346, Princeton, Department of Economics - Econometric Research Program.
- Newey, W.K., 1991. "The Asymptotic Variance of Semiparametric Estimators," Working papers 583, Massachusetts Institute of Technology (MIT), Department of Economics.
- Giorgio Brunello & Daniele Fabbri & Margherita Fort, 2013. "The Causal Effect of Education on Body Mass: Evidence from Europe," Journal of Labor Economics, University of Chicago Press, vol. 31(1), pages 195-223.
- Tan, Zhiqiang, 2006. "Regression and Weighting Methods for Causal Inference Using Instrumental Variables," Journal of the American Statistical Association, American Statistical Association, vol. 101, pages 1607-1618, December.
- Mikael Lindahl, 2005.
"Estimating the Effect of Income on Health and Mortality Using Lottery Prizes as an Exogenous Source of Variation in Income,"
Journal of Human Resources, University of Wisconsin Press, vol. 40(1).
- Lindahl, Mikael, 2002. "Estimating the Effect of Income on Health and Mortality Using Lottery Prizes as Exogenous of Variation in Income," IZA Discussion Papers 442, Institute of Labor Economics (IZA).
- Peter Z. Schochet & John Burghardt & Steven Glazerman, 2001. "National Job Corps Study: The Impacts of Job Corps on Participants' Employment and Related Outcomes," Mathematica Policy Research Reports db6c4204b8e1408bb0c6289ec, Mathematica Policy Research.
- Chen, Le-Yu & Szroeter, Jerzy, 2014.
"Testing multiple inequality hypotheses: A smoothed indicator approach,"
Journal of Econometrics, Elsevier, vol. 178(P3), pages 678-693.
- Le-Yu Chen & Jerzy Szroeter, 2012. "Testing multiple inequality hypotheses: a smoothed indicator approach," CeMMAP working papers CWP16/12, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Mu, Ren & van de Walle, Dominique, 2011.
"Left behind to farm? Women's labor re-allocation in rural China,"
Labour Economics, Elsevier, vol. 18(S1), pages 83-97.
- Mu, Ren & van de Walle, Dominique, 2009. "Left behind to farm ? women's labor re-allocation in rural China," Policy Research Working Paper Series 5107, The World Bank.
- Martin Huber & Giovanni Mellace, 2014. "Testing exclusion restrictions and additive separability in sample selection models," Empirical Economics, Springer, vol. 47(1), pages 75-92, August.
- Philip Oreopoulos, 2006. "Estimating Average and Local Average Treatment Effects of Education when Compulsory Schooling Laws Really Matter," American Economic Review, American Economic Association, vol. 96(1), pages 152-175, March.
- Sara Geneletti, 2007. "Identifying direct and indirect effects in a non‐counterfactual framework," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 69(2), pages 199-215, April.
- Kane, Thomas J & Rouse, Cecilia Elena, 1995. "Labor-Market Returns to Two- and Four-Year College," American Economic Review, American Economic Association, vol. 85(3), pages 600-614, June.
- Martin Huber & Giovanni Mellace, 2015.
"Testing Instrument Validity for LATE Identification Based on Inequality Moment Constraints,"
The Review of Economics and Statistics, MIT Press, vol. 97(2), pages 398-411, May.
- Huber, Martin & Mellace, Giovanni, 2011. "Testing instrument validity for LATE identification based on inequality moment constraints," Economics Working Paper Series 1143, University of St. Gallen, School of Economics and Political Science.
- Ahn, Hyungtaik & Powell, James L., 1993. "Semiparametric estimation of censored selection models with a nonparametric selection mechanism," Journal of Econometrics, Elsevier, vol. 58(1-2), pages 3-29, July.
- Jeffrey M. Albert & Suchitra Nelson, 2011. "Generalized Causal Mediation Analysis," Biometrics, The International Biometric Society, vol. 67(3), pages 1028-1038, September.
- Joffe Marshall M & Small Dylan & Ten Have Thomas & Brunelli Steve & Feldman Harold I, 2008. "Extended Instrumental Variables Estimation for Overall Effects," The International Journal of Biostatistics, De Gruyter, vol. 4(1), pages 1-20, April.
- Ruth Miquel, 2002. "Identification of Dynamic Treatment Effects by Instrumental Variables," University of St. Gallen Department of Economics working paper series 2002 2002-11, Department of Economics, University of St. Gallen.
- Thomas R. Ten Have & Marshall M. Joffe & Kevin G. Lynch & Gregory K. Brown & Stephen A. Maisto & Aaron T. Beck, 2007. "Causal Mediation Analyses with Rank Preserving Models," Biometrics, The International Biometric Society, vol. 63(3), pages 926-934, September.
- Peter Z. Schochet & John Burghardt & Sheena McConnell, 2008. "Does Job Corps Work? Impact Findings from the National Job Corps Study," American Economic Review, American Economic Association, vol. 98(5), pages 1864-1886, December.
- Huber, Martin & Lechner, Michael & Wunsch, Conny, 2013. "The performance of estimators based on the propensity score," Journal of Econometrics, Elsevier, vol. 175(1), pages 1-21.
- Mealli, Fabrizia & Rubin, Donald B., 2003. "Assumptions allowing the estimation of direct causal effects," Journal of Econometrics, Elsevier, vol. 112(1), pages 79-87, January.
- Abadie A., 2002. "Bootstrap Tests for Distributional Treatment Effects in Instrumental Variable Models," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 284-292, March.
- Kosuke Imai & Dustin Tingley & Teppei Yamamoto, 2013. "Experimental designs for identifying causal mechanisms," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 176(1), pages 5-51, January.
- Huber, Martin, 2012. "Identifying causal mechanisms in experiments (primarily) based on inverse probability weighting," Economics Working Paper Series 1213, University of St. Gallen, School of Economics and Political Science, revised May 2013.
- repec:mpr:mprres:2951 is not listed on IDEAS
- Bargain, Olivier & Boutin, Delphine, 2014. "Remittances and Child Labour in Africa: Evidence from Burkina Faso," IZA Discussion Papers 8007, Institute of Labor Economics (IZA).
- Lars Skipper & Marianne Simonsen, 2006. "The costs of motherhood: an analysis using matching estimators," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(7), pages 919-934.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- 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.
- Strobl, Renate & Wunsch, Conny, 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.
- 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," PSE-Ecole d'économie de Paris (Postprint) halshs-02096347, HAL.
- 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.
- 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, University of 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- Martin Huber, 2016. "Disentangling policy effects into causal channels," IZA World of Labor, Institute of Labor Economics (IZA), pages 259-259, May.
- 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.
- Martin Huber & Mark Schelker & Anthony Strittmatter, 2019. "Direct and Indirect Effects Based on Changes-in-Changes," CESifo Working Paper Series 7855, CESifo.
- Tadao Hoshino & Takahide Yanagi, 2018. "Treatment Effect Models with Strategic Interaction in Treatment Decisions," Papers 1810.08350, arXiv.org, revised Aug 2020.
- 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.
- Martin Huber & Anna Solovyeva, 2020. "Direct and Indirect Effects under Sample Selection and Outcome Attrition," Econometrics, MDPI, Open Access Journal, vol. 8(4), pages 1-25, December.
- 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.
- 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.
- 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," Papers 1909.04981, arXiv.org, revised Oct 2019.
- Martin Huber & Mark Schelker & Anthony Strittmatter, 2019. "Direct and Indirect Effects Based on Changes-in-Changes," CESifo Working Paper Series 7855, CESifo.
- Avdeenko, Alexandra & Frölich, Markus, 2020. "Research standards in empirical development economics: What’s well begun, is half done," World Development, Elsevier, vol. 127(C).
- 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.
- 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.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Huber, Martin & Wüthrich, Kaspar, 2017. "Evaluating local average and quantile treatment effects under endogeneity based on instruments: a review," FSES Working Papers 479, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Huber, Martin, 2019.
"An introduction to flexible methods for policy evaluation,"
FSES Working Papers
504, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Martin Huber, 2019. "An introduction to flexible methods for policy evaluation," Papers 1910.00641, arXiv.org.
- Viviana Celli, 2019. "Causal Mediation Analysis in Economics: objectives, assumptions, models," Working Papers 12/19, Sapienza University of Rome, DISS.
- Martin Huber & Anna Solovyeva, 2020. "Direct and Indirect Effects under Sample Selection and Outcome Attrition," Econometrics, MDPI, Open Access Journal, vol. 8(4), pages 1-25, December.
- 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.
- 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.
- Martin Huber & Mark Schelker & Anthony Strittmatter, 2019.
"Direct and Indirect Effects Based on Changes-in-Changes,"
CESifo Working Paper Series
7855, CESifo.
- 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," Papers 1909.04981, arXiv.org, revised Oct 2019.
- Hans Fricke & Markus Frölich & Martin Huber & Michael Lechner, 2020.
"Endogeneity and non‐response bias in treatment evaluation – nonparametric identification of causal effects by instruments,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 35(5), pages 481-504, August.
- Fricke, Hans & Frölich, Markus & Huber, Martin & Lechner, Michael, 2015. "Endogeneity and non-response bias in treatment evaluation - nonparametric identification of causal effects by instruments," FSES Working Papers 459, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Fricke, Hans & Frölich, Markus & Huber, Martin & Lechner, Michael, 2015. "Endogeneity and Non-Response Bias in Treatment Evaluation: Nonparametric Identification of Causal Effects by Instruments," IZA Discussion Papers 9428, Institute of Labor Economics (IZA).
- Blaise Melly und Kaspar Wüthrich, 2016. "Local quantile treatment effects," Diskussionsschriften dp1605, Universitaet Bern, Departement Volkswirtschaft.
- Eva Deuchert & Martin Huber, 2017.
"A Cautionary Tale About Control Variables in IV Estimation,"
Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(3), pages 411-425, June.
- Deuchert, Eva & Huber, Martin, 2014. "A cautionary tale about control variables in IV estimation," FSES Working Papers 453, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Deuchert, Eva & Huber, Martin, 2014. "A cautionary tale about control variables in IV estimation," Economics Working Paper Series 1439, University of St. Gallen, School of Economics and Political Science.
- Markus Frölich & Martin Huber, 2014.
"Treatment Evaluation With Multiple Outcome Periods Under Endogeneity and Attrition,"
Journal of the American Statistical Association, Taylor & Francis Journals, vol. 109(508), pages 1697-1711, December.
- Frölich, Markus & Huber, Martin, 2014. "Treatment evaluation with multiple outcome periods under endogeneity and attrition," Economics Working Paper Series 1404, University of St. Gallen, School of Economics and Political Science.
- Frölich, Markus & Huber, Martin, 2014. "Treatment Evaluation with Multiple Outcome Periods under Endogeneity and Attrition," IZA Discussion Papers 7972, Institute of Labor Economics (IZA).
- Ozkan Eren & Serkan Ozbeklik, 2014. "Who Benefits From Job Corps? A Distributional Analysis Of An Active Labor Market Program," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 29(4), pages 586-611, June.
- Yingying DONG & Ying-Ying LEE & Michael GOU, 2019. "Regression Discontinuity Designs with a Continuous Treatment," Discussion papers 19058, Research Institute of Economy, Trade and Industry (RIETI).
- Huber, Martin, 2012. "Identifying causal mechanisms in experiments (primarily) based on inverse probability weighting," Economics Working Paper Series 1213, University of St. Gallen, School of Economics and Political Science, revised May 2013.
- Joshua D. Angrist, 2004.
"Treatment effect heterogeneity in theory and practice,"
Economic Journal, Royal Economic Society, vol. 114(494), pages 52-83, March.
- Joshua D. Angrist, 2003. "Treatment Effect Heterogeneity in Theory and Practice," NBER Working Papers 9708, National Bureau of Economic Research, Inc.
- Joshua Angrist, 2004. "Treatment Effect Heterogeneity in Theory and Practice," Econometric Society 2004 North American Winter Meetings 186, Econometric Society.
- Angrist, Joshua, 2003. "Treatment Effect Heterogeneity in Theory and Practice," IZA Discussion Papers 851, Institute of Labor Economics (IZA).
- Martin Huber & Michael Lechner & Giovanni Mellace, 2017.
"Why Do Tougher Caseworkers Increase Employment? The Role of Program Assignment as a Causal Mechanism,"
The Review of Economics and Statistics, MIT Press, vol. 99(1), pages 180-183, March.
- Huber, Martin & Mellace, Giovanni & Lechner, Michael, 2014. "Why do tougher caseworkers increase employment? The role of programme assignment as a causal mechanism," Economics Working Paper Series 1414, University of St. Gallen, School of Economics and Political Science.
- Guido W. Imbens & Jeffrey M. Wooldridge, 2009.
"Recent Developments in the Econometrics of Program Evaluation,"
Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
- Guido M. Imbens & Jeffrey M. Wooldridge, 2008. "Recent Developments in the Econometrics of Program Evaluation," NBER Working Papers 14251, National Bureau of Economic Research, Inc.
- Wooldridge, Jeffrey M. & Imbens, Guido, 2009. "Recent Developments in the Econometrics of Program Evaluation," Scholarly Articles 3043416, Harvard University Department of Economics.
- Guido Imbens & Jeffrey M. Wooldridge, 2008. "Recent developments in the econometrics of program evaluation," CeMMAP working papers CWP24/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Imbens, Guido W. & Wooldridge, Jeffrey M., 2008. "Recent Developments in the Econometrics of Program Evaluation," IZA Discussion Papers 3640, Institute of Labor Economics (IZA).
- Christina Felfe & Martin Huber, 2017.
"Does preschool boost the development of minority children?: the case of Roma children,"
Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 180(2), pages 475-502, February.
- Felfe, Christina & Huber, Martin, 2015. "Does preschool boost the development of minority children? The case of Roma children," FSES Working Papers 455, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Jiang, Wei & Lu, Yi & Xie, Huihua, 2020. "Education and mental health: Evidence and mechanisms," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 407-437.
- Conny Wunsch & Renate Strobl, 2018. "Identification of Causal Mechanisms Based on Between-Subject Double Randomization Design," CESifo Working Paper Series 7142, CESifo.
More about this item
JEL classification:
- C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
- C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ifs:cemmap:31/14. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Emma Hyman). General contact details of provider: http://edirc.repec.org/data/cmifsuk.html .
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.