Exact parametric causal mediation analysis for a binary outcome with a binary mediator
Author
Abstract
Suggested Citation
DOI: 10.1007/s10260-021-00562-w
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Martin Huber & Michael Lechner & Anthony Strittmatter, 2018.
"Direct and indirect effects of training vouchers for the unemployed,"
Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 181(2), pages 441-463, February.
- Huber, Martin & Lechner, Michael & Strittmatter, Anthony, 2015. "Direct and indirect effects of training vouchers for the unemployed," Economics Working Paper Series 1514, University of St. Gallen, School of Economics and Political Science.
- Huber, Martin & Lechner, Michael & Strittmatter, Anthony, 2015. "Direct and Indirect Effects of Training Vouchers for the Unemployed," IZA Discussion Papers 9138, Institute of Labor Economics (IZA).
- Huber, Martin & Lechner, Michael & Strittmatter, Anthony, 2015. "Direct and indirect effects of training vouchers for the unemployed," FSES Working Papers 456, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
- Lechner, Michael & Huber, Martin & Strittmatter, Anthony, 2015. "Direct and indirect effects of training vouchers for the unemployed," CEPR Discussion Papers 10650, C.E.P.R. Discussion Papers.
- Geert Molenberghs & Caroline Beunckens & Cristina Sotto & Michael G. Kenward, 2008. "Every missingness not at random model has a missingness at random counterpart with equal fit," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 70(2), pages 371-388, April.
- R. M. Daniel & B. L. De Stavola & S. N. Cousens & S. Vansteelandt, 2015. "Causal mediation analysis with multiple mediators," Biometrics, The International Biometric Society, vol. 71(1), pages 1-14, March.
- Britta Augsburg & Ralph De Haas & Heike Harmgart & Costas Meghir, 2015.
"The Impacts of Microcredit: Evidence from Bosnia and Herzegovina,"
American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 183-203, January.
- Britta Augsburg & Ralph De Haas & Heike Harmgart & Costas Meghir, 2012. "The Impacts of Microcredit: Evidence from Bosnia and Herzegovina," NBER Working Papers 18538, National Bureau of Economic Research, Inc.
- 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).
- 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.
- Markus Frölich & Martin Huber, 2014. "Direct and indirect treatment effects: causal chains and mediation analysis with instrumental variables," CeMMAP working papers 31/14, Institute for Fiscal Studies.
- 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.
- Markus Frölich & Martin Huber, 2014. "Direct and indirect treatment effects: causal chains and mediation analysis with instrumental variables," CeMMAP working papers CWP31/14, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- 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).
- 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.
- Carlos Cinelli & Chad Hazlett, 2020. "Making sense of sensitivity: extending omitted variable bias," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 82(1), pages 39-67, February.
- Abhijit Banerjee & Dean Karlan & Jonathan Zinman, 2015. "Six Randomized Evaluations of Microcredit: Introduction and Further Steps," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 1-21, January.
- Minna Genbäck & Elena Stanghellini & Xavier Luna, 2015. "Uncertainty intervals for regression parameters with non-ignorable missingness in the outcome," Statistical Papers, Springer, vol. 56(3), pages 829-847, August.
- Huber, Martin, 2019. "A review of causal mediation analysis for assessing direct and indirect treatment effects," FSES Working Papers 500, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Chiara Di Maria & Claudio Rubino & Alessandro Albano, 2024. "The derivative-based approach to nonlinear mediation models: insights and applications," Quality & Quantity: International Journal of Methodology, Springer, vol. 58(5), pages 4383-4405, October.
- Caubet, Miguel & Samoilenko, Mariia & Drouin, Simon & Sinnett, Daniel & Krajinovic, Maja & Laverdière, Caroline & Marcil, Valérie & Lefebvre, Geneviève, 2023. "Bayesian joint modeling for causal mediation analysis with a binary outcome and a binary mediator: Exploring the role of obesity in the association between cranial radiation therapy for childhood acut," Computational Statistics & Data Analysis, Elsevier, vol. 177(C).
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.- Viviana Celli, 2022. "Causal mediation analysis in economics: Objectives, assumptions, models," Journal of Economic Surveys, Wiley Blackwell, vol. 36(1), pages 214-234, February.
- Emily Breza & Cynthia Kinnan, 2021.
"Measuring the Equilibrium Impacts of Credit: Evidence from the Indian Microfinance Crisis,"
The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(3), pages 1447-1497.
- Emily Breza & Cynthia Kinnan, 2018. "Measuring the Equilibrium Impacts of Credit: Evidence from the Indian Microfinance Crisis," Working Papers id:12587, eSocialSciences.
- Emily Breza & Cynthia Kinnan, 2018. "Measuring the Equilibrium Impacts of Credit: Evidence from the Indian Microfinance Crisis," NBER Working Papers 24329, National Bureau of Economic Research, Inc.
- N'dri, Lasme Mathieu & Kakinaka, Makoto, 2020. "Financial inclusion, mobile money, and individual welfare: The case of Burkina Faso," Telecommunications Policy, Elsevier, vol. 44(3).
- Pedro Carneiro & Sokbae Lee & Daniel Wilhelm, 2020.
"Optimal data collection for randomized control trials,"
The Econometrics Journal, Royal Economic Society, vol. 23(1), pages 1-31.
- Pedro Carneiro & Sokbae (Simon) Lee & Daniel Wilhelm, 2016. "Optimal data collection for randomized control trials," CeMMAP working papers CWP15/16, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Pedro Carneiro & Sokbae (Simon) Lee & Daniel Wilhelm, 2017. "Optimal data collection for randomized control trials," CeMMAP working papers 15/17, Institute for Fiscal Studies.
- Pedro Carneiro & Sokbae (Simon) Lee & Daniel Wilhelm, 2017. "Optimal data collection for randomized control trials," CeMMAP working papers 45/17, Institute for Fiscal Studies.
- Pedro Carneiro & Sokbae (Simon) Lee & Daniel Wilhelm, 2017. "Optimal data collection for randomized control trials," CeMMAP working papers CWP15/17, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Carneiro, Pedro & Lee, Sokbae & Wilhelm, Daniel, 2016. "Optimal Data Collection for Randomized Control Trials," IZA Discussion Papers 9908, Institute of Labor Economics (IZA).
- Pedro Carneiro & Sokbae (Simon) Lee & Daniel Wilhelm, 2019. "Optimal Data Collection for Randomized Control Trials," CeMMAP working papers CWP21/19, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Pedro Carneiro & Sokbae (Simon) Lee & Daniel Wilhelm, 2016. "Optimal data collection for randomized control trials," CeMMAP working papers 15/16, Institute for Fiscal Studies.
- Pedro Carneiro & Sokbae (Simon) Lee & Daniel Wilhelm, 2017. "Optimal data collection for randomized control trials," CeMMAP working papers CWP45/17, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Pedro Carneiro & Sokbae Lee & Daniel Wilhelm, 2016. "Optimal Data Collection for Randomized Control Trials," Papers 1603.03675, arXiv.org, revised Aug 2016.
- 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.
- 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.
- 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.
- 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.
- Jonathan Fu & Annette Krauss, 2024. "Preparing fertile ground: how does the quality of business environments affect MSE growth?," Small Business Economics, Springer, vol. 63(1), pages 51-103, June.
- Ragui Assaad & Caroline Krafft & Shaimaa Yassin, 2020.
"Job creation or labor absorption? An analysis of private sector job growth in Egypt,"
Middle East Development Journal, Taylor & Francis Journals, vol. 12(2), pages 177-207, July.
- Ragui Assaad & Caroline Krafft & Shaimaa Yassin, 2018. "Job Creation or Labor Absorption? An Analysis of Private Sector Job Growth in Egypt," Working Papers 1237, Economic Research Forum, revised 14 Oct 2018.
- Ahlin, Christian & Gulesci, Selim & Madestam, Andreas & Stryjan, Miri, 2020.
"Loan contract structure and adverse selection: Survey evidence from Uganda,"
Journal of Economic Behavior & Organization, Elsevier, vol. 172(C), pages 180-195.
- , & Madestam, Andreas & Stryjan, Miri & Ahlin, Christian, 2018. "Loan Contract Structure and Adverse Selection: Survey Evidence from Uganda," CEPR Discussion Papers 12742, C.E.P.R. Discussion Papers.
- 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.
- 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 & 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.
- 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.
- Markus Frölich & Martin Huber, 2014. "Direct and indirect treatment effects: causal chains and mediation analysis with instrumental variables," CeMMAP working papers 31/14, Institute for Fiscal Studies.
- 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).
- 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.
- Markus Frölich & Martin Huber, 2014. "Direct and indirect treatment effects: causal chains and mediation analysis with instrumental variables," CeMMAP working papers CWP31/14, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Gyorgy Molnar & Attila Havas, 2019. "Escaping from the poverty trap with social innovation: a social microcredit programme in Hungary," CERS-IE WORKING PAPERS 1912, Institute of Economics, Centre for Economic and Regional Studies.
- Czura, Kristina, 2015. "Do flexible repayment schedules improve the impact of microcredit?," Discussion Papers in Economics 26608, University of Munich, Department of Economics.
- Karlan, Dean & Osman, Adam & Zinman, Jonathan, 2016. "Follow the money not the cash: Comparing methods for identifying consumption and investment responses to a liquidity shock," Journal of Development Economics, Elsevier, vol. 121(C), pages 11-23.
- Dao, Nguyen Dinh, 2020. "Does the microcredit intervention change the life of the low- and middle-income households in rural Vietnam? Evidence from panel data," World Development Perspectives, Elsevier, vol. 20(C).
- Nakano, Yuko & Magezi, Eustadius F., 2020. "The impact of microcredit on agricultural technology adoption and productivity: Evidence from randomized control trial in Tanzania," World Development, Elsevier, vol. 133(C).
- Laston Petro Manja & Isatou A. Badjie, 2022. "The Welfare Effects of Formal and Informal Financial Access in the Gambia: A Comparative Assessment," SAGE Open, , vol. 12(1), pages 21582440221, March.
- Masselus, Lise & Petrik, Christina & Ankel-Peters, Jörg, 2024.
"Lost in the design space? Construct validity in the microfinance literature,"
Ruhr Economic Papers
1097, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
- Masselus, Lise & Petrik, Christina & Ankel-Peters, Jörg, 2024. "Lost in the Design Space? Construct Validity in the Microfinance Literature," I4R Discussion Paper Series 184, The Institute for Replication (I4R).
- Masselus, Lise & Petrik, Christina & Ankel-Peters, Jörg, 2024. "Lost in the Design Space? Construct Validity in the Microfinance Literature," OSF Preprints nwp8k, Center for Open Science.
- Soojin Park & Peter M. Steiner & David Kaplan, 2018. "Identification and Sensitivity Analysis for Average Causal Mediation Effects with Time-Varying Treatments and Mediators: Investigating the Underlying Mechanisms of Kindergarten Retention Policy," Psychometrika, Springer;The Psychometric Society, vol. 83(2), pages 298-320, June.
- Nene Oumou & Jonathan Goyette, 2016. "Can microcredit impact the activity of small and medium enterprises? New evidence from a Regression Discontinuity Design in Panama," Cahiers de recherche 16-05, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
More about this item
Keywords
Causal inference; Direct and indirect effects; Effect decomposition; Logistic regression; Mediation analysis; Odds ratio;All these keywords.
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:spr:stmapp:v:31:y:2022:i:1:d:10.1007_s10260-021-00562-w. See general information about how to correct material in RePEc.
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 bibliographic 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.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.