Commentary on “Causal Decision Making and Causal Effect Estimation Are Not the Same…and Why It Matters”: On Loss Functions and Bias–Variance Tradeoffs in Causal Estimation and Decisions
Author
Abstract
Suggested Citation
DOI: 10.1287/ijds.2022.0012
Download full text from publisher
References listed on IDEAS
- Charles F. Manski, 2004.
"Statistical Treatment Rules for Heterogeneous Populations,"
Econometrica, Econometric Society, vol. 72(4), pages 1221-1246, July.
- Charles F. Manski, 2003. "Statistical treatment rules for heterogeneous populations," CeMMAP working papers CWP03/03, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Charles F. Manski, 2003. "Statistical treatment rules for heterogeneous populations," CeMMAP working papers 03/03, Institute for Fiscal Studies.
- repec:dau:papers:123456789/1908 is not listed on IDEAS
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.- Steven F. Lehrer & Tian Xie, 2022.
"The Bigger Picture: Combining Econometrics with Analytics Improves Forecasts of Movie Success,"
Management Science, INFORMS, vol. 68(1), pages 189-210, January.
- Steven F. Lehrer & Tian Xie, 2018. "The Bigger Picture: Combining Econometrics with Analytics Improve Forecasts of Movie Success," NBER Working Papers 24755, National Bureau of Economic Research, Inc.
- Steven Lehrer & Tian Xie, 2020. "The Bigger Picture: Combining Econometrics with Analytics Improve Forecasts of Movie Success," Working Paper 1449, Economics Department, Queen's University.
- Kyle Colangelo & Ying-Ying Lee, 2019. "Double debiased machine learning nonparametric inference with continuous treatments," CeMMAP working papers CWP72/19, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Toru Kitagawa & Aleksey Tetenov, 2021.
"Equality-Minded Treatment Choice,"
Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(2), pages 561-574, March.
- Toru Kitagawa & Aleksey Tetenov, 2017. "Equality-minded treatment choice," CeMMAP working papers CWP10/17, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Toru Kitagawa & Aleksey Tetenov, 2018. "Equality-minded treatment choice," CeMMAP working papers CWP71/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Martin Huber, 2019.
"An introduction to flexible methods for policy evaluation,"
Papers
1910.00641, arXiv.org.
- 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.
- Takalo, Tuomas & Tanayama, Tanja & Toivanen, Otto, 2017.
"Welfare effects of R&D support policies,"
Bank of Finland Research Discussion Papers
30/2017, Bank of Finland.
- Takalo, Tuomas & Tanayama, Tanja & Toivanen, Otto, 2022. "Welfare effects of R&D support policies," Bank of Finland Research Discussion Papers 2/2022, Bank of Finland.
- Toivanen, Otto & Takalo, Tuomas & Tanayama, Tanja, 2017. "Welfare Effects of R&D Support Policies," CEPR Discussion Papers 12155, C.E.P.R. Discussion Papers.
- Tetenov, Aleksey, 2012.
"Statistical treatment choice based on asymmetric minimax regret criteria,"
Journal of Econometrics, Elsevier, vol. 166(1), pages 157-165.
- Aleksey Tetenov, 2009. "Statistical Treatment Choice Based on Asymmetric Minimax Regret Criteria," Carlo Alberto Notebooks 119, Collegio Carlo Alberto.
- Henry, Marc & Onatski, Alexei, 2012.
"Set coverage and robust policy,"
Economics Letters, Elsevier, vol. 115(2), pages 256-257.
- Marc Henry & Alexei Onatski, 2011. "Set Coverage and Robust Policy," CIRJE F-Series CIRJE-F-821, CIRJE, Faculty of Economics, University of Tokyo.
- Marc Henry & Alexei Onatski, 2021. "Set coverage and robust policy," Papers 2106.09784, arXiv.org.
- Marc Henry & Alexei Onatski, 2011. "Set Coverage and Robust Policy," CIRANO Working Papers 2011s-61, CIRANO.
- Piasenti, Stefano & Valente, Marica & Van Veldhuizen, Roel & Pfeifer, Gregor, 2023.
"Does Unfairness Hurt Women? The Effects of Losing Unfair Competitions,"
Working Papers
2023:7, Lund University, Department of Economics.
- Stefano Piasenti & Marica Valente & Roel van Veldhuizen & Gregor Pfeifer & Gregor-Gabriel Pfeifer, 2023. "Does Unfairness Hurt Women? The Effects of Losing Unfair Competitions," CESifo Working Paper Series 10572, CESifo.
- Stefano Piasenti & Marica Valente & Roel van Veldhuizen & Gregor Pfeifer, 2023. "Does Unfairness Hurt Women? The Effects of Losing Unfair Competitions," Working Papers 2023-11, Faculty of Economics and Statistics, Universität Innsbruck.
- Piasenti, Stefano & Valente, Marica & van Veldhuizen, Roel & Pfeifer, Gregor, 2023. "Does Unfairness Hurt Women? The Effects of Losing Unfair Competitions," IZA Discussion Papers 16324, Institute of Labor Economics (IZA).
- Stefano Piasenti & Marica Valente & Roel van Veldhuizen & Gregor Pfeifer, 2023. "Does Unfairness Hurt Women? The Effects of Losing Unfair Competitions," Rationality and Competition Discussion Paper Series 410, CRC TRR 190 Rationality and Competition.
- Steven F. Lehrer & R. Vincent Pohl & Kyungchul Song, 2016. "Targeting Policies: Multiple Testing and Distributional Treatment Effects," NBER Working Papers 22950, National Bureau of Economic Research, Inc.
- Manski, Charles F., 2023.
"Probabilistic prediction for binary treatment choice: With focus on personalized medicine,"
Journal of Econometrics, Elsevier, vol. 234(2), pages 647-663.
- Charles F. Manski, 2021. "Probabilistic Prediction for Binary Treatment Choice: with Focus on Personalized Medicine," NBER Working Papers 29358, National Bureau of Economic Research, Inc.
- Charles F. Manski, 2021. "Probabilistic Prediction for Binary Treatment Choice: with focus on personalized medicine," Papers 2110.00864, arXiv.org.
- Yan Liu, 2022. "Policy Learning under Endogeneity Using Instrumental Variables," Papers 2206.09883, arXiv.org, revised Mar 2024.
- Masahiro Kato & Masaaki Imaizumi & Takuya Ishihara & Toru Kitagawa, 2023. "Asymptotically Optimal Fixed-Budget Best Arm Identification with Variance-Dependent Bounds," Papers 2302.02988, arXiv.org, revised Jul 2023.
- Eric Mbakop & Max Tabord‐Meehan, 2021.
"Model Selection for Treatment Choice: Penalized Welfare Maximization,"
Econometrica, Econometric Society, vol. 89(2), pages 825-848, March.
- Eric Mbakop & Max Tabord-Meehan, 2016. "Model Selection for Treatment Choice: Penalized Welfare Maximization," Papers 1609.03167, arXiv.org, revised Dec 2020.
- Isaiah Andrews & Toru Kitagawa & Adam McCloskey, 2024.
"Inference on Winners,"
The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(1), pages 305-358.
- Isaiah Andrews & Toru Kitagawa & Adam McCloskey, 2018. "Inference on winners," CeMMAP working papers CWP73/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Isaiah Andrews & Toru Kitagawa & Adam McCloskey, 2019. "Inference on Winners," NBER Working Papers 25456, National Bureau of Economic Research, Inc.
- Isaiah Andrews & Toru Kitagawa & Adam McCloskey, 2018. "Inference on winners," CeMMAP working papers CWP31/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Isaiah Andrews & Toru Kitagawa & Adam McCloskey, 2020. "Inference on winners," CeMMAP working papers CWP43/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Romain Aeberhardt & Élise Coudin & Roland Rathelot, 2017.
"The heterogeneity of ethnic employment gaps,"
Journal of Population Economics, Springer;European Society for Population Economics, vol. 30(1), pages 307-337, January.
- Romain Aeberhardt & Elise Coudin & Roland Rathelot, 2014. "The Heterogeneity of Ethnic Employment Gaps," Working Papers 2014-23, Center for Research in Economics and Statistics.
- Aeberhard, Romain & Coudin, Elise & Rathelot, Roland, 2016. "The heterogeneity of ethnic employment gaps," CAGE Online Working Paper Series 290, Competitive Advantage in the Global Economy (CAGE).
- Romain Aeberhardt & Elise Coudin & Roland Rathelot, 2016. "The heterogeneity of ethnic employment gaps," RF Berlin - CReAM Discussion Paper Series 1610, Rockwool Foundation Berlin (RF Berlin) - Centre for Research and Analysis of Migration (CReAM).
- Christophe Muller, 2018.
"Optimal Cash Transfers with Distribution Regressions: An Application to Egypt at the Dawn of the XXIst Century,"
AMSE Working Papers
1802, Aix-Marseille School of Economics, France.
- Christophe Muller, 2018. "Optimal Cash Transfers with Distribution Regressions: An Application to Egypt at the Dawn of the XXIst Century," Working Papers halshs-01684570, HAL.
- Bruno Crépon & Gerard J. van den Berg, 2016.
"Active Labor Market Policies,"
Annual Review of Economics, Annual Reviews, vol. 8(1), pages 521-546, October.
- Crépon, Bruno & van den Berg, Gerard J., 2016. "Active labor market policies," Working Paper Series 2016:17, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- Crépon, Bruno & van den Berg, Gerard J., 2016. "Active Labor Market Policies," IZA Discussion Papers 10321, Institute of Labor Economics (IZA).
- Debopam Bhattacharya & Pascaline Dupas & Shin Kanaya, 2013.
"Estimating the Impact of Means-tested Subsidies under Treatment Externalities with Application to Anti-Malarial Bednets,"
CREATES Research Papers
2013-06, Department of Economics and Business Economics, Aarhus University.
- Debopam Bhattacharya & Pascaline Dupas & Shin Kanaya, 2013. "Estimating the Impact of Means-tested Subsidies under Treatment Externalities with Application to Anti-Malarial Bednets," Economics Series Working Papers 646, University of Oxford, Department of Economics.
- Debopam Bhattacharya & Pascaline Dupas & Shin Kanaya, 2013. "Estimating the Impact of Means-tested Subsidies under Treatment Externalities with Application to Anti-Malarial Bednets," NBER Working Papers 18833, National Bureau of Economic Research, Inc.
- Zhengyuan Zhou & Susan Athey & Stefan Wager, 2023.
"Offline Multi-Action Policy Learning: Generalization and Optimization,"
Operations Research, INFORMS, vol. 71(1), pages 148-183, January.
- Zhou, Zhengyuan & Athey, Susan & Wager, Stefan, 2018. "Offline Multi-Action Policy Learning: Generalization and Optimization," Research Papers 3734, Stanford University, Graduate School of Business.
- Zhengyuan Zhou & Susan Athey & Stefan Wager, 2018. "Offline Multi-Action Policy Learning: Generalization and Optimization," Papers 1810.04778, arXiv.org, revised Nov 2018.
- Bertrand,Marianne & Crepon,Bruno Jacques Jean Philippe & Marguerie,Alicia Charlene & Premand,Patrick, 2021.
"Do Workfare Programs Live Up to Their Promises ? Experimental Evidence from Côte d’Ivoire,"
Policy Research Working Paper Series
9611, The World Bank.
- Marianne Bertrand & Bruno Crépon & Alicia Marguerie & Patrick Premand, 2021. "Do Workfare Programs Live Up to Their Promises? Experimental Evidence from Cote D’Ivoire," NBER Working Papers 28664, National Bureau of Economic Research, Inc.
More about this item
Keywords
causal inference; bias–variance tradeoff; policy learning;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:inm:orijds:v:1:y:2022:i:1:p:17-18. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.