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Inference on treatment effects after selection amongst high-dimensional controls

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  1. Batmanov, Alisher & Grigoryeva, Idaliya & Calderón-Hernández, Bruno & González-Téllez, Roberto & Guardiola Ramírez, Alejandro, 2026. "Beliefs, information sharing, and mental health care use among university students," Journal of Development Economics, Elsevier, vol. 180(C).
  2. Kitagawa, Toru & Muris, Chris, 2016. "Model averaging in semiparametric estimation of treatment effects," Journal of Econometrics, Elsevier, vol. 193(1), pages 271-289.
  3. Guido W. Imbens, 2015. "Matching Methods in Practice: Three Examples," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 373-419.
  4. Shukla, Pallavi & Pullabhotla, Hemant K. & Baylis, Kathy, 2022. "Trouble with zero: The limits of subsidizing technology adoption," Journal of Development Economics, Elsevier, vol. 158(C).
  5. Caner, Mehmet & Kock, Anders Bredahl, 2018. "Asymptotically honest confidence regions for high dimensional parameters by the desparsified conservative Lasso," Journal of Econometrics, Elsevier, vol. 203(1), pages 143-168.
  6. Alexander Krei{ss} & Christoph Rothe, 2021. "Inference in Regression Discontinuity Designs with High-Dimensional Covariates," Papers 2110.13725, arXiv.org, revised May 2022.
  7. Teck-Hua Ho & Noah Lim & Sadat Reza & Xiaoyu Xia, 2017. "OM Forum—Causal Inference Models in Operations Management," Manufacturing & Service Operations Management, INFORMS, vol. 19(4), pages 509-525, October.
  8. Strittmatter, Anthony & Wunsch, Conny, 2021. "The Gender Pay Gap Revisited with Big Data: Do Methodological Choices Matter?," Working papers 2021/05, Faculty of Business and Economics - University of Basel.
  9. Alexandre Belloni & Victor Chernozhukov & Ying Wei, 2016. "Post-Selection Inference for Generalized Linear Models With Many Controls," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(4), pages 606-619, October.
  10. Kaila, Heidi & Azad, Abul, 2023. "The effects of crime and violence on food insecurity and consumption in Nigeria," Food Policy, Elsevier, vol. 115(C).
  11. Haroon, Maryiam & Said, Farah & Zafar, Mahniya, 2022. "Fostering non-cognitive skills and academic performance: Experimental evidence from women’s-only colleges in Pakistan," Journal of Asian Economics, Elsevier, vol. 81(C).
  12. Hensel, Lukas & Tekleselassie, Tsegay & Witte, Marc J., 2021. "Formalized Employee Search and Labor Demand," IZA Discussion Papers 14839, IZA Network @ LISER.
  13. Michael C. Knaus & Michael Lechner & Anthony Strittmatter, 2022. "Heterogeneous Employment Effects of Job Search Programs: A Machine Learning Approach," Journal of Human Resources, University of Wisconsin Press, vol. 57(2), pages 597-636.
  14. Miric, Milan & Boudreau, Kevin J. & Jeppesen, Lars Bo, 2019. "Protecting their digital assets: The use of formal & informal appropriability strategies by App developers," Research Policy, Elsevier, vol. 48(8), pages 1-1.
  15. Helmut Wasserbacher & Martin Spindler, 2024. "Credit Ratings: Heterogeneous Effect on Capital Structure," Papers 2406.18936, arXiv.org.
  16. Olmez Turan, Merve & Gilbert, Ben & Flamand, Tulay, 2025. "How good are weather shocks for identifying energy elasticities? A LASSO-IV approach to European natural gas demand," Journal of Commodity Markets, Elsevier, vol. 39(C).
  17. Kovacs, Roxanne J. & Lagarde, Mylene & Cairns, John, 2022. "Can patients improve the quality of care they receive? Experimental evidence from Senegal," World Development, Elsevier, vol. 150(C).
  18. Chakravorty, Bhaskar & Arulampalam, Wiji & Bhatiya, Apurav Yash & Imbert, Clément & Rathelot, Roland, 2024. "Can information about jobs improve the effectiveness of vocational training? Experimental evidence from India," Journal of Development Economics, Elsevier, vol. 169(C).
  19. Matthias Breuer & Harm H. Schütt, 2023. "Accounting for uncertainty: an application of Bayesian methods to accruals models," Review of Accounting Studies, Springer, vol. 28(2), pages 726-768, June.
  20. Alex Armand & Britta Augsburg & Antonella Bancalari & Maitreesh Ghatak, 2023. "Public service delivery, exclusion and externalities: Theory and experimental evidence from India," IFS Working Papers W23/37, Institute for Fiscal Studies.
  21. Byol Kim & Song Liu & Mladen Kolar, 2021. "Two‐sample inference for high‐dimensional Markov networks," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 83(5), pages 939-962, November.
  22. Sebastian Gallegos, 2026. "Replication: “Physical disability and labor market discrimination: evidence from a video résumé field experiment”," Empirical Economics, Springer, vol. 70(6), pages 1-13, June.
  23. Alexandre Belloni & Victor Chernozhukov & Christian Hansen, 2014. "High-Dimensional Methods and Inference on Structural and Treatment Effects," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 29-50, Spring.
  24. Ian W. McKeague & Min Qian, 2015. "An Adaptive Resampling Test for Detecting the Presence of Significant Predictors," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(512), pages 1422-1433, December.
  25. Martin C. Arnold & Thilo Reinschlussel, 2024. "Bootstrap Adaptive Lasso Solution Path Unit Root Tests," Papers 2409.07859, arXiv.org.
  26. Renée, Laëtitia, 2022. "The long-term effects of financial aid and career education: Evidence from a randomized experiment," CLEF Working Paper Series 46, Canadian Labour Economics Forum (CLEF), University of Waterloo.
  27. repec:unl:unlfep:wp2403 is not listed on IDEAS
  28. Alexandre Belloni & Victor Chernozhukov, 2015. "Comment," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(512), pages 1449-1451, December.
  29. David Cheng & Abhishek Chakrabortty & Ashwin N. Ananthakrishnan & Tianxi Cai, 2020. "Estimating average treatment effects with a double‐index propensity score," Biometrics, The International Biometric Society, vol. 76(3), pages 767-777, September.
  30. Pollack, Adam B. & Kaufmann, Robert K., 2022. "Increasing storm risk, structural defense, and house prices in the Florida Keys," Ecological Economics, Elsevier, vol. 194(C).
  31. Armand, Alex & Augsburg, Britta & Bancalari, Antonella & Kameshwara, Kalyan Kumar, 2026. "Corrigendum to “Religious proximity and misinformation: Experimental evidence from a mobile phone-based campaign in India” [Journal of Health Economics Volume 96, June 2024, 102883]," Journal of Health Economics, Elsevier, vol. 106(C).
  32. Bütikofer, Aline & Ginja, Rita & Landaud, Fanny & Løken, Katrine, 2020. "School Selectivity, Peers, and Mental Health," Discussion Paper Series in Economics 21/2020, Norwegian School of Economics, Department of Economics.
  33. González, Felipe & Muñoz, Pablo & Prem, Mounu, 2021. "Lost in transition? The persistence of dictatorship mayors," Journal of Development Economics, Elsevier, vol. 151(C).
  34. Joshua Angrist & Miikka Rokkanen, 2012. "Wanna Get Away? RD Identification Away from the Cutoff," NBER Working Papers 18662, National Bureau of Economic Research, Inc.
  35. Chen, Ya & Tsionas, Mike G. & Zelenyuk, Valentin, 2021. "LASSO+DEA for small and big wide data," Omega, Elsevier, vol. 102(C).
  36. Moonwon Chung & Luv Sharma & Manoj K. Malhotra, 2023. "Impact of Modularity Design on Mobile App Launch Success," Manufacturing & Service Operations Management, INFORMS, vol. 25(2), pages 756-774, March.
  37. Ben Gillen & Erik Snowberg & Leeat Yariv, 2015. "Experimenting with Measurement Error: Techniques with Applications to the Caltech Cohort Study," NBER Working Papers 21517, National Bureau of Economic Research, Inc.
  38. He, Yi & Jaidee, Sombut & Gao, Jiti, 2023. "Most powerful test against a sequence of high dimensional local alternatives," Journal of Econometrics, Elsevier, vol. 234(1), pages 151-177.
  39. Mckenzie,David J. & Sansone,Dario & Mckenzie,David J. & Sansone,Dario, 2017. "Man vs. machine in predicting successful entrepreneurs : evidence from a business plan competition in Nigeria," Policy Research Working Paper Series 8271, The World Bank.
  40. D’Amour, Alexander & Ding, Peng & Feller, Avi & Lei, Lihua & Sekhon, Jasjeet, 2021. "Overlap in observational studies with high-dimensional covariates," Journal of Econometrics, Elsevier, vol. 221(2), pages 644-654.
  41. Do Nascimento Miguel, Jérémy, 2024. "Returns to quality in rural agricultural markets: Evidence from wheat markets in Ethiopia," Journal of Development Economics, Elsevier, vol. 171(C).
  42. Rishabh Tyagi & Peter Eibich & Vegard F. Skirbekk, 2024. "Gender norms and partnership dissolution following involuntary job loss in Germany," MPIDR Working Papers WP-2024-027, Max Planck Institute for Demographic Research, Rostock, Germany.
  43. Monica P Bhatt & Sara B Heller & Max Kapustin & Marianne Bertrand & Christopher Blattman, 2024. "Predicting and Preventing Gun Violence: An Experimental Evaluation of READI Chicago," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(1), pages 1-56.
  44. Ahsan Jansson, Cecilia & Patil, Vikram & Vecci, Joe & Chellattan Veettil , Prakashan & Yashodha, Yashodha, 2023. "Locus of Control and Economic Decision-Making: A Field Experiment in Odisha, India," Working Papers in Economics 833, University of Gothenburg, Department of Economics.
  45. Joseph Antonelli & Matthew Cefalu & Nathan Palmer & Denis Agniel, 2018. "Doubly robust matching estimators for high dimensional confounding adjustment," Biometrics, The International Biometric Society, vol. 74(4), pages 1171-1179, December.
  46. Michael Danquah & Solomon Owusu, 2021. "Digital technology and productivity of informal enterprises: Empirical evidence from Nigeria," WIDER Working Paper Series wp-2021-114, World Institute for Development Economic Research (UNU-WIDER).
  47. Manda, Constantine & Sango, Danford & Hoffmann, Vivian & de Brauw, Alan & Zakaria, Zakayo & Temba, George & Brown, Elizabeth & Richards, Dorothy & Rashid, Said, 2025. "Overcoming budget constraints to healthy diets: Evidence from urban Tanzania," IFPRI discussion papers 2372, International Food Policy Research Institute (IFPRI).
  48. Rao, Manaswini & Shenoy, Ashish, 2023. "Got (clean) milk? Organization, incentives, and management in Indian dairy cooperatives," Journal of Economic Behavior & Organization, Elsevier, vol. 212(C), pages 708-722.
  49. Michael J. Weir & Thomas W. Sproul, 2019. "Identifying Drivers of Genetically Modified Seafood Demand: Evidence from a Choice Experiment," Sustainability, MDPI, vol. 11(14), pages 1-21, July.
  50. Yash Raj Shrestha & Vivianna Fang He & Phanish Puranam & Georg von Krogh, 2021. "Algorithm Supported Induction for Building Theory: How Can We Use Prediction Models to Theorize?," Organization Science, INFORMS, vol. 32(3), pages 856-880, May.
  51. Clarke, Damian, 2023. "The Economics of Abortion Policy," IZA Discussion Papers 16395, IZA Network @ LISER.
  52. Alex Armand & Britta Augsburg & Antonella Bancalari, 2021. "Coordination and the poor maintenance trap: an experiment on public infrastructure in India," NOVAFRICA Working Paper Series wp2110, Universidade Nova de Lisboa, Nova School of Business and Economics, NOVAFRICA.
  53. John A. List & Ian Muir & Gregory Sun, 2024. "Using machine learning for efficient flexible regression adjustment in economic experiments," Econometric Reviews, Taylor & Francis Journals, vol. 44(1), pages 2-40, July.
  54. Stefano Cabras & J. D. Tena, 2023. "Implicit institutional incentives and individual decisions: Causal inference with deep learning models," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(6), pages 3739-3754, September.
  55. Alexander Kreiss & Christoph Rothe, 2023. "Inference in regression discontinuity designs with high-dimensional covariates," The Econometrics Journal, Royal Economic Society, vol. 26(2), pages 105-123.
  56. Ji, Chengyuan & Jiang, Junyan & Zhang, Yujin, 2024. "Political trust and government performance in the time of COVID-19," World Development, Elsevier, vol. 176(C).
  57. Chauhan, Tarana, 2025. "Accounting for Empowerment? Examining Women's Financial Inclusion in India," GLO Discussion Paper Series 1689, Global Labor Organization (GLO).
  58. Toru Kitagawa & Chris Muris, 2013. "Covariate selection and model averaging in semiparametric estimation of treatment effects," CeMMAP working papers CWP61/13, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  59. Zhu, Ying, 2013. "Sparse Linear Models and Two-Stage Estimation in High-Dimensional Settings with Possibly Many Endogenous Regressors," MPRA Paper 49846, University Library of Munich, Germany.
  60. Jin, Wei & van der Ploeg, Frederick & Zhang, Lin, 2024. "How clean capital slows down disinvestment of carbon-intensive capital in the low-carbon transition," Journal of Economic Dynamics and Control, Elsevier, vol. 162(C).
  61. Bernhard C. Dannemann & Erkan Goeren, 2025. "Where Does the Money Go? Spatial Patterns in the Distribution of World Bank Foreign Aid Projects," Working Papers V-451-25, University of Oldenburg, Department of Economics, revised Mar 2025.
  62. Alex Armand & Frederica Mendonca & Wayne Aaron Sandholtz & Pedro C. Vicente, 2024. "On the political economy of urbanization: experimental evidence from Mozambique," NOVAFRICA Working Paper Series wp2403, Universidade Nova de Lisboa, Nova School of Business and Economics, NOVAFRICA.
  63. Loh, Wen Wei & Ren, Dongning, 2021. "Data-driven Covariate Selection for Confounding Adjustment by Focusing on the Stability of the Effect Estimator," OSF Preprints yve6u, Center for Open Science.
  64. Leight, Jessica & Hirvonen, Kalle & Karachiwalla, Naureen & Rakshit, Deboleena, 2025. "Displacement and development: Evidence from a graduation program for Somalia’s ultra-poor," IFPRI discussion papers 2356, International Food Policy Research Institute (IFPRI).
  65. Ya Chen & Mike Tsionas & Valentin Zelenyuk, 2020. "LASSO DEA for small and big data," CEPA Working Papers Series WP022020, School of Economics, University of Queensland, Australia.
  66. Travis J. Lybbert & Ashish Shenoy & Tomoé Bourdier & Caitlin Kieran, 2024. "Striving to revive pulses in India with extension, input subsidies, and output price supports†," American Journal of Agricultural Economics, John Wiley & Sons, vol. 106(3), pages 1167-1192, May.
  67. Alexandre Belloni & Victor Chernozhukov & Christian Hansen & Damian Kozbur, 2016. "Inference in High-Dimensional Panel Models With an Application to Gun Control," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(4), pages 590-605, October.
  68. Armand, Alex & Augsburg, Britta & Bancalari, Antonella & Kameshwara, Kalyan Kumar, 2022. "Social Proximity and Misinformation: Experimental Evidence from a Mobile Phone-Based Campaign in India," CEPR Discussion Papers 16492, Centre for Economic Policy Research.
  69. Byron Botha & Rulof Burger & Kevin Kotzé & Neil Rankin & Daan Steenkamp, 2023. "Big data forecasting of South African inflation," Empirical Economics, Springer, vol. 65(1), pages 149-188, July.
  70. Chakravorty, Bhaskar & Bhatiya, Apurav Yash & Imbert, Clément & Lohnert, Maximilian & Panda, Poonam & Rathelot, Roland, 2023. "Impact of the COVID-19 crisis on India’s rural youth: Evidence from a panel survey and an experiment," World Development, Elsevier, vol. 168(C).
  71. Liran Einav & Jonathan Levin, 2014. "The Data Revolution and Economic Analysis," Innovation Policy and the Economy, University of Chicago Press, vol. 14(1), pages 1-24.
  72. Linton, Oliver & Seo, Myung Hwan & Whang, Yoon-Jae, 2023. "Testing stochastic dominance with many conditioning variables," Journal of Econometrics, Elsevier, vol. 235(2), pages 507-527.
  73. Baybutt, Adam & Navjeevan, Manu, 2026. "Doubly-robust inference for conditional average treatment effects with high-dimensional controls," Journal of Econometrics, Elsevier, vol. 253(C).
  74. Hagerty, Nick & Zucker, Ariel, 2025. "Price Incentives for Conservation: Experimental Evidence from Groundwater Irrigation," 2025 AAEA & WAEA Joint Annual Meeting, July 27-29, 2025, Denver, CO 361141, Agricultural and Applied Economics Association.
  75. Simone Maxand & Hend Sallam, 2024. "Local Fiscal Effects of Immigration in Germany," CESifo Working Paper Series 11162, CESifo.
  76. Gabriel Okasa, 2022. "Meta-Learners for Estimation of Causal Effects: Finite Sample Cross-Fit Performance," Papers 2201.12692, arXiv.org.
  77. Sylvain Barde & Rowan Cherodian & Guy Tchuente, 2023. "Moran's I Lasso for models with spatially correlated data," Papers 2310.02773, arXiv.org.
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