{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,13]],"date-time":"2026-10-13T18:36:31Z","timestamp":1791916591182,"version":"4.3.4"},"reference-count":63,"publisher":"Informa UK Limited","issue":"536","content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Journal of the American Statistical Association"],"published-print":{"date-parts":[[2021,10,2]]},"DOI":"10.1080\/01621459.2021.1891924","type":"journal-article","created":{"date-parts":[[2021,3,10]],"date-time":"2021-03-10T12:23:24Z","timestamp":1615379004000},"page":"1716-1730","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":320,"title":["Matrix Completion Methods for Causal Panel Data Models"],"prefix":"10.1080","volume":"116","author":[{"given":"Susan","family":"Athey","sequence":"first","affiliation":[{"name":"Graduate School of Business, Stanford University, SIEPR, and NBER, Stanford, CA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mohsen","family":"Bayati","sequence":"additional","affiliation":[{"name":"Graduate School of Business, Stanford University, Stanford, CA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nikolay","family":"Doudchenko","sequence":"additional","affiliation":[{"name":"Graduate School of Business, Stanford University, Stanford, CA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guido","family":"Imbens","sequence":"additional","affiliation":[{"name":"Graduate School of Business, and Department of Economics, Stanford University, SIEPR, and NBER, Stanford, CA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Khashayar","family":"Khosravi","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Stanford University, Stanford, CA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2021,5,10]]},"reference":[{"key":"CIT0001","author":"Abadie A.","year":"2019","journal-title":"Journal of Economic Literature"},{"key":"CIT0002","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-economics-080217-053402"},{"key":"CIT0003","doi-asserted-by":"publisher","DOI":"10.1198\/jasa.2009.ap08746"},{"key":"CIT0004","doi-asserted-by":"publisher","DOI":"10.1111\/ajps.12116"},{"key":"CIT0005","doi-asserted-by":"publisher","DOI":"10.1257\/000282803321455188"},{"key":"CIT0006","first-page":"802","volume":"19","author":"Amjad M.","year":"2018","journal-title":"The Journal of Machine Learning Research"},{"key":"CIT0007","volume-title":"An Introduction to Multivariate Statistical Analysis","volume":"2","author":"Anderson T. W.","year":"1958"},{"key":"CIT0008","doi-asserted-by":"publisher","DOI":"10.2307\/j.ctvcm4j72"},{"key":"CIT0009","doi-asserted-by":"publisher","DOI":"10.1016\/S1573-4412(01)05006-1"},{"key":"CIT0010","doi-asserted-by":"publisher","DOI":"10.3386\/w25532"},{"key":"CIT0011","doi-asserted-by":"crossref","unstructured":"Athey, S., and Imbens, G. W. (2018), \u201cDesign-Based Analysis in Difference-in-Differences Settings With Staggered Adoption,\u201d Technical Report, National Bureau of Economic Research.","DOI":"10.3386\/w24963"},{"key":"CIT0012","doi-asserted-by":"publisher","DOI":"10.2307\/3087465"},{"key":"CIT0013","doi-asserted-by":"publisher","DOI":"10.1111\/1468-0262.00392"},{"key":"CIT0014","doi-asserted-by":"publisher","DOI":"10.3982\/ECTA6135"},{"key":"CIT0015","doi-asserted-by":"publisher","DOI":"10.1111\/1468-0262.00273"},{"key":"CIT0016","unstructured":"Bai, J., and Ng, S. (2017), \u201cPrincipal Components and Regularized Estimation of Factor Models,\u201d arXiv no. 1708.08137."},{"key":"CIT0017","unstructured":"Ben-Michael, E., Feller, A., and Rothstein, J. (2018), \u201cThe Augmented Synthetic Control Method,\u201d arXiv no. 1811.04170."},{"key":"CIT0018","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2009.2035722"},{"key":"CIT0019","doi-asserted-by":"publisher","DOI":"10.1007\/s10208-009-9045-5"},{"key":"CIT0020","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2010.2044061"},{"key":"CIT0021","doi-asserted-by":"publisher","DOI":"10.1016\/S1573-4412(84)02014-6"},{"key":"CIT0022","unstructured":"Chamberlain, G. (1993), \u201cFeedback in Panel Data Models,\u201d Technical Report, Harvard-Institute of Economic Research."},{"key":"CIT0023","doi-asserted-by":"crossref","unstructured":"Chernozhukov, V., Wuthrich, K., and Zhu, Y. (2017), \u201cAn Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls,\u201d arXiv no. 1712.09089.","DOI":"10.1920\/wp.cem.2017.6217"},{"key":"CIT0024","doi-asserted-by":"publisher","DOI":"10.17265\/2159-5313\/2016.09.003"},{"key":"CIT0025","unstructured":"Ferman, B., and Pinto, C. (2019), \u201cSynthetic Controls With Imperfect Pre-Treatment Fit,\u201d arXiv no. 1911.08521."},{"key":"CIT0026","doi-asserted-by":"crossref","first-page":"1340","DOI":"10.1109\/LSP.2016.2576979","volume":"23","author":"Gamarnik D.","year":"2016","journal-title":"IEEE Signal Processing Letters"},{"key":"CIT0027","doi-asserted-by":"publisher","DOI":"10.1162\/REST_a_00537"},{"key":"CIT0028","doi-asserted-by":"publisher","DOI":"10.2307\/1913851"},{"key":"CIT0029","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2011.2104999"},{"key":"CIT0030","unstructured":"Hamidi, N., and Bayati, M. (2019), \u201cOn Low-Rank Trace Regression Under General Sampling Distribution,\u201d arXiv no. 1904.08576."},{"key":"CIT0031","first-page":"3367","volume":"16","author":"Hastie T.","year":"2015","journal-title":"Journal of Machine Learning Research"},{"key":"CIT0032","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-84858-7"},{"key":"CIT0033","volume-title":"Causal Inference","author":"Hernan M. A.","year":"2010"},{"key":"CIT0034","doi-asserted-by":"publisher","DOI":"10.1111\/1468-0262.00442"},{"key":"CIT0035","doi-asserted-by":"publisher","DOI":"10.1002\/jae.1230"},{"key":"CIT0036","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781139025751"},{"key":"CIT0037","doi-asserted-by":"publisher","DOI":"10.1257\/jel.47.1.5"},{"key":"CIT0038","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2010.2046205"},{"key":"CIT0039","first-page":"2057","volume":"11","author":"Keshavan R. H.","year":"2010","journal-title":"Journal of Machine Learning Research"},{"key":"CIT0040","doi-asserted-by":"publisher","DOI":"10.1002\/jae.2310"},{"key":"CIT0041","doi-asserted-by":"publisher","DOI":"10.3150\/12-BEJ486"},{"key":"CIT0042","doi-asserted-by":"publisher","DOI":"10.1214\/11-AOS894"},{"key":"CIT0043","volume-title":"Probability in Banach Spaces: Isoperimetry and Processes","author":"Ledoux M.","year":"2013"},{"key":"CIT0044","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.2019.1686986"},{"key":"CIT0045","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/73.1.13"},{"key":"CIT0046","doi-asserted-by":"publisher","DOI":"10.1214\/aop\/1019160263"},{"key":"CIT0047","first-page":"2287","volume":"11","author":"Mazumder R.","year":"2010","journal-title":"Journal of Machine Learning Research"},{"key":"CIT0048","doi-asserted-by":"publisher","DOI":"10.3982\/ECTA9382"},{"key":"CIT0049","doi-asserted-by":"publisher","DOI":"10.1017\/S0266466615000328"},{"key":"CIT0050","doi-asserted-by":"publisher","DOI":"10.1214\/12-STS400"},{"key":"CIT0051","doi-asserted-by":"publisher","DOI":"10.1214\/10-AOS850"},{"key":"CIT0052","first-page":"1665","volume":"13","author":"Negahban S. N.","year":"2012","journal-title":"Journal of Machine Learning Research"},{"key":"CIT0053","doi-asserted-by":"publisher","DOI":"10.1111\/j.1468-0262.2006.00692.x"},{"key":"CIT0054","first-page":"3413","volume":"12","author":"Recht B.","year":"2011","journal-title":"Journal of Machine Learning Research"},{"key":"CIT0055","doi-asserted-by":"publisher","DOI":"10.1214\/10-AOS860"},{"key":"CIT0056","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/70.1.41"},{"key":"CIT0057","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511810725"},{"key":"CIT0058","doi-asserted-by":"crossref","unstructured":"Shaikh, A., and Toulis, P. (2019), \u201c\n                      Randomization Tests in Observational Studies With Staggered Adoption of Treatment\n                      ,\u201d University of Chicago, Becker Friedman Institute for Economics Working Paper 2019\u2013144.","DOI":"10.2139\/ssrn.3509581"},{"key":"CIT0059","first-page":"1321","volume-title":"Advances in Neural Information Processing Systems","volume":"17","author":"Srebro N.","year":"2005"},{"key":"CIT0060","doi-asserted-by":"publisher","DOI":"10.1111\/j.2517-6161.1996.tb02080.x"},{"key":"CIT0061","doi-asserted-by":"publisher","DOI":"10.1007\/s10208-011-9099-z"},{"key":"CIT0062","unstructured":"Wang, Y., Liang, D., Charlin, L., and Blei, D. M. (2018), \u201cThe Deconfounded Recommender: A Causal Inference Approach to Recommendation,\u201d arXiv no. 1808.06581."},{"key":"CIT0063","doi-asserted-by":"publisher","DOI":"10.1017\/pan.2016.2"}],"container-title":["Journal of the American Statistical Association"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/01621459.2021.1891924","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,12,17]],"date-time":"2021-12-17T04:00:21Z","timestamp":1639713621000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/01621459.2021.1891924"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,5,10]]},"references-count":63,"journal-issue":{"issue":"536","published-print":{"date-parts":[[2021,10,2]]}},"alternative-id":["10.1080\/01621459.2021.1891924"],"URL":"https:\/\/doi.org\/10.1080\/01621459.2021.1891924","relation":{},"ISSN":["0162-1459","1537-274X"],"issn-type":[{"value":"0162-1459","type":"print"},{"value":"1537-274X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,5,10]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=uasa20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=uasa20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2018-10-11","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-02-07","order":1,"name":"revised","label":"Revised","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-02-09","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-05-10","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}