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references.bib
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@article{li2022testing,
title = {Testing for Serial Correlation in Autoregressive Exogenous Models with Possible GARCH Errors},
author = {Li, Hanqing and Liu, Xiaohui and Chen, Yuting and Fan, Yawen},
year = 2022,
journal = {Entropy},
publisher = {MDPI},
volume = 24,
number = 8,
pages = 1076
}
@techreport{wang2019lagged,
title={Lagged variables as instruments},
author={Wang, Yu and Bellemare, Marc F},
year={2019},
institution={Working Paper, Department of Applied Economics, University of Minnesota}
}
@article{hill2021endogeneity,
title={Endogeneity: A review and agenda for the methodology-practice divide affecting micro and macro research},
author={Hill, Aaron D and Johnson, Scott G and Greco, Lindsey M and O’Boyle, Ernest H and Walter, Sheryl L},
journal={Journal of Management},
volume={47},
number={1},
pages={105--143},
year={2021},
publisher={SAGE Publications Sage CA: Los Angeles, CA}
}
@article{bellemare2017lagged,
title={Lagged explanatory variables and the estimation of causal effect},
author={Bellemare, Marc F and Masaki, Takaaki and Pepinsky, Thomas B},
journal={The Journal of Politics},
volume={79},
number={3},
pages={949--963},
year={2017},
publisher={University of Chicago Press Chicago, IL}
}
@article{reed2015practice,
title={On the practice of lagging variables to avoid simultaneity},
author={Reed, William Robert},
journal={Oxford Bulletin of Economics and Statistics},
volume={77},
number={6},
pages={897--905},
year={2015},
publisher={Wiley Online Library}
}
@article{fan2012partial,
title = {Partial identification of distributional and quantile treatment effects in difference-in-differences models},
author = {Fan, Yanqin and Yu, Zhengfei},
year = 2012,
journal = {Economics Letters},
publisher = {Elsevier},
volume = 115,
number = 3,
pages = {511--515}
}
@article{frolich2013unconditional,
title = {Unconditional quantile treatment effects under endogeneity},
author = {Fr{\"o}lich, Markus and Melly, Blaise},
year = 2013,
journal = {Journal of Business \& Economic Statistics},
publisher = {Taylor \& Francis},
volume = 31,
number = 3,
pages = {346--357}
}
@article{feder2022causal,
title = {Causal inference in natural language processing: Estimation, prediction, interpretation and beyond},
author = {Feder, Amir and Keith, Katherine A and Manzoor, Emaad and Pryzant, Reid and Sridhar, Dhanya and Wood-Doughty, Zach and Eisenstein, Jacob and Grimmer, Justin and Reichart, Roi and Roberts, Margaret E and others},
year = 2022,
journal = {Transactions of the Association for Computational Linguistics},
publisher = {MIT Press One Broadway, 12th Floor, Cambridge, Massachusetts 02142, USA~…},
volume = 10,
pages = {1138--1158}
}
@inproceedings{singh2020machine,
title = {Machine learning instrument variables for causal inference},
author = {Singh, Amandeep and Hosanagar, Kartik and Gandhi, Amit},
year = 2020,
booktitle = {Proceedings of the 21st ACM Conference on Economics and Computation},
pages = {835--836}
}
@article{masten2022effect,
title = {The effect of omitted variables on the sign of regression coefficients},
author = {Masten, Matthew A and Poirier, Alexandre},
year = 2022,
journal = {arXiv preprint arXiv:2208.00552}
}
@article{yao2018representation,
title = {Representation learning for treatment effect estimation from observational data},
author = {Yao, Liuyi and Li, Sheng and Li, Yaliang and Huai, Mengdi and Gao, Jing and Zhang, Aidong},
year = 2018,
journal = {Advances in neural information processing systems},
volume = 31
}
@article{ramachandra2018deep,
title = {Deep learning for causal inference},
author = {Ramachandra, Vikas},
year = 2018,
journal = {arXiv preprint arXiv:1803.00149}
}
@inproceedings{li2016matching,
title = {Matching via Dimensionality Reduction for Estimation of Treatment Effects in Digital Marketing Campaigns.},
author = {Li, Sheng and Vlassis, Nikos and Kawale, Jaya and Fu, Yun},
year = 2016,
booktitle = {IJCAI},
volume = 16,
pages = {3768--3774}
}
@article{eckles2021bias,
title = {Bias and high-dimensional adjustment in observational studies of peer effects},
author = {Eckles, Dean and Bakshy, Eytan},
year = 2021,
journal = {Journal of the American Statistical Association},
publisher = {Taylor \& Francis},
volume = 116,
number = 534,
pages = {507--517}
}
@article{gordon2019comparison,
title = {A comparison of approaches to advertising measurement: Evidence from big field experiments at Facebook},
author = {Gordon, Brett R and Zettelmeyer, Florian and Bhargava, Neha and Chapsky, Dan},
year = 2019,
journal = {Marketing Science},
publisher = {INFORMS},
volume = 38,
number = 2,
pages = {193--225}
}
@article{li2024frontiers,
title = {Frontiers: A Simple Forward Difference-in-Differences Method},
author = {Li, Kathleen T},
year = 2024,
journal = {Marketing Science},
publisher = {INFORMS},
volume = 43,
number = 2,
pages = {267--279}
}
@article{li2023augmented,
title = {Augmented difference-in-differences},
author = {Li, Kathleen T and Van den Bulte, Christophe},
year = 2023,
journal = {Marketing Science},
publisher = {INFORMS},
volume = 42,
number = 4,
pages = {746--767}
}
@article{pang2022bayesian,
title = {A Bayesian alternative to synthetic control for comparative case studies},
author = {Pang, Xun and Liu, Licheng and Xu, Yiqing},
year = 2022,
journal = {Political Analysis},
publisher = {Cambridge University Press},
volume = 30,
number = 2,
pages = {269--288}
}
@article{bronnenberg2020consumer,
title = {Consumer misinformation and the brand premium: A private label blind taste test},
author = {Bronnenberg, Bart J and Dub{\'e}, Jean-Pierre and Sanders, Robert E},
year = 2020,
journal = {Marketing Science},
publisher = {INFORMS},
volume = 39,
number = 2,
pages = {382--406}
}
@article{keller2024soda,
title = {Soda taxes and marketing conduct},
author = {Keller, Kristopher O and Guyt, Jonne Y and Grewal, Rajdeep},
year = 2024,
journal = {Journal of Marketing Research},
publisher = {SAGE Publications Sage CA: Los Angeles, CA},
volume = 61,
number = 3,
pages = {393--410}
}
@article{lambrecht2024tv,
title = {TV Advertising and Online Sales: A Case Study of Intertemporal Substitution Effects for an Online Travel Platform},
author = {Lambrecht, Anja and Tucker, Catherine and Zhang, Xu},
year = 2024,
journal = {Journal of Marketing Research},
publisher = {SAGE Publications Sage CA: Los Angeles, CA},
volume = 61,
number = 2,
pages = {248--270}
}
@article{li2023statistical,
title = {Statistical inference for the factor model approach to estimate causal effects in quasi-experimental settings},
author = {Li, Kathleen T and Sonnier, Garrett P},
year = 2023,
journal = {Journal of Marketing Research},
publisher = {SAGE Publications Sage CA: Los Angeles, CA},
volume = 60,
number = 3,
pages = {449--472}
}
@article{callaway2019quantile,
title = {Quantile treatment effects in difference in differences models with panel data},
author = {Callaway, Brantly and Li, Tong},
year = 2019,
journal = {Quantitative Economics},
publisher = {Wiley Online Library},
volume = 10,
number = 4,
pages = {1579--1618}
}
@article{athey2006identification,
title = {Identification and inference in nonlinear difference-in-differences models},
author = {Athey, Susan and Imbens, Guido W},
year = 2006,
journal = {Econometrica},
publisher = {Wiley Online Library},
volume = 74,
number = 2,
pages = {431--497}
}
@article{huber2022direct,
title = {Direct and indirect effects based on changes-in-changes},
author = {Huber, Martin and Schelker, Mark and Strittmatter, Anthony},
year = 2022,
journal = {Journal of Business \& Economic Statistics},
publisher = {Taylor \& Francis},
volume = 40,
number = 1,
pages = {432--443}
}
@article{bonhomme2011recovering,
title = {Recovering distributions in difference-in-differences models: A comparison of selective and comprehensive schooling},
author = {Bonhomme, St{\'e}phane and Sauder, Ulrich},
year = 2011,
journal = {Review of Economics and Statistics},
publisher = {The MIT Press},
volume = 93,
number = 2,
pages = {479--494}
}
@book{sweig42,
title = {The impossible book},
author = {Stefa{n} Sweig},
year = 1942,
month = mar,
publisher = {Dead Poet Society}
}
@book{goldberger1991course,
title = {A course in econometrics},
author = {Goldberger, Arthur Stanley},
year = 1991,
publisher = {Harvard University Press}
}
@article{norris2021effects,
title = {The effects of parental and sibling incarceration: Evidence from ohio},
author = {Norris, Samuel and Pecenco, Matthew and Weaver, Jeffrey},
year = 2021,
journal = {American Economic Review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 111,
number = 9,
pages = {2926--2963}
}
@article{mirenda2022economic,
title = {The economic effects of mafia: Firm level evidence},
author = {Mirenda, Litterio and Mocetti, Sauro and Rizzica, Lucia},
year = 2022,
journal = {American Economic Review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 112,
number = 8,
pages = {2748--2773}
}
@article{johnson2020regulation,
title = {Regulation by shaming: Deterrence effects of publicizing violations of workplace safety and health laws},
author = {Johnson, Matthew S},
year = 2020,
journal = {American economic review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 110,
number = 6,
pages = {1866--1904}
}
@article{hjort2019arrival,
title = {The arrival of fast internet and employment in Africa},
author = {Hjort, Jonas and Poulsen, Jonas},
year = 2019,
journal = {American Economic Review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 109,
number = 3,
pages = {1032--1079}
}
@article{faber2019tourism,
title = {Tourism and economic development: Evidence from Mexico’s coastline},
author = {Faber, Benjamin and Gaubert, Cecile},
year = 2019,
journal = {American Economic Review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 109,
number = 6,
pages = {2245--2293}
}
@article{carranza2022job,
title = {Job search and hiring with limited information about workseekers’ skills},
author = {Carranza, Eliana and Garlick, Robert and Orkin, Kate and Rankin, Neil},
year = 2022,
journal = {American Economic Review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 112,
number = 11,
pages = {3547--3583}
}
@article{cabral2022demand,
title = {The demand for insurance and rationale for a mandate: Evidence from workers’ compensation insurance},
author = {Cabral, Marika and Cui, Can and Dworsky, Michael},
year = 2022,
journal = {American economic review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 112,
number = 5,
pages = {1621--1668}
}
@article{berkouwer2022credit,
title = {Credit, attention, and externalities in the adoption of energy efficient technologies by low-income households},
author = {Berkouwer, Susanna B and Dean, Joshua T},
year = 2022,
journal = {American Economic Review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 112,
number = 10,
pages = {3291--3330}
}
@article{beerli2021abolition,
title = {The abolition of immigration restrictions and the performance of firms and workers: evidence from Switzerland},
author = {Beerli, Andreas and Ruffner, Jan and Siegenthaler, Michael and Peri, Giovanni},
year = 2021,
journal = {American Economic Review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 111,
number = 3,
pages = {976--1012}
}
@article{azoulay2019does,
title = {Does science advance one funeral at a time?},
author = {Azoulay, Pierre and Fons-Rosen, Christian and Zivin, Joshua S Graff},
year = 2019,
journal = {American Economic Review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 109,
number = 8,
pages = {2889--2920}
}
@techreport{goldsmith2022contamination,
title = {Contamination bias in linear regressions},
author = {Goldsmith-Pinkham, Paul and Hull, Peter and Koles{\'a}r, Michal},
year = 2022,
institution = {National Bureau of Economic Research}
}
@article{wing2024designing,
title = {Designing difference-in-difference studies with staggered treatment adoption: Key concepts and practical guidelines},
author = {Wing, Coady and Yozwiak, Madeline and Hollingsworth, Alex and Freedman, Seth and Simon, Kosali},
year = 2024,
journal = {Annual Review of Public Health},
publisher = {Annual Reviews},
volume = 45
}
@article{zhang2023causal,
title = {Causal inference for recurrent events via aggregated marginal odds ratio},
author = {Zhang, Wenling and Cotton, Cecilia A},
year = 2023,
journal = {Statistics in Medicine},
publisher = {Wiley Online Library},
volume = 42,
number = 18,
pages = {3208--3235}
}
@article{mellon2023rain,
title = {Rain, rain, go away: 195 potential exclusion-restriction violations for studies using weather as an instrumental variable},
author = {Mellon, Jonathan},
year = 2023,
journal = {Available at SSRN 3715610}
}
@article{gallen2020broken,
title = {Broken instruments},
author = {Gallen, Trevor},
year = 2020,
journal = {Available at SSRN 3671850}
}
@article{miller2009probability,
title = {What is the probability of replicating a statistically significant effect?},
author = {Miller, Jeff},
year = 2009,
journal = {Psychonomic Bulletin \& Review},
publisher = {Springer},
volume = 16,
pages = {617--640}
}
@article{brodeur2016star,
title = {Star wars: The empirics strike back},
author = {Brodeur, Abel and L{\'e}, Mathias and Sangnier, Marc and Zylberberg, Yanos},
year = 2016,
journal = {American Economic Journal: Applied Economics},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203-2425},
volume = 8,
number = 1,
pages = {1--32}
}
@article{rusz2020reward,
title = {Reward-driven distraction: A meta-analysis.},
author = {Rusz, Dorottya and Le Pelley, Mike E and Kompier, Michiel AJ and Mait, Leon and Bijleveld, Erik},
year = 2020,
journal = {Psychological Bulletin},
publisher = {American Psychological Association},
volume = 146,
number = 10,
pages = 872
}
@article{cattaneo2020simple,
title = {Simple local polynomial density estimators},
author = {Cattaneo, Matias D and Jansson, Michael and Ma, Xinwei},
year = 2020,
journal = {Journal of the American Statistical Association},
publisher = {Taylor \& Francis},
volume = 115,
number = 531,
pages = {1449--1455}
}
@article{cox2023simple,
title = {Simple adaptive size-exact testing for full-vector and subvector inference in moment inequality models},
author = {Cox, Gregory and Shi, Xiaoxia},
year = 2023,
journal = {The Review of Economic Studies},
publisher = {Oxford University Press},
volume = 90,
number = 1,
pages = {201--228}
}
@article{brunner2020estimating,
title = {Estimating population mean power under conditions of heterogeneity and selection for significance},
author = {Brunner, Jerry and Schimmack, Ulrich},
year = 2020,
journal = {Meta-Psychology},
volume = 4
}
@article{bartovs2022z,
title = {Z-curve 2.0: Estimating replication rates and discovery rates},
author = {Barto{\v{s}}, Franti{\v{s}}ek and Schimmack, Ulrich},
year = 2022,
journal = {Meta-Psychology},
volume = 6
}
@article{schimmack2021most,
title = {Most published results in medical journals are not false},
author = {Schimmack, Ulrich and Bartos, Frantisek},
year = 2021
}
@article{jager2014estimate,
title = {An estimate of the science-wise false discovery rate and application to the top medical literature},
author = {Jager, Leah R and Leek, Jeffrey T},
year = 2014,
journal = {Biostatistics},
publisher = {Oxford University Press},
volume = 15,
number = 1,
pages = {1--12}
}
@article{ioannidis2005most,
title = {Why most published research findings are false},
author = {Ioannidis, John PA},
year = 2005,
journal = {PLoS medicine},
publisher = {Public Library of Science},
volume = 2,
number = 8,
pages = {e124}
}
@article{bertrand2004emily,
title = {Are Emily and Greg more employable than Lakisha and Jamal? A field experiment on labor market discrimination},
author = {Bertrand, Marianne and Mullainathan, Sendhil},
year = 2004,
journal = {American economic review},
publisher = {American Economic Association},
volume = 94,
number = 4,
pages = {991--1013}
}
@article{angrist2024one,
title = {One instrument to rule them all: The bias and coverage of just-ID IV},
author = {Angrist, Joshua and Koles{\'a}r, Michal},
year = 2024,
journal = {Journal of Econometrics},
publisher = {Elsevier},
volume = 240,
number = 2,
pages = 105398
}
@article{gerard2020bounds,
title = {Bounds on treatment effects in regression discontinuity designs with a manipulated running variable},
author = {Gerard, Fran{\c{c}}ois and Rokkanen, Miikka and Rothe, Christoph},
year = 2020,
journal = {Quantitative Economics},
publisher = {Wiley Online Library},
volume = 11,
number = 3,
pages = {839--870}
}
@article{heckman2004using,
title = {Using matching, instrumental variables, and control functions to estimate economic choice models},
author = {Heckman, James and Navarro-Lozano, Salvador},
year = 2004,
journal = {Review of Economics and statistics},
publisher = {MIT Press 238 Main St., Suite 500, Cambridge, MA 02142-1046, USA journals~…},
volume = 86,
number = 1,
pages = {30--57}
}
@article{andrews2008exactly,
title = {Exactly distribution-free inference in instrumental variables regression with possibly weak instruments},
author = {Andrews, Donald WK and Marmer, Vadim},
year = 2008,
journal = {Journal of Econometrics},
publisher = {Elsevier},
volume = 142,
number = 1,
pages = {183--200}
}
@article{andrews2008efficient,
title = {Efficient two-sided nonsimilar invariant tests in IV regression with weak instruments},
author = {Andrews, Donald WK and Moreira, Marcelo J and Stock, James H},
year = 2008,
journal = {Journal of Econometrics},
publisher = {Elsevier},
volume = 146,
number = 2,
pages = {241--254}
}
@article{moreira2003conditional,
title = {A conditional likelihood ratio test for structural models},
author = {Moreira, Marcelo J},
year = 2003,
journal = {Econometrica},
publisher = {Wiley Online Library},
volume = 71,
number = 4,
pages = {1027--1048}
}
@article{baum2021ivreg2h,
title = {IVREG2H: Stata module to perform instrumental variables estimation using heteroskedasticity-based instruments},
author = {Baum, Christopher and Schaffer, Mark},
year = 2021,
publisher = {Boston College Department of Economics}
}
@article{wolfolds2019misaccounting,
title = {Misaccounting for endogeneity: The peril of relying on the Heckman two-step method without a valid instrument},
author = {Wolfolds, Sarah E and Siegel, Jordan},
year = 2019,
journal = {Strategic Management Journal},
publisher = {Wiley Online Library},
volume = 40,
number = 3,
pages = {432--462}
}
@incollection{fuchs2016natural,
title = {Natural experiments in macroeconomics},
author = {Fuchs-Sch{\"u}ndeln, Nicola and Hassan, Tarek Alexander},
year = 2016,
booktitle = {Handbook of macroeconomics},
publisher = {Elsevier},
volume = 2,
pages = {923--1012}
}
@article{vsidak1967rectangular,
title = {Rectangular confidence regions for the means of multivariate normal distributions},
author = {{\v{S}}id{\'a}k, Zbyn{\v{e}}k},
year = 1967,
journal = {Journal of the American Statistical Association},
publisher = {Taylor \& Francis},
volume = 62,
number = 318,
pages = {626--633}
}
@article{hochberg1988sharper,
title = {A sharper Bonferroni procedure for multiple tests of significance},
author = {Hochberg, Yosef},
year = 1988,
journal = {Biometrika},
publisher = {Oxford University Press},
volume = 75,
number = 4,
pages = {800--802}
}
@article{holm1979simple,
title = {A simple sequentially rejective multiple test procedure},
author = {Holm, Sture},
year = 1979,
journal = {Scandinavian journal of statistics},
publisher = {JSTOR},
pages = {65--70}
}
@article{benjamini1995controlling,
title = {Controlling the false discovery rate: a practical and powerful approach to multiple testing},
author = {Benjamini, Yoav and Hochberg, Yosef},
year = 1995,
journal = {Journal of the Royal statistical society: series B (Methodological)},
publisher = {Wiley Online Library},
volume = 57,
number = 1,
pages = {289--300}
}
@article{benjamini2006adaptive,
title = {Adaptive linear step-up procedures that control the false discovery rate},
author = {Benjamini, Yoav and Krieger, Abba M and Yekutieli, Daniel},
year = 2006,
journal = {Biometrika},
publisher = {Oxford University Press},
volume = 93,
number = 3,
pages = {491--507}
}
@article{benjamini2000adaptive,
title = {On the adaptive control of the false discovery rate in multiple testing with independent statistics},
author = {Benjamini, Yoav and Hochberg, Yosef},
year = 2000,
journal = {Journal of educational and Behavioral Statistics},
publisher = {Sage Publications Sage CA: Los Angeles, CA},
volume = 25,
number = 1,
pages = {60--83}
}
@article{benjamini2001control,
title = {The control of the false discovery rate in multiple testing under dependency},
author = {Benjamini, Yoav and Yekutieli, Daniel},
year = 2001,
journal = {Annals of statistics},
publisher = {JSTOR},
pages = {1165--1188}
}
@article{romano2016efficient,
title = {Efficient computation of adjusted p-values for resampling-based stepdown multiple testing},
author = {Romano, Joseph P and Wolf, Michael},
year = 2016,
journal = {Statistics \& Probability Letters},
publisher = {Elsevier},
volume = 113,
pages = {38--40}
}
@article{romano2005stepwise,
title = {Stepwise multiple testing as formalized data snooping},
author = {Romano, Joseph P and Wolf, Michael},
year = 2005,
journal = {Econometrica},
publisher = {Wiley Online Library},
volume = 73,
number = 4,
pages = {1237--1282}
}
@article{heath2023reusing,
title = {Reusing natural experiments},
author = {Heath, Davidson and Ringgenberg, Matthew C and Samadi, Mehrdad and Werner, Ingrid M},
year = 2023,
journal = {The Journal of Finance},
publisher = {Wiley Online Library},
volume = 78,
number = 4,
pages = {2329--2364}
}
@article{rosenzweig2000natural,
title = {Natural “natural experiments” in economics},
author = {Rosenzweig, Mark R and Wolpin, Kenneth I},
year = 2000,
journal = {Journal of Economic Literature},
publisher = {American Economic Association},
volume = 38,
number = 4,
pages = {827--874}
}
@article{angrist2001instrumental,
title = {Instrumental variables and the search for identification: From supply and demand to natural experiments},
author = {Angrist, Joshua D and Krueger, Alan B},
year = 2001,
journal = {Journal of Economic perspectives},
publisher = {American Economic Association},
volume = 15,
number = 4,
pages = {69--85}
}
@article{moon2015linear,
title = {Linear Regression for Panel With Unknown Number of Factors as Interactive Fixed Effects},
author = {Moon, Hyungsik Roger and Weidner, Martin},
year = 2015,
journal = {Econometrica},
publisher = {Wiley Online Library},
volume = 83,
number = 4,
pages = {1543--1579},
doi = {https://doi.org/10.3982/ECTA9382},
url = {https://onlinelibrary.wiley.com/doi/abs/10.3982/ECTA9382},
keywords = {Panel data, interactive fixed effects, factor models, perturbation theory of linear operators, random matrix theory},
eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.3982/ECTA9382},
abstract = {In this paper, we study the least squares (LS) estimator in a linear panel regression model with unknown number of factors appearing as interactive fixed effects. Assuming that the number of factors used in estimation is larger than the true number of factors in the data, we establish the limiting distribution of the LS estimator for the regression coefficients as the number of time periods and the number of cross-sectional units jointly go to infinity. The main result of the paper is that under certain assumptions, the limiting distribution of the LS estimator is independent of the number of factors used in the estimation as long as this number is not underestimated. The important practical implication of this result is that for inference on the regression coefficients, one does not necessarily need to estimate the number of interactive fixed effects consistently.}
}
@article{Mazumder2010SpectralRA,
title = {Spectral Regularization Algorithms for Learning Large Incomplete Matrices},
author = {Rahul Mazumder and Trevor Hastie and Robert Tibshirani},
year = 2010,
journal = {Journal of Machine Learning Research},
volume = 11,
pages = {2287--2322}
}
@article{bai2002determining,
title = {Determining the Number of Factors in Approximate Factor Models},
author = {Bai, Jushan and Ng, Serena},
year = 2002,
journal = {Econometrica},
volume = 70,
number = 1,
pages = {191--221},
doi = {https://doi.org/10.1111/1468-0262.00273},
url = {https://onlinelibrary.wiley.com/doi/abs/10.1111/1468-0262.00273},
keywords = {factor analysis, asset pricing, principal components, model selection},
eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1111/1468-0262.00273},
abstract = {In this paper we develop some econometric theory for factor models of large dimensions. The focus is the determination of the number of factors (r), which is an unresolved issue in the rapidly growing literature on multifactor models. We first establish the convergence rate for the factor estimates that will allow for consistent estimation of r. We then propose some panel criteria and show that the number of factors can be consistently estimated using the criteria. The theory is developed under the framework of large cross-sections (N) and large time dimensions (T). No restriction is imposed on the relation between N and T. Simulations show that the proposed criteria have good finite sample properties in many configurations of the panel data encountered in practice.}
}
@article{kleinberg2015prediction,
title = {Prediction policy problems},
author = {Kleinberg, Jon and Ludwig, Jens and Mullainathan, Sendhil and Obermeyer, Ziad},
year = 2015,
journal = {American Economic Review},
publisher = {American Economic Association 2014 Broadway, Suite 305, Nashville, TN 37203},
volume = 105,
number = 5,
pages = {491--495}
}
@book{hastie2009elements,
title = {The elements of statistical learning: data mining, inference, and prediction},
author = {Hastie, Trevor and Tibshirani, Robert and Friedman, Jerome H and Friedman, Jerome H},
year = 2009,
publisher = {Springer},
volume = 2
}
@article{wooldridge2023simple,
title = {Simple approaches to nonlinear difference-in-differences with panel data},
author = {Wooldridge, Jeffrey M},
year = 2023,
journal = {The Econometrics Journal},
publisher = {Oxford University Press},
volume = 26,
number = 3,
pages = {C31--C66}
}
@article{mullahy2023transform,
title = {Why Transform Y? The Pitfalls of Transformed Regressions with a Mass at Zero},
author = {Mullahy, John and Norton, Edward C},
year = 2023,
journal = {Oxford Bulletin of Economics and Statistics},
publisher = {Wiley Online Library}
}
@article{zhang2009likelihood,
title = {Likelihood-based analysis of causal effects of job-training programs using principal stratification},
author = {Zhang, Junni L and Rubin, Donald B and Mealli, Fabrizia},
year = 2009,
journal = {Journal of the American Statistical Association},
publisher = {Taylor \& Francis},
volume = 104,
number = 485,
pages = {166--176}
}
@incollection{zhang2008evaluating,
title = {Evaluating the effects of job training programs on wages through principal stratification},
author = {Zhang, Junni L and Rubin, Donald B and Mealli, Fabrizia},
year = 2008,
booktitle = {Modelling and Evaluating Treatment Effects in Econometrics},
publisher = {Emerald Group Publishing Limited},
volume = 21,
pages = {117--145}
}
@article{zhang2003estimation,
title = {Estimation of causal effects via principal stratification when some outcomes are truncated by “death”},
author = {Zhang, Junni L and Rubin, Donald B},
year = 2003,
journal = {Journal of Educational and Behavioral Statistics},
publisher = {Sage Publications Sage CA: Los Angeles, CA},
volume = 28,
number = 4,
pages = {353--368}
}
@inproceedings{agarwal2023causal,
title = {Causal matrix completion},
author = {Agarwal, Anish and Dahleh, Munther and Shah, Devavrat and Shen, Dennis},
year = 2023,
booktitle = {The Thirty Sixth Annual Conference on Learning Theory},
pages = {3821--3826},
organization = {PMLR}
}
@article{hastie2015matrix,
title = {Matrix completion and low-rank SVD via fast alternating least squares},
author = {Hastie, Trevor and Mazumder, Rahul and Lee, Jason D and Zadeh, Reza},
year = 2015,
journal = {The Journal of Machine Learning Research},
publisher = {JMLR. org},
volume = 16,
number = 1,
pages = {3367--3402}
}
@misc{stock2002testing,
title = {Testing for weak instruments in linear IV regression},
author = {Stock, James H and Yogo, Motohiro},
year = 2002,
publisher = {National Bureau of Economic Research Cambridge, Mass., USA}
}
@article{chatterjee2015matrix,
title = {Matrix estimation by universal singular value thresholding},
author = {Chatterjee, Sourav},
year = 2015
}
@article{cragg1993testing,
title = {Testing identifiability and specification in instrumental variable models},
author = {Cragg, John G and Donald, Stephen G},
year = 1993,
journal = {Econometric theory},
publisher = {Cambridge University Press},
volume = 9,
number = 2,
pages = {222--240}
}
@article{martinez2013log,
title = {The log of gravity revisited},
author = {Mart{\'\i}nez-Zarzoso, Inmaculada},
year = 2013,
journal = {Applied Economics},
publisher = {Taylor \& Francis},
volume = 45,
number = 3,
pages = {311--327}
}
@article{silva2006log,
title = {The log of gravity},
author = {Silva, JMC Santos and Tenreyro, Silvana},
year = 2006,
journal = {The Review of Economics and statistics},
publisher = {The MIT Press},
volume = 88,
number = 4,
pages = {641--658}
}
@article{norton2004computing,
title = {Computing interaction effects and standard errors in logit and probit models},
author = {Norton, Edward C and Wang, Hua and Ai, Chunrong},
year = 2004,
journal = {The Stata Journal},
publisher = {SAGE Publications Sage CA: Los Angeles, CA},
volume = 4,
number = 2,
pages = {154--167}
}
@article{ai2003interaction,
title = {Interaction terms in logit and probit models},
author = {Ai, Chunrong and Norton, Edward C},
year = 2003,
journal = {Economics letters},
publisher = {Elsevier},
volume = 80,
number = 1,
pages = {123--129}
}
@article{cameron1986econometric,
title = {Econometric models based on count data. Comparisons and applications of some estimators and tests},
author = {Cameron, A Colin and Trivedi, Pravin K},
year = 1986,
journal = {Journal of applied econometrics},
publisher = {Wiley Online Library},
volume = 1,
number = 1,
pages = {29--53}
}
@article{roth2023parallel,
title = {When is parallel trends sensitive to functional form?},
author = {Roth, Jonathan and Sant'Anna, Pedro HC},
year = 2023,
journal = {Econometrica},
publisher = {Wiley Online Library},
volume = 91,
number = 2,
pages = {737--747}
}
@phdthesis{abadie1999semiparametric,
title = {Semiparametric instrumental variable methods for causal response models},
author = {Abadie, Alberto},
year = 1999,
school = {Massachusetts Institute of Technology}
}
@article{williams1937use,
title = {The use of logarithms in the interpretation of certain entomological problems},
author = {Williams, CB},
year = 1937,
journal = {Annals of Applied Biology},
publisher = {Wiley Online Library},
volume = 24,
number = 2,
pages = {404--414}
}
@article{bellemare2020elasticities,
title = {Elasticities and the inverse hyperbolic sine transformation},
author = {Bellemare, Marc F and Wichman, Casey J},
year = 2020,
journal = {Oxford Bulletin of Economics and Statistics},
publisher = {Wiley Online Library},
volume = 82,
number = 1,
pages = {50--61}
}
@article{mackinnon1990transforming,
title = {Transforming the dependent variable in regression models},
author = {MacKinnon, James G and Magee, Lonnie},
year = 1990,
journal = {International Economic Review},
publisher = {JSTOR},
pages = {315--339}
}
@article{chen2023logs,
title = {Logs with Zeros? Some Problems and Solutions},
author = {Chen, Jiafeng and Roth, Jonathan},
year = 2023,
journal = {The Quarterly Journal of Economics},
publisher = {Oxford University Press},
pages = {qjad054}
}
@article{angrist2001estimation,
title = {Estimation of limited dependent variable models with dummy endogenous regressors: simple strategies for empirical practice},
author = {Angrist, Joshua D},
year = 2001,
journal = {Journal of business \& economic statistics},
publisher = {Taylor \& Francis},
volume = 19,
number = 1,
pages = {2--28}
}
@misc{abadie2000semiparametric,
title = {Semiparametric estimation of instrumental variable models for causal effects},
author = {Abadie, Alberto},
year = 2000,
publisher = {National Bureau of Economic Research Cambridge, Mass., USA}
}
@article{mullahy1997instrumental,
title = {Instrumental-variable estimation of count data models: Applications to models of cigarette smoking behavior},
author = {Mullahy, John},
year = 1997,
journal = {Review of Economics and Statistics},
publisher = {MIT Press 238 Main St., Suite 500, Cambridge, MA 02142-1046, USA journals~…},
volume = 79,
number = 4,
pages = {586--593}
}
@article{bapna2018monetizing,
title = {Monetizing Freemium Communities},
author = {Bapna, Ravi and Ramaprasad, Jui and Umyarov, Akhmed},
year = 2018,
journal = {Mis Quarterly},
publisher = {JSTOR},
volume = 42,
number = 3,
pages = {719--A4}
}
@article{sun2013ad,
title = {Ad revenue and content commercialization: Evidence from blogs},
author = {Sun, Monic and Zhu, Feng},
year = 2013,
journal = {Management Science},
publisher = {INFORMS},
volume = 59,
number = 10,
pages = {2314--2331}
}
@article{oestreicher2013content,
title = {Content or community? A digital business strategy for content providers in the social age},
author = {Oestreicher-Singer, Gal and Zalmanson, Lior},
year = 2013,
journal = {MIS quarterly},
publisher = {JSTOR},
pages = {591--616}
}
@article{zhang2022makes,
title = {What makes a good image? Airbnb demand analytics leveraging interpretable image features},
author = {Zhang, Shunyuan and Lee, Dokyun and Singh, Param Vir and Srinivasan, Kannan},
year = 2022,
journal = {Management Science},
publisher = {INFORMS},
volume = 68,
number = 8,
pages = {5644--5666}
}
@article{chae2023paywall,
title = {Paywall suspensions and digital news subscriptions},
author = {Chae, Inyoung and Ha, Jihyeon and Schweidel, David A},
year = 2023,
journal = {Marketing Science},
publisher = {INFORMS},
volume = 42,
number = 4,
pages = {729--745}