References

2020, July. http://dx.doi.org/10.1038/s41562-020-0912-z.

Aaronson, Daniel, Lisa Barrow, and William Sander. 2007. “Teachers and Student Achievement in the Chicago Public High Schools.” Journal of Labor Economics 25 (1): 95–135.

Abadie, Alberto. 2021. “Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects.” Journal of Economic Literature 59 (2): 391–425.

Abadie, Alberto, Joshua Angrist, and Guido Imbens. 2002. “Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings.” Econometrica 70 (1): 91–117.

Abadie, Alberto, Susan Athey, Guido W Imbens, and Jeffrey M Wooldridge. 2023. “When Should You Adjust Standard Errors for Clustering?” The Quarterly Journal of Economics 138 (1): 1–35.

Abadie, Alberto, Alexis Diamond, and Jens Hainmueller. 2010. “Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program.” Journal of the American Statistical Association 105 (490): 493–505.

Abadie, Alberto, and Guido W Imbens. 2016. “Matching on the Estimated Propensity Score.” Econometrica 84 (2): 781–807.

Abadie, Alberto, and Jérémy L’hour. 2021. “A Penalized Synthetic Control Estimator for Disaggregated Data.” Journal of the American Statistical Association 116 (536): 1817–34.

Acemoglu, Daron, Suresh Naidu, Pascual Restrepo, and James A Robinson. 2019. “Democracy Does Cause Growth.” Journal of Political Economy 127 (1): 47–100.

Acharya, Sankarshan. 1993. “Value of Latent Information: Alternative Event Study Methods.” The Journal of Finance 48 (1): 363–85.

Adalja, Aaron, Jūra Liaukonytė, Emily Wang, and Xinrong Zhu. 2023. “GMO and Non-GMO Labeling Effects: Evidence from a Quasi-Natural Experiment.” Marketing Science 42 (2): 233–50.

Agarwal, Anish, Munther Dahleh, Devavrat Shah, and Dennis Shen. 2023. “Causal Matrix Completion.” In The Thirty Sixth Annual Conference on Learning Theory, 3821–26. PMLR.

Agrawal, Jagdish, and Wagner A Kamakura. 1995. “The Economic Worth of Celebrity Endorsers: An Event Study Analysis.” Journal of Marketing 59 (3): 56–62.

Ahrens, Henry, and Robert Pincus. 1981. “On Two Measures of Unbalancedness in a One-Way Model and Their Relation to Efficiency.” Biometrical Journal 23 (3): 227–35.

Aiken, Leona S, and Stephen G West. 2005. “Interaction Effects.” Encyclopedia of Statistics in Behavioral Science.

Akca, Selin, and Anita Rao. 2020. “Value of Aggregators.” Marketing Science 39 (5): 893–922.

Allison, Paul D, and Richard P Waterman. 2002. “7. Fixed-Effects Negative Binomial Regression Models.” Sociological Methodology 32 (1): 247–65.

Altonji, Joseph G, Todd E Elder, and Christopher R Taber. 2005. “Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools.” Journal of Political Economy 113 (1): 151–84.

Amemiya, Takeshi. 1971. “The Estimation of the Variances in a Variance-Components Model.” International Economic Review, 1–13.

———. 1984. “Tobit Models: A Survey.” Journal of Econometrics 24 (1-2): 3–61.

Amemiya, Takeshi, and Thomas E MaCurdy. 1986. “Instrumental-Variable Estimation of an Error-Components Model.” Econometrica: Journal of the Econometric Society, 869–80.

Anderson, James E, Mario Larch, and Yoto V Yotov. 2015. “Growth and Trade with Frictions: A Structural Estimation Framework.” National Bureau of Economic Research.

Anderson, Michael L. 2014. “Subways, Strikes, and Slowdowns: The Impacts of Public Transit on Traffic Congestion.” American Economic Review 104 (9): 2763–96.

Anderson, Theodore W, and Donald A Darling. 1952. “Asymptotic Theory of Certain" Goodness of Fit" Criteria Based on Stochastic Processes.” The Annals of Mathematical Statistics, 193–212.

Anderson, Theodore W, and Herman Rubin. 1949. “Estimation of the Parameters of a Single Equation in a Complete System of Stochastic Equations.” The Annals of Mathematical Statistics 20 (1): 46–63.

Andrews, Donald WK, and Vadim Marmer. 2008. “Exactly Distribution-Free Inference in Instrumental Variables Regression with Possibly Weak Instruments.” Journal of Econometrics 142 (1): 183–200.

Andrews, Donald WK, Marcelo J Moreira, and James H Stock. 2006. “Optimal Two-Sided Invariant Similar Tests for Instrumental Variables Regression.” Econometrica 74 (3): 715–52.

———. 2008. “Efficient Two-Sided Nonsimilar Invariant Tests in IV Regression with Weak Instruments.” Journal of Econometrics 146 (2): 241–54.

Andrews, Isaiah, James H Stock, and Liyang Sun. 2019. “Weak Instruments in Instrumental Variables Regression: Theory and Practice.” Annual Review of Economics 11: 727–53.

Angrist, Joshua D, Kathryn Graddy, and Guido W Imbens. 2000. “The Interpretation of Instrumental Variables Estimators in Simultaneous Equations Models with an Application to the Demand for Fish.” The Review of Economic Studies 67 (3): 499–527.

Angrist, Joshua D, and Guido W Imbens. 1995. “Two-Stage Least Squares Estimation of Average Causal Effects in Models with Variable Treatment Intensity.” Journal of the American Statistical Association 90 (430): 431–42.

Angrist, Joshua D, and Alan B Krueger. 2001. “Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments.” Journal of Economic Perspectives 15 (4): 69–85.

Angrist, Joshua D, and Victor Lavy. 1999. “Using Maimonides’ Rule to Estimate the Effect of Class Size on Scholastic Achievement.” The Quarterly Journal of Economics 114 (2): 533–75.

Angrist, Joshua D, and Jörn-Steffen Pischke. 2009. Mostly Harmless Econometrics: An Empiricist’s Companion. Princeton university press.

Angrist, Joshua, and Guido Imbens. 1991. “Sources of Identifying Information in Evaluation Models.” National Bureau of Economic Research Cambridge, Mass., USA.

Angrist, Joshua, and Michal Kolesár. 2023. “One Instrument to Rule Them All: The Bias and Coverage of Just-ID IV.” Journal of Econometrics.

———. 2024. “One Instrument to Rule Them All: The Bias and Coverage of Just-ID IV.” Journal of Econometrics 240 (2): 105398.

Arellano, Manuel. 1987. “Computing Robust Standard Errors for Within-Groups Estimators.” Oxford Bulletin of Economics and Statistics 49 (4): 431–34.

Arkhangelsky, Dmitry, Susan Athey, David A Hirshberg, Guido W Imbens, and Stefan Wager. 2019. “Synthetic Difference in Differences.” National Bureau of Economic Research.

———. 2021. “Synthetic Difference-in-Differences.” American Economic Review 111 (12): 4088–118.

Aronow, Peter M, Jonathon Baron, and Lauren Pinson. 2019. “A Note on Dropping Experimental Subjects Who Fail a Manipulation Check.” Political Analysis 27 (4): 572–89.

Ashenfelter, Orley, and David Card. 1985. “Using the Longitudinal Structure of Earnings to Estimate the Effect of Training Programs.” The Review of Economics and Statistics 67 (4): 648. https://doi.org/10.2307/1924810.

Assmann, Susan F, David W Hosmer, Stanley Lemeshow, and Kenneth A Mundt. 1996. “Confidence Intervals for Measures of Interaction.” Epidemiology, 286–90.

Athey, Susan, Mohsen Bayati, Nikolay Doudchenko, Guido Imbens, and Khashayar Khosravi. 2021. “Matrix Completion Methods for Causal Panel Data Models.” Journal of the American Statistical Association 116 (536): 1716–30.

Athey, Susan, and Guido W Imbens. 2006. “Identification and Inference in Nonlinear Difference-in-Differences Models.” Econometrica 74 (2): 431–97.

———. 2022. “Design-Based Analysis in Difference-in-Differences Settings with Staggered Adoption.” Journal of Econometrics 226 (1): 62–79.

Auffhammer, Maximilian, and Ryan Kellogg. 2011. “Clearing the Air? The Effects of Gasoline Content Regulation on Air Quality.” American Economic Review 101 (6): 2687–2722.

Austin, Peter C. 2011. “Optimal Caliper Widths for Propensity-Score Matching When Estimating Differences in Means and Differences in Proportions in Observational Studies.” Pharmaceutical Statistics 10 (2): 150–61.

Azoulay, Pierre, Christian Fons-Rosen, and Joshua S Graff Zivin. 2019. “Does Science Advance One Funeral at a Time?” American Economic Review 109 (8): 2889–2920.

Babcock, Philip. 2010. “Real Costs of Nominal Grade Inflation? New Evidence from Student Course Evaluations.” Economic Inquiry 48 (4): 983–96.

Bai, Jushan, and Serena Ng. 2002. “Determining the Number of Factors in Approximate Factor Models.” Econometrica 70 (1): 191–221. https://doi.org/https://doi.org/10.1111/1468-0262.00273.

Baicker, Katherine, and Theodore Svoronos. 2019. “Testing the Validity of the Single Interrupted Time Series Design.” National Bureau of Economic Research.

Bajari, Patrick, Han Hong, Minjung Park, and Robert Town. 2011. “Regression Discontinuity Designs with an Endogenous Forcing Variable and an Application to Contracting in Health Care.” National Bureau of Economic Research.

Baker, Andrew C, David F Larcker, and Charles CY Wang. 2022. “How Much Should We Trust Staggered Difference-in-Differences Estimates?” Journal of Financial Economics 144 (2): 370–95.

Balasubramanian, Siva K, Ike Mathur, and Ramendra Thakur. 2005. “The Impact of High-Quality Firm Achievements on Shareholder Value: Focus on Malcolm Baldrige and JD Power and Associates Awards.” Journal of the Academy of Marketing Science 33 (4): 413–22.

Balestra, Pietro, and Jayalakshmi Varadharajan-Krishnakumar. 1987. “Full Information Estimations of a System of Simultaneous Equations with Error Component Structure.” Econometric Theory 3 (2): 223–46.

Baltagi, Badi H. 1981. “Simultaneous Equations with Error Components.” Journal of Econometrics 17 (2): 189–200.

Baltagi, Badi H, and Qi Li. 1991. “A Joint Test for Serial Correlation and Random Individual Effects.” Statistics & Probability Letters 11 (3): 277–80.

———. 1995. “Testing AR (1) Against MA (1) Disturbances in an Error Component Model.” Journal of Econometrics 68 (1): 133–51.

Ban, Kyunghoon, and Desire Kedagni. 2022. “Generalized Difference-in-Differences Models: Robust Bounds.” arXiv Preprint arXiv:2211.06710.

Bapna, Ravi, Jui Ramaprasad, and Akhmed Umyarov. 2018. “Monetizing Freemium Communities.” Mis Quarterly 42 (3): 719–A4.

Barber, Bead M, and John D Lyon. 1997. “Firm Size, Book-to-Market Ratio, and Security Returns: A Holdout Sample of Financial Firms.” The Journal of Finance 52 (2): 875–83.

Bareinboim, Elias, and Judea Pearl. 2014. “Transportability from Multiple Environments with Limited Experiments: Completeness Results.” Advances in Neural Information Processing Systems 27.

Baron, Reuben M, and David A Kenny. 1986. “The Moderator–Mediator Variable Distinction in Social Psychological Research: Conceptual, Strategic, and Statistical Considerations.” Journal of Personality and Social Psychology 51 (6): 1173.

Barreca, Alan I, Melanie Guldi, Jason M Lindo, and Glen R Waddell. 2011. “Saving Babies? Revisiting the Effect of Very Low Birth Weight Classification.” The Quarterly Journal of Economics 126 (4): 2117–23.

Bartlett, Maurice S. 1947. “The Use of Transformations.” Biometrics 3 (1): 39–52.

Bates, Douglas M, and Donald G Watts. 1980. “Relative Curvature Measures of Nonlinearity.” Journal of the Royal Statistical Society: Series B (Methodological) 42 (1): 1–16.

———. 1981. “A Relative Off Set Orthogonality Convergence Criterion for Nonlinear Least Squares.” Technometrics 23 (2): 179–83.

Bauer, Daniel J, and Patrick J Curran. 2005. “Probing Interactions in Fixed and Multilevel Regression: Inferential and Graphical Techniques.” Multivariate Behavioral Research 40 (3): 373–400.

Bauer, Daniel J, Kristopher J Preacher, and Karen M Gil. 2006. “Conceptualizing and Testing Random Indirect Effects and Moderated Mediation in Multilevel Models: New Procedures and Recommendations.” Psychological Methods 11 (2): 142.

Baum, Christopher, and Mark Schaffer. 2021. “IVREG2H: Stata Module to Perform Instrumental Variables Estimation Using Heteroskedasticity-Based Instruments.”

Beale, Evelyn ML, and Roderick JA Little. 1975. “Missing Values in Multivariate Analysis.” Journal of the Royal Statistical Society: Series B (Methodological) 37 (1): 129–45.

Beerli, Andreas, Jan Ruffner, Michael Siegenthaler, and Giovanni Peri. 2021. “The Abolition of Immigration Restrictions and the Performance of Firms and Workers: Evidence from Switzerland.” American Economic Review 111 (3): 976–1012.

Bellemare, Marc F, Takaaki Masaki, and Thomas B Pepinsky. 2017. “Lagged Explanatory Variables and the Estimation of Causal Effect.” The Journal of Politics 79 (3): 949–63.

Bendel, Robert B, and Abdelmonem A Afifi. 1977. “Comparison of Stopping Rules in Forward ‘Stepwise’ Regression.” Journal of the American Statistical Association 72 (357): 46–53.

Benjamini, Yoav, and Yosef Hochberg. 1995. “Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing.” Journal of the Royal Statistical Society: Series B (Methodological) 57 (1): 289–300.

———. 2000. “On the Adaptive Control of the False Discovery Rate in Multiple Testing with Independent Statistics.” Journal of Educational and Behavioral Statistics 25 (1): 60–83.

Benjamini, Yoav, Abba M Krieger, and Daniel Yekutieli. 2006. “Adaptive Linear Step-up Procedures That Control the False Discovery Rate.” Biometrika 93 (3): 491–507.

Benjamini, Yoav, and Daniel Yekutieli. 2001. “The Control of the False Discovery Rate in Multiple Testing Under Dependency.” Annals of Statistics, 1165–88.

Ben-Michael, Eli, Avi Feller, and Jesse Rothstein. 2020. “Varying Impacts of Letters of Recommendation on College Admissions: Approximate Balancing Weights for Subgroup Effects in Observational Studies.” arXiv Preprint arXiv:2008.04394.

———. 2021. “The Augmented Synthetic Control Method.” Journal of the American Statistical Association 116 (536): 1789–1803.

———. 2022. “Synthetic Controls with Staggered Adoption.” Journal of the Royal Statistical Society Series B: Statistical Methodology 84 (2): 351–81.

Benston, George J. 1985. “The Validity of Profits-Structure Studies with Particular Reference to the FTC’s Line of Business Data.” The American Economic Review 75 (1): 37–67.

Bento, Antonio, Daniel Kaffine, Kevin Roth, and Matthew Zaragoza-Watkins. 2014. “The Effects of Regulation in the Presence of Multiple Unpriced Externalities: Evidence from the Transportation Sector.” American Economic Journal: Economic Policy 6 (3): 1–29.

Bera, Anil K, and Carlos M Jarque. 1981. “Efficient Tests for Normality, Homoscedasticity and Serial Independence of Regression Residuals: Monte Carlo Evidence.” Economics Letters 7 (4): 313–18.

Bera, Anil K, Walter Sosa-Escudero, and Mann Yoon. 2001. “Tests for the Error Component Model in the Presence of Local Misspecification.” Journal of Econometrics 101 (1): 1–23.

Berger, Philip G, Eli Ofek, and David L Yermack. 1997. “Managerial Entrenchment and Capital Structure Decisions.” The Journal of Finance 52 (4): 1411–38.

Berkouwer, Susanna B, and Joshua T Dean. 2022. “Credit, Attention, and Externalities in the Adoption of Energy Efficient Technologies by Low-Income Households.” American Economic Review 112 (10): 3291–3330.

Berman, Ron, and Ayelet Israeli. 2022. “The Value of Descriptive Analytics: Evidence from Online Retailers.” Marketing Science 41 (6): 1074–96.

Bernard, Victor L. 1987. “Cross-Sectional Dependence and Problems in Inference in Market-Based Accounting Research.” Journal of Accounting Research, 1–48.

Bertanha, Marinho, Andrew H McCallum, and Nathan Seegert. 2021. “Better Bunching, Nicer Notching.” arXiv Preprint arXiv:2101.01170.

Bertrand, Marianne, Esther Duflo, and Sendhil Mullainathan. 2004. “How Much Should We Trust Differences-in-Differences Estimates?” The Quarterly Journal of Economics 119 (1): 249–75.

Bertrand, Marianne, and Sendhil Mullainathan. 2004. “Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination.” American Economic Review 94 (4): 991–1013.

Bhaduri, Saumitra N. 2002. “Determinants of Corporate Borrowing: Some Evidence from the Indian Corporate Structure.” Journal of Economics and Finance 26 (2): 200–215.

Bhagat, Sanjai, John Bizjak, and Jeffrey L Coles. 1998. “The Shareholder Wealth Implications of Corporate Lawsuits.” Financial Management, 5–27.

Bhattacharya, Jay, and William B Vogt. 2007. “Do Instrumental Variables Belong in Propensity Scores?” National Bureau of Economic Research Cambridge, Mass., USA.

Bickel, Peter J, and Kjell A Doksum. 1981. “An Analysis of Transformations Revisited.” Journal of the American Statistical Association 76 (374): 296–311.

Blau, David M. 1999. “The Effect of Income on Child Development.” Review of Economics and Statistics 81 (2): 261–76.

Blomquist, Sören, Whitney K Newey, Anil Kumar, and Che-Yuan Liang. 2021. “On Bunching and Identification of the Taxable Income Elasticity.” Journal of Political Economy 129 (8): 2320–43.

Bloom, Howard S. 1984. “Accounting for No-Shows in Experimental Evaluation Designs.” Evaluation Review 8 (2): 225–46.

Bloom, Howard S, Larry L Orr, Stephen H Bell, George Cave, Fred Doolittle, Winston Lin, and Johannes M Bos. 1997. “The Benefits and Costs of JTPA Title II-a Programs: Key Findings from the National Job Training Partnership Act Study.” Journal of Human Resources, 549–76.

Blundell, Richard, and Stephen Bond. 1998. “Initial Conditions and Moment Restrictions in Dynamic Panel Data Models.” Journal of Econometrics 87 (1): 115–43.

Böckerman, Petri, Ohto Kanninen, and Ilpo Suoniemi. 2018. “A Kink That Makes You Sick: The Effect of Sick Pay on Absence.” Journal of Applied Econometrics 33 (4): 568–79.

Bodner, Todd E. 2008. “What Improves with Increased Missing Data Imputations?” Structural Equation Modeling: A Multidisciplinary Journal 15 (4): 651–75.

Bollen, Kenneth A, and Robert Stine. 1990. “Direct and Indirect Effects: Classical and Bootstrap Estimates of Variability.” Sociological Methodology, 115–40.

Borah, Abhishek, and Gerard J Tellis. 2014. “Make, Buy, or Ally? Choice of and Payoff from Announcements of Alternate Strategies for Innovations.” Marketing Science 33 (1): 114–33.

Borusyak, Kirill, Xavier Jaravel, and Jann Spiess. 2021. “Revisiting Event Study Designs: Robust and Efficient Estimation.” arXiv Preprint arXiv:2108.12419.

Bosch, Nicole, Vincent Dekker, and Kristina Strohmaier. 2020. “A Data-Driven Procedure to Determine the Bunching Window: An Application to the Netherlands.” International Tax and Public Finance 27: 951–79.

Bottomley, Christian, J Anthony G Scott, and Valerie Isham. 2019. “Analysing Interrupted Time Series with a Control.” Epidemiologic Methods 8 (1): 20180010.

Bound, John, Charles C Brown, Greg Duncan, and Willard L Rodgers. 1989. “Measurement Error in Cross-Sectional and Longitudinal Labor Market Surveys: Results from Two Validation Studies.” National Bureau of Economic Research Cambridge, Mass., USA.

Bound, John, Charles Brown, and Nancy Mathiowetz. 2001. “Measurement Error in Survey Data.” In Handbook of Econometrics, 5:3705–3843. Elsevier.

Bound, John, David A Jaeger, and Regina M Baker. 1995. “Problems with Instrumental Variables Estimation When the Correlation Between the Instruments and the Endogenous Explanatory Variable Is Weak.” Journal of the American Statistical Association 90 (430): 443–50.

Bowblis, John R, and Austin C Smith. 2021. “Occupational Licensing of Social Services and Nursing Home Quality: A Regression Discontinuity Approach.” ILR Review 74 (1): 199–223.

Box, George EP, and David R Cox. 1981. An Analysis of Transformations Revisited, Rebutted. University of Wisconsin-Madison. Mathematics Research Center.

Boyd, D Eric, Rajesh K Chandy, and Marcus Cunha Jr. 2010. “When Do Chief Marketing Officers Affect Firm Value? A Customer Power Explanation.” Journal of Marketing Research 47 (6): 1162–76.

Boyd, D Eric, and Robert E Spekman. 2008. “The Market Value Impact of Indirect Ties Within Technology Alliances.” Journal of the Academy of Marketing Science 36: 488–500.

Brav, Alon, and Paul A Gompers. 1997. “Myth or Reality? The Long-Run Underperformance of Initial Public Offerings: Evidence from Venture and Nonventure Capital-Backed Companies.” The Journal of Finance 52 (5): 1791–821.

Breusch, Trevor S. 1978. “Testing for Autocorrelation in Dynamic Linear Models.” Australian Economic Papers 17 (31): 334–55.

Breusch, Trevor S, Grayham E Mizon, and Peter Schmidt. 1989. “Efficient Estimation Using Panel Data.” Econometrica: Journal of the Econometric Society, 695–700.

Breusch, Trevor S, and Adrian R Pagan. 1980. “The Lagrange Multiplier Test and Its Applications to Model Specification in Econometrics.” The Review of Economic Studies 47 (1): 239–53.

Brodeur, Abel, Andrew E Clark, Sarah Fleche, and Nattavudh Powdthavee. 2021. “COVID-19, Lockdowns and Well-Being: Evidence from Google Trends.” Journal of Public Economics 193: 104346.

Bronnenberg, Bart J, Jean-Pierre Dubé, and Robert E Sanders. 2020. “Consumer Misinformation and the Brand Premium: A Private Label Blind Taste Test.” Marketing Science 39 (2): 382–406.

Brown, Nicholas, Kyle Butts, and Joakim Westerlund. 2023. “Simple Difference-in-Differences Estimation in Fixed-T Panels.” Papers 2301.11358. arXiv.org. https://ideas.repec.org/p/arx/papers/2301.11358.html.

Brown, Stephen J, and Jerold B Warner. 1980. “Measuring Security Price Performance.” Journal of Financial Economics 8 (3): 205–58.

———. 1985. “Using Daily Stock Returns: The Case of Event Studies.” Journal of Financial Economics 14 (1): 3–31.

Bullock, John G, and Shang E Ha. 2011. “Mediation Analysis Is Harder Than It Looks.” Cambridge Handbook of Experimental Political Science 508: 521.

Burger, Nicholas E, Daniel T Kaffine, and Bob Yu. 2014. “Did California’s Hand-Held Cell Phone Ban Reduce Accidents?” Transportation Research Part A: Policy and Practice 66: 162–72.

Burtch, Gordon, Seth Carnahan, and Brad N Greenwood. 2018. “Can You Gig It? An Empirical Examination of the Gig Economy and Entrepreneurial Activity.” Management Science 64 (12): 5497–5520.

Busse, Meghan R, Nicola Lacetera, Devin G Pope, Jorge Silva-Risso, and Justin R Sydnor. 2013. “Estimating the Effect of Salience in Wholesale and Retail Car Markets.” American Economic Review 103 (3): 575–79.

Busse, Meghan R, Duncan I Simester, and Florian Zettelmeyer. 2010. “‘The Best Price You’ll Ever Get’: The 2005 Employee Discount Pricing Promotions in the US Automobile Industry.” Marketing Science 29 (2): 268–90.

Busse, Meghan, Jorge Silva-Risso, and Florian Zettelmeyer. 2006. “$1,000 Cash Back: The Pass-Through of Auto Manufacturer Promotions.” American Economic Review 96 (4): 1253–70.

Butcher, Kristin F, Patrick J McEwan, and Akila Weerapana. 2014. “The Effects of an Anti-Grade Inflation Policy at Wellesley College.” Journal of Economic Perspectives 28 (3): 189–204.

Cabral, Marika, Can Cui, and Michael Dworsky. 2022. “The Demand for Insurance and Rationale for a Mandate: Evidence from Workers’ Compensation Insurance.” American Economic Review 112 (5): 1621–68.

Cai, Yong, Ivan A Canay, Deborah Kim, and Azeem M Shaikh. 2022. “On the Implementation of Approximate Randomization Tests in Linear Models with a Small Number of Clusters.” Journal of Econometric Methods 12 (1): 85–103.

Callaway, Brantly, and Tong Li. 2019. “Quantile Treatment Effects in Difference in Differences Models with Panel Data.” Quantitative Economics 10 (4): 1579–1618.

Callaway, Brantly, and Pedro HC Sant’Anna. 2021. “Difference-in-Differences with Multiple Time Periods.” Journal of Econometrics 225 (2): 200–230.

Calonico, Sebastian, Matias D Cattaneo, and Max H Farrell. 2020. “Optimal Bandwidth Choice for Robust Bias-Corrected Inference in Regression Discontinuity Designs.” The Econometrics Journal 23 (2): 192–210.

Calonico, Sebastian, Matias D Cattaneo, and Rocio Titiunik. 2014. “Robust Nonparametric Confidence Intervals for Regression-Discontinuity Designs.” Econometrica 82 (6): 2295–2326.

Cameron, A Colin, Jonah B Gelbach, and Douglas L Miller. 2008. “Bootstrap-Based Improvements for Inference with Clustered Errors.” The Review of Economics and Statistics 90 (3): 414–27.

Campbell, John Y, Andrew W Lo, A Craig MacKinlay, and Robert F Whitelaw. 1998. “The Econometrics of Financial Markets.” Macroeconomic Dynamics 2 (4): 559–62.

Cao, Zixia, and Alina Sorescu. 2013. “Wedded Bliss or Tainted Love? Stock Market Reactions to the Introduction of Cobranded Products.” Marketing Science 32 (6): 939–59.

Card, David, and Alan B Krueger. 1993. “Minimum Wages and Employment: A Case Study of the Fast Food Industry in New Jersey and Pennsylvania.” National Bureau of Economic Research Cambridge, Mass., USA.

Card, David, David S Lee, Zhuan Pei, and Andrea Weber. 2015. “Inference on Causal Effects in a Generalized Regression Kink Design.” Econometrica 83 (6): 2453–83.

Carhart, Mark M. 1997. “On Persistence in Mutual Fund Performance.” The Journal of Finance 52 (1): 57–82.

Carpenter, Christopher, and Carlos Dobkin. 2009. “The Effect of Alcohol Consumption on Mortality: Regression Discontinuity Evidence from the Minimum Drinking Age.” American Economic Journal: Applied Economics 1 (1): 164–82.

Carranza, Eliana, Robert Garlick, Kate Orkin, and Neil Rankin. 2022. “Job Search and Hiring with Limited Information about Workseekers’ Skills.” American Economic Review 112 (11): 3547–83.

Carrasco, Marine, and Mohamed Doukali. 2022. “Testing Overidentifying Restrictions with Many Instruments and Heteroscedasticity Using Regularised Jackknife IV.” The Econometrics Journal 25 (1): 71–97.

Cattaneo, Matias D, Nicolás Idrobo, and Rocı́o Titiunik. 2019. A Practical Introduction to Regression Discontinuity Designs: Foundations. Cambridge University Press.

Cengiz, Doruk, Arindrajit Dube, Attila Lindner, and Ben Zipperer. 2019. “The Effect of Minimum Wages on Low-Wage Jobs.” The Quarterly Journal of Economics 134 (3): 1405–54.

Chabé-Ferret, Sylvain. 2015. “Analysis of the Bias of Matching and Difference-in-Difference Under Alternative Earnings and Selection Processes.” Journal of Econometrics 185 (1): 110–23.

Chae, Inyoung, Jihyeon Ha, and David A Schweidel. 2023. “Paywall Suspensions and Digital News Subscriptions.” Marketing Science 42 (4): 729–45.

Chaney, Paul K, Timothy M Devinney, and Russell S Winer. 1991. “The Impact of New Product Introductions on the Market Value of Firms.” Journal of Business, 573–610.

Chaplin, Duncan D, Thomas D Cook, Jelena Zurovac, Jared S Coopersmith, Mariel M Finucane, Lauren N Vollmer, and Rebecca E Morris. 2018. “The Internal and External Validity of the Regression Discontinuity Design: A Meta-Analysis of 15 Within-Study Comparisons.” Journal of Policy Analysis and Management 37 (2): 403–29.

Chatterjee, Sourav. 2015. “Matrix Estimation by Universal Singular Value Thresholding.”

Chen, Hong, Qiongsi Li, Jay S Kaufman, Jun Wang, Ray Copes, Yushan Su, and Tarik Benmarhnia. 2018. “Effect of Air Quality Alerts on Human Health: A Regression Discontinuity Analysis in Toronto, Canada.” The Lancet Planetary Health 2 (1): e19–26.

Chen, Jiafeng, and Jonathan Roth. 2023. “Logs with Zeros? Some Problems and Solutions.” The Quarterly Journal of Economics, qjad054.

Chen, Xinlei, George John, Julie M Hays, Arthur V Hill, and Susan E Geurs. 2009. “Learning from a Service Guarantee Quasi Experiment.” Journal of Marketing Research 46 (5): 584–96.

Chen, Yubo, Shankar Ganesan, and Yong Liu. 2009. “Does a Firm’s Product-Recall Strategy Affect Its Financial Value? An Examination of Strategic Alternatives During Product-Harm Crises.” Journal of Marketing 73 (6): 214–26.

Chen, Yubo, Yong Liu, and Jurui Zhang. 2012. “When Do Third-Party Product Reviews Affect Firm Value and What Can Firms Do? The Case of Media Critics and Professional Movie Reviews.” Journal of Marketing 76 (2): 116–34.

Chernozhukov, Victor, and Christian Hansen. 2005. “An IV Model of Quantile Treatment Effects.” Econometrica 73 (1): 245–61.

Chetty, Raj, John N Friedman, and Jonah E Rockoff. 2014. “Measuring the Impacts of Teachers i: Evaluating Bias in Teacher Value-Added Estimates.” American Economic Review 104 (9): 2593–2632.

Chetty, Raj, Nathaniel Hendren, and Lawrence F Katz. 2016. “The Effects of Exposure to Better Neighborhoods on Children: New Evidence from the Moving to Opportunity Experiment.” American Economic Review 106 (4): 855–902.

Chung, Doug J, Thomas Steenburgh, and K Sudhir. 2014. “Do Bonuses Enhance Sales Productivity? A Dynamic Structural Analysis of Bonus-Based Compensation Plans.” Marketing Science 33 (2): 165–87.

Cinelli, Carlos, Andrew Forney, and Judea Pearl. 2022. “A Crash Course in Good and Bad Controls.” Sociological Methods & Research, 00491241221099552.

Cinelli, Carlos, and Chad Hazlett. 2020. “Making Sense of Sensitivity: Extending Omitted Variable Bias.” Journal of the Royal Statistical Society Series B: Statistical Methodology 82 (1): 39–67.

Cinelli, Carlos, Daniel Kumor, Bryant Chen, Judea Pearl, and Elias Bareinboim. 2019. “Sensitivity Analysis of Linear Structural Causal Models.” In International Conference on Machine Learning, 1252–61. PMLR.

Conley, Timothy G. 1999. “GMM Estimation with Cross Sectional Dependence.” Journal of Econometrics 92 (1): 1–45.

Conley, Timothy G, and Christopher R Taber. 2011. “Inference with ‘Difference in Differences’ with a Small Number of Policy Changes.” The Review of Economics and Statistics 93 (1): 113–25.

Cornwell, T Bettina, Stephen W Pruitt, and John M Clark. 2005. “The Relationship Between Major-League Sports’ Official Sponsorship Announcements and the Stock Prices of Sponsoring Firms.” Journal of the Academy of Marketing Science 33 (4): 401–12.

Cragg, John G, and Stephen G Donald. 1993. “Testing Identifiability and Specification in Instrumental Variable Models.” Econometric Theory 9 (2): 222–40.

Cramér, Harald. 1999. Mathematical Methods of Statistics. Vol. 43. Princeton university press.

Cribari-Neto, Francisco. 2004. “Asymptotic Inference Under Heteroskedasticity of Unknown Form.” Computational Statistics & Data Analysis 45 (2): 215–33.

Cribari-Neto, Francisco, and Wilton Bernardino da Silva. 2011. “A New Heteroskedasticity-Consistent Covariance Matrix Estimator for the Linear Regression Model.” AStA Advances in Statistical Analysis 95: 129–46.

Cribari-Neto, Francisco, Tatiene C Souza, and Klaus LP Vasconcellos. 2007. “Inference Under Heteroskedasticity and Leveraged Data.” Communications in Statistics—Theory and Methods 36 (10): 1877–88.

Cullen, Julie Berry, Brian A Jacob, and Steven D Levitt. 2005. “The Impact of School Choice on Student Outcomes: An Analysis of the Chicago Public Schools.” Journal of Public Economics 89 (5-6): 729–60.

Datta, Hannes, George Knox, and Bart J Bronnenberg. 2018. “Changing Their Tune: How Consumers’ Adoption of Online Streaming Affects Music Consumption and Discovery.” Marketing Science 37 (1): 5–21.

Davis, Lucas W. 2008. “The Effect of Driving Restrictions on Air Quality in Mexico City.” Journal of Political Economy 116 (1): 38–81.

Davis, Lucas W, and Matthew E Kahn. 2010. “International Trade in Used Vehicles: The Environmental Consequences of NAFTA.” American Economic Journal: Economic Policy 2 (4): 58–82.

Daw, Jamie R, and Laura A Hatfield. 2018. “Matching and Regression to the Mean in Difference-in-Differences Analysis.” Health Services Research 53 (6): 4138–56.

Dawson, Jeremy F, and Andreas W Richter. 2006. “Probing Three-Way Interactions in Moderated Multiple Regression: Development and Application of a Slope Difference Test.” Journal of Applied Psychology 91 (4): 917.

De Chaisemartin, Clement, and Xavier D’haultfœuille. 2023. “Two-Way Fixed Effects and Differences-in-Differences Estimators with Several Treatments.” Journal of Econometrics 236 (2): 105480.

De Chaisemartin, Clément, and Xavier d’Haultfoeuille. 2020. “Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects.” American Economic Review 110 (9): 2964–96.

De Paola, Maria, Vincenzo Scoppa, and Mariatiziana Falcone. 2013. “The Deterrent Effects of the Penalty Points System for Driving Offences: A Regression Discontinuity Approach.” Empirical Economics 45: 965–85.

Deaton, Angus. 2010. “Instruments, Randomization, and Learning about Development.” Journal of Economic Literature 48 (2): 424–55.

Deshpande, Manasi, and Yue Li. 2019. “Who Is Screened Out? Application Costs and the Targeting of Disability Programs.” American Economic Journal: Economic Policy 11 (4): 213–48.

Diamond, Alexis, and Jasjeet S Sekhon. 2013. “Genetic Matching for Estimating Causal Effects: A General Multivariate Matching Method for Achieving Balance in Observational Studies.” Review of Economics and Statistics 95 (3): 932–45.

DiPrete, Thomas A, and Markus Gangl. 2004. “Assessing Bias in the Estimation of Causal Effects: Rosenbaum Bounds on Matching Estimators and Instrumental Variables Estimation with Imperfect Instruments.” Sociological Methodology 34 (1): 271–310.

Doan, Trang, and Mai Iskandar-Datta. 2021. “Does Gender in the c-Suite Really Matter?” Journal of Accounting, Auditing & Finance 36 (1): 81–107.

Doleac, Jennifer L, and Benjamin Hansen. 2020. “The Unintended Consequences of ‘Ban the Box’: Statistical Discrimination and Employment Outcomes When Criminal Histories Are Hidden.” Journal of Labor Economics 38 (2): 321–74.

Dolley, James Clay. 1933. “Characteristics and Procedure of Common Stock Split-Ups.” Harvard Business Review 11 (3): 316–26.

Donald, Stephen G, and Kevin Lang. 2007. “Inference with Difference-in-Differences and Other Panel Data.” The Review of Economics and Statistics 89 (2): 221–33.

Doornik, Jurgen A, and Henrik Hansen. 2008. “An Omnibus Test for Univariate and Multivariate Normality.” Oxford Bulletin of Economics and Statistics 70: 927–39.

Doudchenko, Nikolay, and Guido W Imbens. 2016. “Balancing, Regression, Difference-in-Differences and Synthetic Control Methods: A Synthesis.” National Bureau of Economic Research.

Driscoll, John C, and Aart C Kraay. 1998. “Consistent Covariance Matrix Estimation with Spatially Dependent Panel Data.” Review of Economics and Statistics 80 (4): 549–60.

Dubow, Ben, and Nuno B Monteiro. 2006. “Measuring Market Cleanliness.” Available at SSRN 1019999.

Dufour, Jean-Marie. 1997. “Some Impossibility Theorems in Econometrics with Applications to Structural and Dynamic Models.” Econometrica: Journal of the Econometric Society, 1365–87.

Dutta, Anupam, Johan Knif, James W Kolari, and Seppo Pynnonen. 2018. “A Robust and Powerful Test of Abnormal Stock Returns in Long-Horizon Event Studies.” Journal of Empirical Finance 47: 1–24.

Ebbes, Peter, Dominik Papies, and Harald J Van Heerde. 2011. “The Sense and Non-Sense of Holdout Sample Validation in the Presence of Endogeneity.” Marketing Science 30 (6): 1115–22.

Ebbes, Peter, Michel Wedel, Ulf Böckenholt, and Ton Steerneman. 2005. “Solving and Testing for Regressor-Error (in) Dependence When No Instrumental Variables Are Available: With New Evidence for the Effect of Education on Income.” Quantitative Marketing and Economics 3: 365–92.

Eckles, Dean, and Eytan Bakshy. 2021. “Bias and High-Dimensional Adjustment in Observational Studies of Peer Effects.” Journal of the American Statistical Association 116 (534): 507–17.

Efron, Bradley. 1992. “Bootstrap Methods: Another Look at the Jackknife.” In Breakthroughs in Statistics: Methodology and Distribution, 569–93. Springer.

Einav, Liran, Amy Finkelstein, and Jonathan Levin. 2010. “Beyond Testing: Empirical Models of Insurance Markets.” Annu. Rev. Econ. 2 (1): 311–36.

Ekwaru, John Paul, and Paul J Veugelers. 2018. “The Overlooked Importance of Constants Added in Log Transformation of Independent Variables with Zero Values: A Proposed Approach for Determining an Optimal Constant.” Statistics in Biopharmaceutical Research 10 (1): 26–29.

Elberse, Anita. 2007. “The Power of Stars: Do Star Actors Drive the Success of Movies?” Journal of Marketing 71 (4): 102–20.

Esarey, Justin, and Jane Lawrence Sumner. 2018. “Marginal Effects in Interaction Models: Determining and Controlling the False Positive Rate.” Comparative Political Studies 51 (9): 1144–76.

Faber, Benjamin, and Cecile Gaubert. 2019. “Tourism and Economic Development: Evidence from Mexico’s Coastline.” American Economic Review 109 (6): 2245–93.

Fama, Eugene F. 1970. “Efficient Capital Markets: A Review of Theory and Empirical Work.” The Journal of Finance 25 (2): 383–417.

Fama, Eugene F, Lawrence Fisher, Michael C Jensen, and Richard Roll. 1969. “The Adjustment of Stock Prices to New Information.” International Economic Review 10 (1): 1–21.

Fama, Eugene F, and Kenneth R French. 1993. “Common Risk Factors in the Returns on Stocks and Bonds.” Journal of Financial Economics 33 (1): 3–56.

———. 2010. “Luck Versus Skill in the Cross-Section of Mutual Fund Returns.” The Journal of Finance 65 (5): 1915–47.

Fan, Yanqin, and Zhengfei Yu. 2012. “Partial Identification of Distributional and Quantile Treatment Effects in Difference-in-Differences Models.” Economics Letters 115 (3): 511–15.

Fang, Eric, Jongkuk Lee, and Zhi Yang. 2015. “The Timing of Codevelopment Alliances in New Product Development Processes: Returns for Upstream and Downstream Partners.” Journal of Marketing 79 (1): 64–82.

Faraway, Julian J. 2016. Extending the Linear Model with r: Generalized Linear, Mixed Effects and Nonparametric Regression Models. CRC press.

Ferman, Bruno, and Cristine Pinto. 2021. “Synthetic Controls with Imperfect Pretreatment Fit.” Quantitative Economics 12 (4): 1197–1221.

Firpo, Sergio, and Vitor Possebom. 2018. “Synthetic Control Method: Inference, Sensitivity Analysis and Confidence Sets.” Journal of Causal Inference 6 (2): 20160026.

Fornell, Claes, Sunil Mithas, Forrest V Morgeson III, and Mayuram S Krishnan. 2006. “Customer Satisfaction and Stock Prices: High Returns, Low Risk.” Journal of Marketing 70 (1): 3–14.

Fossum, Jessica L, and Amanda K Montoya. 2023. “When to Use Different Inferential Methods for Power Analysis and Data Analysis for Between-Subjects Mediation.” Advances in Methods and Practices in Psychological Science 6 (2): 25152459231156606.

Fox, John. 1997. Applied Regression Analysis, Linear Models, and Related Methods. sage publications, Inc.

Freedman, David A. 2008. “Randomization Does Not Justify Logistic Regression.” Statistical Science, 237–49.

Fricke, Hans. 2017. “Identification Based on Difference-in-Differences Approaches with Multiple Treatments.” Oxford Bulletin of Economics and Statistics 79 (3): 426–33.

Fritz, Matthew S, Amanda B Taylor, and David P MacKinnon. 2012. “Explanation of Two Anomalous Results in Statistical Mediation Analysis.” Multivariate Behavioral Research 47 (1): 61–87. https://doi.org/10.1080/00273171.2012.640596.

Frölich, Markus, and Blaise Melly. 2013. “Unconditional Quantile Treatment Effects Under Endogeneity.” Journal of Business & Economic Statistics 31 (3): 346–57.

Fuchs-Schündeln, Nicola, and Tarek Alexander Hassan. 2016. “Natural Experiments in Macroeconomics.” In Handbook of Macroeconomics, 2:923–1012. Elsevier.

Furnival, George M, and Robert W Wilson. 2000. “Regressions by Leaps and Bounds.” Technometrics 42 (1): 69–79.

Gallego, Francisco, Juan-Pablo Montero, and Christian Salas. 2013. “The Effect of Transport Policies on Car Use: Evidence from Latin American Cities.” Journal of Public Economics 107: 47–62.

Gallen, Trevor. 2020. “Broken Instruments.” Available at SSRN 3671850.

Gao, Haibing, Jinhong Xie, Qi Wang, and Kenneth C Wilbur. 2015. “Should Ad Spending Increase or Decrease Before a Recall Announcement? The Marketing–Finance Interface in Product-Harm Crisis Management.” Journal of Marketing 79 (5): 80–99.

Gardner, John. 2022. “Two-Stage Differences in Differences.” arXiv Preprint arXiv:2207.05943.

Gelman, Andrew, and Guido Imbens. 2019. “Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs.” Journal of Business & Economic Statistics 37 (3): 447–56.

Gerard, François, Miikka Rokkanen, and Christoph Rothe. 2020. “Bounds on Treatment Effects in Regression Discontinuity Designs with a Manipulated Running Variable.” Quantitative Economics 11 (3): 839–70.

Gerber, Alan S, Donald P Green, Edward H Kaplan, and Holger L Kern. 2010. “Baseline, Placebo, and Treatment: Efficient Estimation for Three-Group Experiments.” Political Analysis 18 (3): 297–315.

Geyskens, Inge, Katrijn Gielens, and Marnik G Dekimpe. 2002. “The Market Valuation of Internet Channel Additions.” Journal of Marketing 66 (2): 102–19.

Gibbons, Charles E, Juan Carlos Suárez Serrato, and Michael B Urbancic. 2018. “Broken or Fixed Effects?” Journal of Econometric Methods 8 (1): 20170002.

Gielens, Katrijn, Linda M Van de Gucht, Jan-Benedict EM Steenkamp, and Marnik G Dekimpe. 2008. “Dancing with a Giant: The Effect of Wal-Mart’s Entry into the United Kingdom on the Performance of European Retailers.” Journal of Marketing Research 45 (5): 519–34.

Glasser, MARC. 1964. “Linear Regression Analysis with Missing Observations Among the Independent Variables.” Journal of the American Statistical Association 59 (307): 834–44.

Gobillon, Laurent, and Thierry Magnac. 2016. “Regional Policy Evaluation: Interactive Fixed Effects and Synthetic Controls.” Review of Economics and Statistics 98 (3): 535–51.

Godfrey, Leslie G. 1978. “Testing Against General Autoregressive and Moving Average Error Models When the Regressors Include Lagged Dependent Variables.” Econometrica: Journal of the Econometric Society, 1293–1301.

Goldberger, Arthur Stanley. 1991. A Course in Econometrics. Harvard University Press.

Goldfarb, Avi, and Catherine Tucker. 2011. “Online Display Advertising: Targeting and Obtrusiveness.” Marketing Science 30 (3): 389–404.

Goldfarb, Avi, Catherine Tucker, and Yanwen Wang. 2022. “Conducting Research in Marketing with Quasi-Experiments.” Journal of Marketing 86 (3): 1–20.

Goldsmith-Pinkham, Paul, Peter Hull, and Michal Kolesár. 2022. “Contamination Bias in Linear Regressions.” National Bureau of Economic Research.

Goodman-Bacon, Andrew. 2021. “Difference-in-Differences with Variation in Treatment Timing.” Journal of Econometrics 225 (2): 254–77.

Gordon, Brett R, Florian Zettelmeyer, Neha Bhargava, and Dan Chapsky. 2019. “A Comparison of Approaches to Advertising Measurement: Evidence from Big Field Experiments at Facebook.” Marketing Science 38 (2): 193–225.

Gormley, Todd A, and David A Matsa. 2011. “Growing Out of Trouble? Corporate Responses to Liability Risk.” The Review of Financial Studies 24 (8): 2781–821.

Gould, W, J Pitblado, and B Poi. 2010. “Maximum Likelihood Estimation with Stata: StataCorp LP.” Texas: Stata Press.

Gourieroux, Christian, Alberto Holly, and Alain Monfort. 1982. “Likelihood Ratio Test, Wald Test, and Kuhn-Tucker Test in Linear Models with Inequality Constraints on the Regression Parameters.” Econometrica: Journal of the Econometric Society, 63–80.

Gourieroux, Christian, and Alain Monfort. 1981. “On the Problem of Missing Data in Linear Models.” The Review of Economic Studies 48 (4): 579–86.

Greene, William H. 1990. “A Gamma-Distributed Stochastic Frontier Model.” Journal of Econometrics 46 (1-2): 141–63.

Greevy, Robert, Bo Lu, Jeffrey H Silber, and Paul Rosenbaum. 2004. “Optimal Multivariate Matching Before Randomization.” Biostatistics 5 (2): 263–75.

Guo, Tong, Srinivasaraghavan Sriram, and Puneet Manchanda. 2020. “‘Let the Sunshine in’: The Impact of Industry Payment Disclosure on Physician Prescription Behavior.” Marketing Science 39 (3): 516–39.

Habel, Johannes, Sascha Alavi, and Kim Linsenmayer. 2021. “Variable Compensation and Salesperson Health.” Journal of Marketing 85 (3): 130–49.

Hainmueller, Jens. 2012. “Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies.” Political Analysis 20 (1): 25–46.

Haitovsky, Yoel. 1968. “Missing Data in Regression Analysis.” Journal of the Royal Statistical Society: Series B (Methodological) 30 (1): 67–82.

Hall, Alastair R, Glenn D Rudebusch, and David W Wilcox. 1996. “Judging Instrument Relevance in Instrumental Variables Estimation.” International Economic Review, 283–98.

Hall, Graham C, Patrick J Hutchinson, and Nicos Michaelas. 2004. “Determinants of the Capital Structures of European SMEs.” Journal of Business Finance & Accounting 31 (5-6): 711–28.

Hansen, Ben B. 2008. “The Prognostic Analogue of the Propensity Score.” Biometrika 95 (2): 481–88.

Hansen, Ben B, Paul R Rosenbaum, and Dylan S Small. 2014. “Clustered Treatment Assignments and Sensitivity to Unmeasured Biases in Observational Studies.” Journal of the American Statistical Association 109 (505): 133–44.

Hansen, Lars Peter. 1982. “Large Sample Properties of Generalized Method of Moments Estimators.” Econometrica: Journal of the Econometric Society, 1029–54.

Harper, Sam, and Tim A Bruckner. 2017. “Did the Great Recession Increase Suicides in the USA? Evidence from an Interrupted Time-Series Analysis.” Annals of Epidemiology 27 (7): 409–14.

Hartmann, Wesley, Harikesh S Nair, and Sridhar Narayanan. 2011. “Identifying Causal Marketing Mix Effects Using a Regression Discontinuity Design.” Marketing Science 30 (6): 1079–97.

Hastie, Trevor, Rahul Mazumder, Jason D Lee, and Reza Zadeh. 2015. “Matrix Completion and Low-Rank SVD via Fast Alternating Least Squares.” The Journal of Machine Learning Research 16 (1): 3367–3402.

Hastie, Trevor, Robert Tibshirani, Jerome H Friedman, and Jerome H Friedman. 2009. The Elements of Statistical Learning: Data Mining, Inference, and Prediction. Vol. 2. Springer.

Hausman, Catherine, and David S Rapson. 2018. “Regression Discontinuity in Time: Considerations for Empirical Applications.” Annual Review of Resource Economics 10: 533–52.

Hausman, Jerry A. 1978. “Specification Tests in Econometrics.” Econometrica: Journal of the Econometric Society, 1251–71.

———. 1983. “Specification and Estimation of Simultaneous Equation Models.” Handbook of Econometrics 1: 391–448.

Hayes, Andrew F, and Kristopher J Preacher. 2014. “Statistical Mediation Analysis with a Multicategorical Independent Variable.” British Journal of Mathematical and Statistical Psychology 67 (3): 451–70.

Hayes, Andrew F, and Michael Scharkow. 2013. “The Relative Trustworthiness of Inferential Tests of the Indirect Effect in Statistical Mediation Analysis: Does Method Really Matter?” Psychological Science 24 (10): 1918–27.

He, Cheng, O Cem Ozturk, Chris Gu, and Jorge Mario Silva-Risso. 2021. “The End of the Express Road for Hybrid Vehicles: Can Governments’ Green Product Incentives Backfire?” Marketing Science 40 (1): 80–100.

He, Sherry, Brett Hollenbeck, and Davide Proserpio. 2022. “The Market for Fake Reviews.” Marketing Science 41 (5): 896–921.

Heath, Davidson, Matthew C Ringgenberg, Mehrdad Samadi, and Ingrid M Werner. 2023. “Reusing Natural Experiments.” The Journal of Finance 78 (4): 2329–64.

Heckman, James. 1990. “Varieties of Selection Bias.” The American Economic Review 80 (2): 313–18.

Heckman, James J. 1976. “The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models.” In Annals of Economic and Social Measurement, Volume 5, Number 4, 475–92. NBER.

Heckman, James J, Hidehiko Ichimura, and Petra E Todd. 1997. “Matching as an Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme.” The Review of Economic Studies 64 (4): 605–54.

Heckman, James J, Robert J LaLonde, and Jeffrey A Smith. 1999. “The Economics and Econometrics of Active Labor Market Programs.” In Handbook of Labor Economics, 3:1865–2097. Elsevier.

Heckman, James J., and Jeffrey A. Smith. 1999. “The Pre-Programme Earnings Dip and the Determinants of Participation in a Social Programme. Implications for Simple Programme Evaluation Strategies.” The Economic Journal 109 (457): 313–48. https://doi.org/10.1111/1468-0297.00451.

Heckman, James, and Salvador Navarro-Lozano. 2004. “Using Matching, Instrumental Variables, and Control Functions to Estimate Economic Choice Models.” Review of Economics and Statistics 86 (1): 30–57.

Heller, Ruth, Paul R Rosenbaum, and Dylan S Small. 2009. “Split Samples and Design Sensitivity in Observational Studies.” Journal of the American Statistical Association 104 (487): 1090–1101.

Henderson, Charles R. 1975. “Best Linear Unbiased Estimation and Prediction Under a Selection Model.” Biometrics, 423–47.

Hill, Aaron D, Scott G Johnson, Lindsey M Greco, Ernest H O’Boyle, and Sheryl L Walter. 2021. “Endogeneity: A Review and Agenda for the Methodology-Practice Divide Affecting Micro and Macro Research.” Journal of Management 47 (1): 105–43.

Hjort, Jonas, and Jonas Poulsen. 2019. “The Arrival of Fast Internet and Employment in Africa.” American Economic Review 109 (3): 1032–79.

Ho, Daniel E, Kosuke Imai, Gary King, and Elizabeth A Stuart. 2007. “Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference.” Political Analysis 15 (3): 199–236.

Hochberg, Yosef. 1988. “A Sharper Bonferroni Procedure for Multiple Tests of Significance.” Biometrika 75 (4): 800–802.

Hodges Jr, Joseph L, and Erich L Lehmann. 2011. “Estimates of Location Based on Rank Tests.” In Selected Works of EL Lehmann, 287–300. Springer.

Hollander, Myles, Douglas A Wolfe, and Eric Chicken. 2013. Nonparametric Statistical Methods. John Wiley & Sons.

Holm, Sture. 1979. “A Simple Sequentially Rejective Multiple Test Procedure.” Scandinavian Journal of Statistics, 65–70.

Homburg, Christian, Josef Vollmayr, and Alexander Hahn. 2014. “Firm Value Creation Through Major Channel Expansions: Evidence from an Event Study in the United States, Germany, and China.” Journal of Marketing 78 (3): 38–61.

Honda, Yuzo. 1985. “Testing the Error Components Model with Non-Normal Disturbances.” The Review of Economic Studies 52 (4): 681–90.

Horsky, Dan, and Patrick Swyngedouw. 1987. “Does It Pay to Change Your Company’s Name? A Stock Market Perspective.” Marketing Science 6 (4): 320–35.

Hosmer, David W, and Stanley Lemeshow. 1992. “Confidence Interval Estimation of Interaction.” Epidemiology, 452–56.

Houston, Mark B, and Shane A Johnson. 2000. “Buyer–Supplier Contracts Versus Joint Ventures: Determinants and Consequences of Transaction Structure.” Journal of Marketing Research 37 (1): 1–15.

Hoyer, Patrik, Dominik Janzing, Joris M Mooij, Jonas Peters, and Bernhard Schölkopf. 2008. “Nonlinear Causal Discovery with Additive Noise Models.” Advances in Neural Information Processing Systems 21.

Hoyle, Rick H. 1999. Statistical Strategies for Small Sample Research. sage.

Hoynes, Hilary W, and Diane Whitmore Schanzenbach. 2009. “Consumption Responses to in-Kind Transfers: Evidence from the Introduction of the Food Stamp Program.” American Economic Journal: Applied Economics 1 (4): 109–39.

Huber, Martin, Mark Schelker, and Anthony Strittmatter. 2022. “Direct and Indirect Effects Based on Changes-in-Changes.” Journal of Business & Economic Statistics 40 (1): 432–43.

Hurvich, Clifford M, and Chih-Ling Tsai. 1989. “Regression and Time Series Model Selection in Small Samples.” Biometrika 76 (2): 297–307.

Iacus, Stefano M, Gary King, and Giuseppe Porro. 2012. “Causal Inference Without Balance Checking: Coarsened Exact Matching.” Political Analysis 20 (1): 1–24.

Imai, Kosuke, Zhichao Jiang, and Anup Malani. 2021. “Causal Inference with Interference and Noncompliance in Two-Stage Randomized Experiments.” Journal of the American Statistical Association 116 (534): 632–44.

Imai, Kosuke, Luke Keele, and Dustin Tingley. 2010. “A General Approach to Causal Mediation Analysis.” Psychological Methods 15 (4): 309.

Imai, Kosuke, Luke Keele, and Teppei Yamamoto. 2010. “Identification, Inference and Sensitivity Analysis for Causal Mediation Effects.”

Imai, Kosuke, and In Song Kim. 2019. “When Should We Use Unit Fixed Effects Regression Models for Causal Inference with Longitudinal Data?” American Journal of Political Science 63 (2): 467–90.

———. 2021. “On the Use of Two-Way Fixed Effects Regression Models for Causal Inference with Panel Data.” Political Analysis 29 (3): 405–15.

Imai, Kosuke, In Song Kim, and Erik H Wang. 2021. “Matching Methods for Causal Inference with Time-Series Cross-Sectional Data.” American Journal of Political Science.

Imai, Kosuke, Gary King, and Elizabeth A Stuart. 2008. “Misunderstandings Between Experimentalists and Observationalists about Causal Inference.” Journal of the Royal Statistical Society: Series A (Statistics in Society) 171 (2): 481–502.

Imbens, Guido W, and Joshua D Angrist. 1994. “Identification and Estimation of Local Average Treatment Effects.” Econometrica 62 (2): 467–75.

Imbens, Guido W, and Donald B Rubin. 2015. Causal Inference in Statistics, Social, and Biomedical Sciences. Cambridge University Press.

Imbens, Guido, and Karthik Kalyanaraman. 2012. “Optimal Bandwidth Choice for the Regression Discontinuity Estimator.” The Review of Economic Studies 79 (3): 933–59.

Imbens, Guido, and Thomas Lemieux. 2008. “The Regression Discontinuity Design–Theory and Applications.” Journal of Econometrics.

Iskandar-Datta, Mai, and Yonghong Jia. 2013. “Valuation Consequences of Clawback Provisions.” The Accounting Review 88 (1): 171–98.

Israeli, Ayelet. 2018. “Online MAP Enforcement: Evidence from a Quasi-Experiment.” Marketing Science 37 (5): 710–32.

Ittner, Christopher, David Larcker, and Daniel Taylor. 2009. “Commentary–the Stock Market’s Pricing of Customer Satisfaction.” Marketing Science 28 (5): 826–35.

Jacobson, Robert, and Natalie Mizik. 2009. “The Financial Markets and Customer Satisfaction: Reexamining Possible Financial Market Mispricing of Customer Satisfaction.” Marketing Science 28 (5): 810–19.

Jaffe, Jeffrey F. 1974. “Special Information and Insider Trading.” The Journal of Business 47 (3): 410–28.

James, Gareth, Daniela Witten, Trevor Hastie, and Robert Tibshirani. 2013. An Introduction to Statistical Learning. Vol. 112. Springer.

Janakiraman, Ramkumar, Joon Ho Lim, and Rishika Rishika. 2018. “The Effect of a Data Breach Announcement on Customer Behavior: Evidence from a Multichannel Retailer.” Journal of Marketing 82 (2): 85–105.

Jepsen, Christopher, Kenneth Troske, and Paul Coomes. 2014. “The Labor-Market Returns to Community College Degrees, Diplomas, and Certificates.” Journal of Labor Economics 32 (1): 95–121. https://doi.org/10.1086/671809.

Jin, Hui, and Donald B Rubin. 2008. “Principal Stratification for Causal Inference with Extended Partial Compliance.” Journal of the American Statistical Association 103 (481): 101–11.

———. 2009. “Public Schools Versus Private Schools: Causal Inference with Partial Compliance.” Journal of Educational and Behavioral Statistics 34 (1): 24–45.

Johansson, Per, and Mårten Schultzberg. 2022. “Rerandomization: A Complement or Substitute for Stratification in Randomized Experiments?” Journal of Statistical Planning and Inference 218: 43–58.

Johnson, Matthew S. 2020. “Regulation by Shaming: Deterrence Effects of Publicizing Violations of Workplace Safety and Health Laws.” American Economic Review 110 (6): 1866–1904.

Johnson, N. L. 1949. “Systems of Frequency Curves Generated by Methods of Translation.” Biometrika 36 (1/2): 149. https://doi.org/10.2307/2332539.

Johnson, Palmer Oliver, and Jerzy Neyman. 1936. “Tests of Certain Linear Hypotheses and Their Application to Some Educational Problems.” Statistical Research Memoirs.

Johnson, Richard Arnold, Dean W Wichern, et al. 2002. “Applied Multivariate Statistical Analysis.”

Johnston, Margaret A. 2007. “A Review of the Application of Event Studies in Marketing.” Academy of Marketing Science Review 2007: 1.

Jones, Michael P. 1996. “Indicator and Stratification Methods for Missing Explanatory Variables in Multiple Linear Regression.” Journal of the American Statistical Association 91 (433): 222–30.

Jordon, James, Lukasz Szpruch, Florimond Houssiau, Mirko Bottarelli, Giovanni Cherubin, Carsten Maple, Samuel N Cohen, and Adrian Weller. 2022. “Synthetic Data–What, Why and How?” arXiv Preprint arXiv:2205.03257.

Joshi, Amit M, and Dominique M Hanssens. 2009. “Movie Advertising and the Stock Market Valuation of Studios: A Case of ‘Great Expectations?’” Marketing Science 28 (2): 239–50.

Kahn-Lang, Ariella, and Kevin Lang. 2020. “The Promise and Pitfalls of Differences-in-Differences: Reflections on 16 and Pregnant and Other Applications.” Journal of Business & Economic Statistics 38 (3): 613–20.

Kalaignanam, Kartik, and S Cem Bahadir. 2013. “Corporate Brand Name Changes and Business Restructuring: Is the Relationship Complementary or Substitutive?” Journal of the Academy of Marketing Science 41: 456–72.

Kapelner, Adam, and Abba Krieger. 2014. “Matching on-the-Fly: Sequential Allocation with Higher Power and Efficiency.” Biometrics 70 (2): 378–88.

Karniouchina, Ekaterina V, William L Moore, and Kevin J Cooney. 2009. “Impact of Mad Money Stock Recommendations: Merging Financial and Marketing Perspectives.” Journal of Marketing 73 (6): 244–66.

Karniouchina, Ekaterina V, Can Uslay, and Grigori Erenburg. 2011. “Do Marketing Media Have Life Cycles? The Case of Product Placement in Movies.” Journal of Marketing 75 (3): 27–48.

Keele, Luke. 2010. “An Overview of Rbounds: An r Package for Rosenbaum Bounds Sensitivity Analysis with Matched Data.” White Paper. Columbus, OH 1: 15.

Keller, Kristopher O, Jonne Y Guyt, and Rajdeep Grewal. 2024. “Soda Taxes and Marketing Conduct.” Journal of Marketing Research 61 (3): 393–410.

Kenny, David A, and Charles M Judd. 2014. “Power Anomalies in Testing Mediation.” Psychological Science 25 (2): 334–39.

Kim, Jee-Seon, and Edward W Frees. 2007. “Multilevel Modeling with Correlated Effects.” Psychometrika 72 (4): 505–33.

Kim, MinChung, and Leigh M McAlister. 2011. “Stock Market Reaction to Unexpected Growth in Marketing Expenditure: Negative for Sales Force, Contingent on Spending Level for Advertising.” Journal of Marketing 75 (4): 68–85.

Kim, Sungjin, Clarence Lee, and Sachin Gupta. 2020. “Bayesian Synthetic Control Methods.” Journal of Marketing Research 57 (5): 831–52.

King, Gary. 1995. “Replication, Replication.” PS: Political Science & Politics 28 (3): 444–52.

King, Gary, James Honaker, Anne Joseph, and Kenneth Scheve. 2001. “Analyzing Incomplete Political Science Data: An Alternative Algorithm for Multiple Imputation.” American Political Science Review 95 (1): 49–69.

King, Gary, Christopher Lucas, and Richard A Nielsen. 2017. “The Balance-Sample Size Frontier in Matching Methods for Causal Inference.” American Journal of Political Science 61 (2): 473–89.

King, Gary, and Richard Nielsen. 2019. “Why Propensity Scores Should Not Be Used for Matching.” Political Analysis 27 (4): 435–54.

King, Maxwell L, and Ping X Wu. 1997. “Locally Optimal One-Sided Tests for Multiparameter Hypotheses.” Econometric Reviews 16 (2): 131–56.

Kiviet, Jan F. 2020. “Testing the Impossible: Identifying Exclusion Restrictions.” Journal of Econometrics 218 (2): 294–316.

Kleinberg, Jon, Jens Ludwig, Sendhil Mullainathan, and Ziad Obermeyer. 2015. “Prediction Policy Problems.” American Economic Review 105 (5): 491–95.

Kleven, Henrik Jacobsen. 2016. “Bunching.” Annual Review of Economics 8: 435–64.

Knol, Mirjam J, and Tyler J VanderWeele. 2012. “Recommendations for Presenting Analyses of Effect Modification and Interaction.” International Journal of Epidemiology 41 (2): 514–20.

Kothari, SP, and Jerold B Warner. 1997. “Measuring Long-Horizon Security Price Performance.” Journal of Financial Economics 43 (3): 301–39.

Krauth, Brian. 2016. “Bounding a Linear Causal Effect Using Relative Correlation Restrictions.” Journal of Econometric Methods 5 (1): 117–41.

Laird, Nan M, and James H Ware. 1982. “Random-Effects Models for Longitudinal Data.” Biometrics, 963–74.

LaLonde, Robert J. 1986. “Evaluating the Econometric Evaluations of Training Programs with Experimental Data.” The American Economic Review, 604–20.

Lambrecht, Anja, Catherine Tucker, and Xu Zhang. 2024. “TV Advertising and Online Sales: A Case Study of Intertemporal Substitution Effects for an Online Travel Platform.” Journal of Marketing Research 61 (2): 248–70.

Lancaster, Tony. 2000. “The Incidental Parameter Problem Since 1948.” Journal of Econometrics 95 (2): 391–413.

Lane, Vicki, and Robert Jacobson. 1995. “Stock Market Reactions to Brand Extension Announcements: The Effects of Brand Attitude and Familiarity.” Journal of Marketing 59 (1): 63–77.

Larcker, David F, and Tjomme O Rusticus. 2010. “On the Use of Instrumental Variables in Accounting Research.” Journal of Accounting and Economics 49 (3): 186–205.

Lavy, Victor, Joshua D Angrist, and Analia Schlosser. 2006. “New Evidence on the Causal Link Between the Quantity and Quality of Children.”

Ledgerwood, Alison, and Patrick E Shrout. 2011. “The Trade-Off Between Accuracy and Precision in Latent Variable Models of Mediation Processes.” Journal of Personality and Social Psychology 101 (6): 1174.

Lee, David S. 2009. “Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects.” The Review of Economic Studies, 1071–1102.

Lee, David S, and Thomas Lemieux. 2010. “Regression Discontinuity Designs in Economics.” Journal of Economic Literature 48 (2): 281–355.

Lee, David S, Justin McCrary, Marcelo J Moreira, and Jack Porter. 2022. “Valid t-Ratio Inference for IV.” American Economic Review 112 (10): 3260–90.

Lee Rodgers, Joseph, William Howard Beasley, and Matthew Schuelke. 2014. “Graphical Data Analysis on the Circle: Wrap-Around Time Series Plots for (Interrupted) Time Series Designs.” Multivariate Behavioral Research 49 (6): 571–80.

Lewbel, Arthur. 1997. “Constructing Instruments for Regressions with Measurement Error When No Additional Data Are Available, with an Application to Patents and r&d.” Econometrica: Journal of the Econometric Society, 1201–13.

———. 2012. “Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models.” Journal of Business & Economic Statistics 30 (1): 67–80.

Li, Hanqing, Xiaohui Liu, Yuting Chen, and Yawen Fan. 2022. “Testing for Serial Correlation in Autoregressive Exogenous Models with Possible GARCH Errors.” Entropy 24 (8): 1076.

Li, Kathleen T. 2024. “Frontiers: A Simple Forward Difference-in-Differences Method.” Marketing Science 43 (2): 267–79.

Li, Kathleen T, and Garrett P Sonnier. 2023. “Statistical Inference for the Factor Model Approach to Estimate Causal Effects in Quasi-Experimental Settings.” Journal of Marketing Research 60 (3): 449–72.

Li, Kathleen T, and Christophe Van den Bulte. 2023. “Augmented Difference-in-Differences.” Marketing Science 42 (4): 746–67.

Li, Sheng, Nikos Vlassis, Jaya Kawale, and Yun Fu. 2016. “Matching via Dimensionality Reduction for Estimation of Treatment Effects in Digital Marketing Campaigns.” In IJCAI, 16:3768–74.

Li, Xia, Christopher Gan, and Baiding Hu. 2011. “The Welfare Impact of Microcredit on Rural Households in China.” The Journal of Socio-Economics 40 (4): 404–11. https://doi.org/10.1016/j.socec.2011.04.012.

Li, Yunfei Paul, Kathleen J Propert, and Paul R Rosenbaum. 2001. “Balanced Risk Set Matching.” Journal of the American Statistical Association 96 (455): 870–82.

Liang, Kung-Yee, and Scott L Zeger. 1986. “Longitudinal Data Analysis Using Generalized Linear Models.” Biometrika 73 (1): 13–22.

Liaukonyte, Jura, Thales Teixeira, and Kenneth C Wilbur. 2015. “Television Advertising and Online Shopping.” Marketing Science 34 (3): 311–30.

Liaukonytė, Jūra, Anna Tuchman, and Xinrong Zhu. 2023. “Frontiers: Spilling the Beans on Political Consumerism: Do Social Media Boycotts and Buycotts Translate to Real Sales Impact?” Marketing Science 42 (1): 11–25.

Lim, Joon Ho, Rishika Rishika, Ramkumar Janakiraman, and PK Kannan. 2020. “Competitive Effects of Front-of-Package Nutrition Labeling Adoption on Nutritional Quality: Evidence from Facts up Front–Style Labels.” Journal of Marketing 84 (6): 3–21.

Linden, Ariel. 2015. “Conducting Interrupted Time-Series Analysis for Single-and Multiple-Group Comparisons.” The Stata Journal 15 (2): 480–500.

———. 2017. “A Comprehensive Set of Postestimation Measures to Enrich Interrupted Time-Series Analysis.” The Stata Journal 17 (1): 73–88.

Linden, Ariel, and Paul R Yarnold. 2016. “Using Machine Learning to Identify Structural Breaks in Single-Group Interrupted Time Series Designs.” Journal of Evaluation in Clinical Practice 22 (6): 855–59.

Little, Roderick JA. 1988. “A Test of Missing Completely at Random for Multivariate Data with Missing Values.” Journal of the American Statistical Association 83 (404): 1198–1202.

———. 1992. “Regression with Missing x’s: A Review.” Journal of the American Statistical Association 87 (420): 1227–37.

Liu, Licheng, Ye Wang, and Yiqing Xu. 2022. “A Practical Guide to Counterfactual Estimators for Causal Inference with Time-Series Cross-Sectional Data.” American Journal of Political Science.

Long, Qi, Roderick JA Little, and Xihong Lin. 2010. “Estimating Causal Effects in Trials Involving Multitreatment Arms Subject to Non-Compliance: A Bayesian Framework.” Journal of the Royal Statistical Society: Series C (Applied Statistics) 59 (3): 513–31.

Looney, Stephen W, and Thomas R Gulledge Jr. 1985. “Use of the Correlation Coefficient with Normal Probability Plots.” The American Statistician 39 (1): 75–79.

Lopez, Michael J, and Roee Gutman. 2017. “Estimation of Causal Effects with Multiple Treatments: A Review and New Ideas.” Statistical Science, 432–54.

Loughran, Tim, and Jay R Ritter. 1995. “The New Issues Puzzle.” The Journal of Finance 50 (1): 23–51.

———. 2000. “Uniformly Least Powerful Tests of Market Efficiency.” Journal of Financial Economics 55 (3): 361–89.

Lyon, John D, Brad M Barber, and Chih-Ling Tsai. 1999. “Improved Methods for Tests of Long-Run Abnormal Stock Returns.” The Journal of Finance 54 (1): 165–201.

MacKinlay, A Craig. 1997. “Event Studies in Economics and Finance.” Journal of Economic Literature 35 (1): 13–39.

MacKinnon, David P, Amanda J Fairchild, and Matthew S Fritz. 2007. “Mediation Analysis.” Annu. Rev. Psychol. 58: 593–614.

MacKinnon, David P, Ghulam Warsi, and James H Dwyer. 1995. “A Simulation Study of Mediated Effect Measures.” Multivariate Behavioral Research 30 (1): 41–62.

MacKinnon, James G, and Halbert White. 1985. “Some Heteroskedasticity-Consistent Covariance Matrix Estimators with Improved Finite Sample Properties.” Journal of Econometrics 29 (3): 305–25.

Magel, Rhonda C, and Doris Hertsgaard. 1987. “A Collinearity Diagnostic for Nonlinear Regression: A Collinearity Diagnostic.” Communications in Statistics-Simulation and Computation 16 (1): 85–97.

Malhotra, Arvind, and Claudia Kubowicz Malhotra. 2011. “Evaluating Customer Information Breaches as Service Failures: An Event Study Approach.” Journal of Service Research 14 (1): 44–59.

Manchanda, Puneet, Grant Packard, and Adithya Pattabhiramaiah. 2015. “Social Dollars: The Economic Impact of Customer Participation in a Firm-Sponsored Online Customer Community.” Marketing Science 34 (3): 367–87.

Manly, Bryan FJ. 1976. “Exponential Data Transformations.” Journal of the Royal Statistical Society Series D: The Statistician 25 (1): 37–42.

Marcus, Michelle, and Pedro HC Sant’Anna. 2021. “The Role of Parallel Trends in Event Study Settings: An Application to Environmental Economics.” Journal of the Association of Environmental and Resource Economists 8 (2): 235–75.

Mardia, Kanti V. 1970. “Measures of Multivariate Skewness and Kurtosis with Applications.” Biometrika 57 (3): 519–30.

Markovitch, Dmitri G, and Peter N Golder. 2008. “Findings—Using Stock Prices to Predict Market Events: Evidence on Sales Takeoff and Long-Term Firm Survival.” Marketing Science 27 (4): 717–29.

Marsaglia, George, and John Marsaglia. 2004. “Evaluating the Anderson-Darling Distribution.” Journal of Statistical Software 9: 1–5.

Masten, Matthew A, and Alexandre Poirier. 2022. “The Effect of Omitted Variables on the Sign of Regression Coefficients.” arXiv Preprint arXiv:2208.00552.

Masulis, Ronald W, and Rajarishi Nahata. 2011. “Venture Capital Conflicts of Interest: Evidence from Acquisitions of Venture-Backed Firms.” Journal of Financial and Quantitative Analysis 46 (2): 395–430.

Mazodier, Marc, and Amir Rezaee. 2013. “Are Sponsorship Announcements Good News for the Shareholders? Evidence from International Stock Exchanges.” Journal of the Academy of Marketing Science 41: 586–600.

Mazumder, Rahul, Trevor Hastie, and Robert Tibshirani. 2010. “Spectral Regularization Algorithms for Learning Large Incomplete Matrices.” Journal of Machine Learning Research 11: 2287–2322.

McCaffrey, Daniel F, Beth Ann Griffin, Daniel Almirall, Mary Ellen Slaughter, Rajeev Ramchand, and Lane F Burgette. 2013. “A Tutorial on Propensity Score Estimation for Multiple Treatments Using Generalized Boosted Models.” Statistics in Medicine 32 (19): 3388–3414.

McCrary, Justin. 2008. “Manipulation of the Running Variable in the Regression Discontinuity Design: A Density Test.” Journal of Econometrics 142 (2): 698–714.

McCullagh, Peter. 2019. Generalized Linear Models. Routledge.

McWilliams, Abagail, and Donald Siegel. 1997. “Event Studies in Management Research: Theoretical and Empirical Issues.” Academy of Management Journal 40 (3): 626–57.

Mei, Bin, and Changyou Sun. 2008. “Event Analysis of the Impact of Mergers and Acquisitions on the Financial Performance of the U.S. Forest Products Industry.” Forest Policy and Economics 10 (5): 286–94. https://doi.org/10.1016/j.forpol.2007.11.005.

Mellon, Jonathan. 2023. “Rain, Rain, Go Away: 195 Potential Exclusion-Restriction Violations for Studies Using Weather as an Instrumental Variable.” Available at SSRN 3715610.

Miller, Rupert G. 1974. “The Jackknife-a Review.” Biometrika 61 (1): 1–15.

Mirenda, Litterio, Sauro Mocetti, and Lucia Rizzica. 2022. “The Economic Effects of Mafia: Firm Level Evidence.” American Economic Review 112 (8): 2748–73.

Mitchell, Mark L, and Erik Stafford. 2000. “Managerial Decisions and Long-Term Stock Price Performance.” The Journal of Business 73 (3): 287–329.

Moon, Hyungsik Roger, and Martin Weidner. 2015. “Linear Regression for Panel with Unknown Number of Factors as Interactive Fixed Effects.” Econometrica 83 (4): 1543–79. https://doi.org/https://doi.org/10.3982/ECTA9382.

Moreira, Humberto, and Marcelo J Moreira. 2019. “Optimal Two-Sided Tests for Instrumental Variables Regression with Heteroskedastic and Autocorrelated Errors.” Journal of Econometrics 213 (2): 398–433.

Moreira, Marcelo J. 2003. “A Conditional Likelihood Ratio Test for Structural Models.” Econometrica 71 (4): 1027–48.

———. 2009. “Tests with Correct Size When Instruments Can Be Arbitrarily Weak.” Journal of Econometrics 152 (2): 131–40.

Morgan, Kari Lock, and Donald B Rubin. 2012. “Rerandomization to Improve Covariate Balance in Experiments.”

Mroz, Thomas Alvin. 1984. The Sensitivity of an Empirical Model of Married Women’s Hours of Work to Economic and Statistical Assumptions. Stanford University.

Narayanan, Sridhar, and Kirthi Kalyanam. 2015. “Position Effects in Search Advertising and Their Moderators: A Regression Discontinuity Approach.” Marketing Science 34 (3): 388–407.

Narayanan, Sridhar, and Harikesh S Nair. 2013. “Estimating Causal Installed-Base Effects: A Bias-Correction Approach.” Journal of Marketing Research 50 (1): 70–94.

Nelder, John Ashworth, and Robert WM Wedderburn. 1972. “Generalized Linear Models.” Journal of the Royal Statistical Society Series A: Statistics in Society 135 (3): 370–84.

Nelson, Charles R, and Richard Startz. 1990. “The Distribution of the Instrumental Variables Estimator and Its t-Ratio When the Instrument Is a Poor One.” Journal of Business, S125–40.

Nelson, Charles, and Richard Startz. 1988. “The Distribution of the Instrumental Variables Estimator and Its t-Ratiowhen the Instrument Is a Poor One.” National Bureau of economic research Cambridge, Mass., USA.

Nerlove, Marc. 1971. “Further Evidence on the Estimation of Dynamic Economic Relations from a Time Series of Cross Sections.” Econometrica: Journal of the Econometric Society, 359–82.

Newey, Whitney K, and Kenneth D West. 1986. “A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelationconsistent Covariance Matrix.”

Nickell, Stephen. 1981. “Biases in Dynamic Models with Fixed Effects.” Econometrica: Journal of the Econometric Society, 1417–26.

Nielsen, Helena Skyt, Torben Sørensen, and Christopher Taber. 2010. “Estimating the Effect of Student Aid on College Enrollment: Evidence from a Government Grant Policy Reform.” American Economic Journal: Economic Policy 2 (2): 185–215.

Norris, Samuel, Matthew Pecenco, and Jeffrey Weaver. 2021. “The Effects of Parental and Sibling Incarceration: Evidence from Ohio.” American Economic Review 111 (9): 2926–63.

O’Hara, Robert, and Johan Kotze. 2010. “Do Not Log-Transform Count Data.” Nature Precedings, 1–1.

Oestreicher-Singer, Gal, and Lior Zalmanson. 2013. “Content or Community? A Digital Business Strategy for Content Providers in the Social Age.” MIS Quarterly, 591–616.

Oster, Emily. 2019. “Unobservable Selection and Coefficient Stability: Theory and Evidence.” Journal of Business & Economic Statistics 37 (2): 187–204.

Owen, Joel, and Ramon Rabinovitch. 1983. “On the Class of Elliptical Distributions and Their Applications to the Theory of Portfolio Choice.” The Journal of Finance 38 (3): 745–52.

Pandey, Vivek K, Kevin J Shanahan, and Scott W Hansen. 2005. “The Relationship Between Shareholder Wealth Effects, Diversity, and Publicity as a Marketing Strategy.” Journal of the Academy of Marketing Science 33: 423–31.

Pang, Xun, Licheng Liu, and Yiqing Xu. 2022. “A Bayesian Alternative to Synthetic Control for Comparative Case Studies.” Political Analysis 30 (2): 269–88.

Parente, Paulo MDC, and JMC Santos Silva. 2012. “A Cautionary Note on Tests of Overidentifying Restrictions.” Economics Letters 115 (2): 314–17.

Park, Sungho, and Sachin Gupta. 2012. “Handling Endogenous Regressors by Joint Estimation Using Copulas.” Marketing Science 31 (4): 567–86.

Patell, James M. 1976. “Corporate Forecasts of Earnings Per Share and Stock Price Behavior: Empirical Test.” Journal of Accounting Research, 246–76.

Pattabhiramaiah, Adithya, Shreya Sriram, and Puneet Manchanda. 2019. “Paywalls: Monetizing Online Content.” Journal of Marketing 83 (2): 19–36.

Pearl, Judea. 2014. “Graphical Models for Probabilistic and Causal Reasoning.” Computing Handbook, 3rd Ed.(1), 44–41.

———. 2019. “The Seven Tools of Causal Inference, with Reflections on Machine Learning.” Communications of the ACM 62 (3): 54–60.

Pearl, Judea, and Dana Mackenzie. 2018. The Book of Why: The New Science of Cause and Effect. Basic books.

Penfold, Robert B, and Fang Zhang. 2013. “Use of Interrupted Time Series Analysis in Evaluating Health Care Quality Improvements.” Academic Pediatrics 13 (6): S38–44.

Permutt, Thomas, and J Richard Hebel. 1989. “Simultaneous-Equation Estimation in a Clinical Trial of the Effect of Smoking on Birth Weight.” Biometrics, 619–22.

Petrin, Amil, and Kenneth Train. 2010. “A Control Function Approach to Endogeneity in Consumer Choice Models.” Journal of Marketing Research 47 (1): 3–13.

Peukert, Christian, Stefan Bechtold, Michail Batikas, and Tobias Kretschmer. 2022. “Regulatory Spillovers and Data Governance: Evidence from the GDPR.” Marketing Science 41 (4): 746–68.

Pitt, Mark M. 2011. “Overidentification Tests and Causality: A Second Response to Roodman and Morduch.” Access at: Http://Www. Brown. Edu/Research/Projects/Pitt.

Pocock, Stuart J, and Richard Simon. 1975. “Sequential Treatment Assignment with Balancing for Prognostic Factors in the Controlled Clinical Trial.” Biometrics, 103–15.

Porreca, Zachary. 2022. “Synthetic Difference-in-Differences Estimation with Staggered Treatment Timing.” Economics Letters 220: 110874.

Powers, Donald E, and Spencer S Swinton. 1984. “Effects of Self-Study for Coachable Test Item Types.” Journal of Educational Psychology 76 (2): 266.

Preacher, Kristopher J, and Andrew F Hayes. 2004. “SPSS and SAS Procedures for Estimating Indirect Effects in Simple Mediation Models.” Behavior Research Methods, Instruments, & Computers 36: 717–31.

Proserpio, Davide, and Georgios Zervas. 2017a. “Online Reputation Management: Estimating the Impact of Management Responses on Consumer Reviews.” Marketing Science 36 (5): 645–65.

———. 2017b. “Online Reputation Management: Estimating the Impact of Management Responses on Consumer Reviews.” Marketing Science 36 (5): 645–65. https://doi.org/10.1287/mksc.2017.1043.

Puhani, Patrick A. 2012. “The Treatment Effect, the Cross Difference, and the Interaction Term in Nonlinear ‘Difference-in-Differences’ Models.” Economics Letters 115 (1): 85–87.

Qu, Yongming, and Ilya Lipkovich. 2009. “Propensity Score Estimation with Missing Values Using a Multiple Imputation Missingness Pattern (MIMP) Approach.” Statistics in Medicine 28 (9): 1402–14.

Raassens, Néomie, Stefan Wuyts, and Inge Geyskens. 2012. “The Market Valuation of Outsourcing New Product Development.” Journal of Marketing Research 49 (5): 682–95.

Ramachandra, Vikas. 2018. “Deep Learning for Causal Inference.” arXiv Preprint arXiv:1803.00149.

Ramani, Nandini, and Raji Srinivasan. 2019. “Effects of Liberalization on Incumbent Firms’ Marketing-Mix Responses and Performance: Evidence from a Quasi-Experiment.” Journal of Marketing 83 (5): 97–114.

Rambachan, Ashesh, and Jonathan Roth. 2023. “A More Credible Approach to Parallel Trends.” Review of Economic Studies, rdad018.

Rao, C Radhakrishna. 1992. “Information and the Accuracy Attainable in the Estimation of Statistical Parameters.” In Breakthroughs in Statistics: Foundations and Basic Theory, 235–47. Springer.

Rao, Raghunath Singh, Rajesh K Chandy, and Jaideep C Prabhu. 2008. “The Fruits of Legitimacy: Why Some New Ventures Gain More from Innovation Than Others.” Journal of Marketing 72 (4): 58–75.

Reed, William Robert. 2015. “On the Practice of Lagging Variables to Avoid Simultaneity.” Oxford Bulletin of Economics and Statistics 77 (6): 897–905.

Reiss, Peter C. 2011. “Structural Workshop Paper—Descriptive, Structural, and Experimental Empirical Methods in Marketing Research.” Marketing Science 30 (6): 950–64.

Ritter, Jay R. 1991. “The Long-Run Performance of Initial Public Offerings.” The Journal of Finance 46 (1): 3–27.

Robins, James M, Miguel Angel Hernan, and Babette Brumback. 2000. “Marginal Structural Models and Causal Inference in Epidemiology.” Epidemiology, 550–60.

Rodgers, Joseph Lee, Craig A St John, and Ronnie Coleman. 2005. “Did Fertility Go up After the Oklahoma City Bombing? An Analysis of Births in Metropolitan Counties in Oklahoma, 1990–1999.” Demography 42: 675–92.

Romano, Joseph P, and Michael Wolf. 2005. “Stepwise Multiple Testing as Formalized Data Snooping.” Econometrica 73 (4): 1237–82.

———. 2016. “Efficient Computation of Adjusted p-Values for Resampling-Based Stepdown Multiple Testing.” Statistics & Probability Letters 113: 38–40.

Rosenbaum, Paul R. 2002. “Attributing Effects to Treatment in Matched Observational Studies.” Journal of the American Statistical Association 97 (457): 183–92.

———. 2015. “Two r Packages for Sensitivity Analysis in Observational Studies.” Observational Studies 1 (2): 1–17.

Rosenbaum, Paul R, and Paul R Rosenbaum. 2002. Overt Bias in Observational Studies. Springer.

Rosenbaum, Paul R, and Donald B Rubin. 1983. “The Central Role of the Propensity Score in Observational Studies for Causal Effects.” Biometrika 70 (1): 41–55.

———. 1985. “The Bias Due to Incomplete Matching.” Biometrics, 103–16.

Rosenzweig, Mark R, and Kenneth I Wolpin. 2000. “Natural ‘Natural Experiments’ in Economics.” Journal of Economic Literature 38 (4): 827–74.

Rossi, Peter E. 2014. “Even the Rich Can Make Themselves Poor: A Critical Examination of IV Methods in Marketing Applications.” Marketing Science 33 (5): 655–72.

Roth, Jonathan. 2022. “Pretest with Caution: Event-Study Estimates After Testing for Parallel Trends.” American Economic Review 4 (3): 305–22.

Roth, Jonathan, and Pedro HC Sant’Anna. 2023. “When Is Parallel Trends Sensitive to Functional Form?” Econometrica 91 (2): 737–47.

Rubin, Donald B. 1973. “The Use of Matched Sampling and Regression Adjustment to Remove Bias in Observational Studies.” Biometrics, 185–203.

———. 1996. “Multiple Imputation After 18+ Years.” Journal of the American Statistical Association 91 (434): 473–89.

———. 2001. “Using Propensity Scores to Help Design Observational Studies: Application to the Tobacco Litigation.” Health Services and Outcomes Research Methodology 2: 169–88.

Rubin, Donald B, and Neal Thomas. 1996. “Matching Using Estimated Propensity Scores: Relating Theory to Practice.” Biometrics, 249–64.

———. 2000. “Combining Propensity Score Matching with Additional Adjustments for Prognostic Covariates.” Journal of the American Statistical Association 95 (450): 573–85.

Ryan, Andrew M, Evangelos Kontopantelis, Ariel Linden, and James F Burgess Jr. 2019. “Now Trending: Coping with Non-Parallel Trends in Difference-in-Differences Analysis.” Statistical Methods in Medical Research 28 (12): 3697–3711.

Sant’Anna, Pedro HC, and Jun Zhao. 2020. “Doubly Robust Difference-in-Differences Estimators.” Journal of Econometrics 219 (1): 101–22.

Sargan, John D. 1958. “The Estimation of Economic Relationships Using Instrumental Variables.” Econometrica: Journal of the Econometric Society, 393–415.

Satterthwaite, Franklin E. 1946. “An Approximate Distribution of Estimates of Variance Components.” Biometrics Bulletin 2 (6): 110–14.

Schabenberger, Oliver, and Francis J Pierce. 2001. Contemporary Statistical Models for the Plant and Soil Sciences. CRC press.

Scharfstein, Daniel O, Andrea Rotnitzky, and James M Robins. 1999. “Adjusting for Nonignorable Drop-Out Using Semiparametric Nonresponse Models.” Journal of the American Statistical Association 94 (448): 1096–1120.

Scheve, Kenneth, and David Stasavage. 2012. “Democracy, War, and Wealth: Lessons from Two Centuries of Inheritance Taxation.” American Political Science Review 106 (1): 81–102.

Schipper, Katherine, and Abbie Smith. 1983. “Effects of Recontracting on Shareholder Wealth: The Case of Voluntary Spin-Offs.” Journal of Financial Economics 12 (4): 437–67.

Schipper, Katherine, and Rex Thompson. 1983. “Evidence on the Capitalized Value of Merger Activity for Acquiring Firms.” Journal of Financial Economics 11 (1-4): 85–119.

Schisterman, Enrique F, Kirsten B Moysich, Lucinda J England, and Malla Rao. 2003. “Estimation of the Correlation Coefficient Using the Bayesian Approach and Its Applications for Epidemiologic Research.” BMC Medical Research Methodology 3: 1–4.

Schulze, Christian, Bernd Skiera, and Thorsten Wiesel. 2012. “Linking Customer and Financial Metrics to Shareholder Value: The Leverage Effect in Customer-Based Valuation.” Journal of Marketing 76 (2): 17–32.

Shapiro, Samuel Sanford, and Martin B Wilk. 1965. “An Analysis of Variance Test for Normality (Complete Samples).” Biometrika 52 (3/4): 591–611.

Shapiro, Samuel S, and RS Francia. 1972. “An Approximate Analysis of Variance Test for Normality.” Journal of the American Statistical Association 67 (337): 215–16.

Sherman, Lawrence W, and Richard Alan Berk. 1984. The Minneapolis Domestic Violence Experiment. Vol. 1. Police Foundation Washington, DC.

Shin, Jiwoong, K Sudhir, and Dae-Hee Yoon. 2012. “When to ‘Fire’ Customers: Customer Cost-Based Pricing.” Management Science 58 (5): 932–47.

Shrout, Patrick E, and Niall Bolger. 2002. “Mediation in Experimental and Nonexperimental Studies: New Procedures and Recommendations.” Psychological Methods 7 (4): 422.

Šidák, Zbyněk. 1967. “Rectangular Confidence Regions for the Means of Multivariate Normal Distributions.” Journal of the American Statistical Association 62 (318): 626–33.

Silva, JMC Santos, and Silvana Tenreyro. 2006. “The Log of Gravity.” The Review of Economics and Statistics 88 (4): 641–58.

———. 2011. “Further Simulation Evidence on the Performance of the Poisson Pseudo-Maximum Likelihood Estimator.” Economics Letters 112 (2): 220–22.

Simonsohn, Uri, Leif D Nelson, and Joseph P Simmons. 2014a. “P-Curve and Effect Size: Correcting for Publication Bias Using Only Significant Results.” Perspectives on Psychological Science 9 (6): 666–81.

———. 2014b. “P-Curve: A Key to the File-Drawer.” Journal of Experimental Psychology: General 143 (2): 534.

Simonsohn, Uri, Joseph P Simmons, and Leif D Nelson. 2015. “Better p-Curves: Making p-Curve Analysis More Robust to Errors, Fraud, and Ambitious p-Hacking, a Reply to Ulrich and Miller (2015).”

———. 2020. “Specification Curve Analysis.” Nature Human Behaviour 4 (11): 1208–14.

Singh, Amandeep, Kartik Hosanagar, and Amit Gandhi. 2020. “Machine Learning Instrument Variables for Causal Inference.” In Proceedings of the 21st ACM Conference on Economics and Computation, 835–36.

Skiera, Bernd, Emanuel Bayer, and Lisa Schöler. 2017. “What Should Be the Dependent Variable in Marketing-Related Event Studies?” International Journal of Research in Marketing 34 (3): 641–59.

Smith, Eliot R. 1982. “Beliefs, Attributions, and Evaluations: Nonhierarchical Models of Mediation in Social Cognition.” Journal of Personality and Social Psychology 43 (2): 248.

Smith, Jeffrey A, and Petra E Todd. 2005. “Does Matching Overcome LaLonde’s Critique of Nonexperimental Estimators?” Journal of Econometrics 125 (1-2): 305–53.

Sobel, Michael E. 1982. “Asymptotic Confidence Intervals for Indirect Effects in Structural Equation Models.” Sociological Methodology 13: 290–312.

Somaini, Paulo, and Frank A Wolak. 2016. “An Algorithm to Estimate the Two-Way Fixed Effects Model.” Journal of Econometric Methods 5 (1): 143–52.

———. 2021. “TWFEM: Stata Module to Efficiently Estimate a Two-Way Fixed Effects Model Based on Somaini and Wolak (2015).”

Sood, Ashish, and Gerard J Tellis. 2009. “Do Innovations Really Pay Off? Total Stock Market Returns to Innovation.” Marketing Science 28 (3): 442–56.

Sorescu, Alina B, Rajesh K Chandy, and Jaideep C Prabhu. 2003. “Sources and Financial Consequences of Radical Innovation: Insights from Pharmaceuticals.” Journal of Marketing 67 (4): 82–102.

———. 2007. “Why Some Acquisitions Do Better Than Others: Product Capital as a Driver of Long-Term Stock Returns.” Journal of Marketing Research 44 (1): 57–72.

Sorescu, Alina, Nooshin L Warren, and Larisa Ertekin. 2017. “Event Study Methodology in the Marketing Literature: An Overview.” Journal of the Academy of Marketing Science 45: 186–207.

Spiller, Stephen A, Gavan J Fitzsimons, John G Lynch Jr, and Gary H McClelland. 2013. “Spotlights, Floodlights, and the Magic Number Zero: Simple Effects Tests in Moderated Regression.” Journal of Marketing Research 50 (2): 277–88.

St Laurent, Roy T, and R Dennis Cook. 1992. “Leverage and Superleverage in Nonlinear Regression.” Journal of the American Statistical Association 87 (420): 985–90.

Staiger, Douglas, and James H Stock. 1997. “Instrumental Variables Regression with Weak Instruments.” Econometrica 65 (3): 557–86.

Steinmetz, Holger, and Jörn Block. 2022. “Meta-Analytic Structural Equation Modeling (MASEM): New Tricks of the Trade.” Management Review Quarterly 72 (3): 605–26.

Stephens, Michael A. 1974. “EDF Statistics for Goodness of Fit and Some Comparisons.” Journal of the American Statistical Association 69 (347): 730–37.

Stevenson, Betsey, and Justin Wolfers. 2006. “Bargaining in the Shadow of the Law: Divorce Laws and Family Distress.” The Quarterly Journal of Economics 121 (1): 267–88.

Stock, James H, and Jonathan H Wright. 2000. “GMM with Weak Identification.” Econometrica 68 (5): 1055–96.

Stock, James H, Jonathan H Wright, and Motohiro Yogo. 2002. “A Survey of Weak Instruments and Weak Identification in Generalized Method of Moments.” Journal of Business & Economic Statistics 20 (4): 518–29.

Stock, James H, and Motohiro Yogo. 2002. “Testing for Weak Instruments in Linear IV Regression.” National Bureau of Economic Research Cambridge, Mass., USA.

———. 2005. “Testing for Weak Instruments in Linear IV Regression.” Identification and Inference for Econometric Models: Essays in Honor of Thomas Rothenberg, 80.

Stock, James, and Motohiro Yogo. 2005. “Asymptotic Distributions of Instrumental Variables Statistics with Many Instruments.” Identification and Inference for Econometric Models: Essays in Honor of Thomas Rothenberg 6: 109–20.

Strong, Norman. 1992. “Modelling Abnormal Returns: A Review Article.” Journal of Business Finance & Accounting 19 (4): 533–53.

Stuart, Elizabeth A. 2010. “Matching Methods for Causal Inference: A Review and a Look Forward.” Statistical Science: A Review Journal of the Institute of Mathematical Statistics 25 (1): 1.

Sudhir, K, and Debabrata Talukdar. 2015. “The ‘Peter Pan Syndrome’ in Emerging Markets: The Productivity-Transparency Trade-Off in IT Adoption.” Marketing Science 34 (4): 500–521.

Sun, BaoLuo, Lan Liu, Wang Miao, Kathleen Wirth, James Robins, and Eric J Tchetgen Tchetgen. 2018. “Semiparametric Estimation with Data Missing Not at Random Using an Instrumental Variable.” Statistica Sinica 28 (4): 1965.

Sun, Changyou, and Xianchun Liao. 2011. “Effects of Litigation Under the Endangered Species Act on Forest Firm Values.” Journal of Forest Economics 17 (4): 388–98.

Sun, Liyang, and Sarah Abraham. 2021. “Estimating Dynamic Treatment Effects in Event Studies with Heterogeneous Treatment Effects.” Journal of Econometrics 225 (2): 175–99.

Sun, Liyang, and Jesse M Shapiro. 2022. “A Linear Panel Model with Heterogeneous Coefficients and Variation in Exposure.” Journal of Economic Perspectives 36 (4): 193–204.

Sun, Monic, and Feng Zhu. 2013. “Ad Revenue and Content Commercialization: Evidence from Blogs.” Management Science 59 (10): 2314–31.

Swamy, PAVB, and Swarnjit S Arora. 1972. “The Exact Finite Sample Properties of the Estimators of Coefficients in the Error Components Regression Models.” Econometrica: Journal of the Econometric Society, 261–75.

Tchetgen Tchetgen, Eric. 2014. “A Note on the Control Function Approach with an Instrumental Variable and a Binary Outcome.” Epidemiologic Methods 3 (1): 107–12.

Tchetgen Tchetgen, Eric J, and Kathleen E Wirth. 2017. “A General Instrumental Variable Framework for Regression Analysis with Outcome Missing Not at Random.” Biometrics 73 (4): 1123–31.

Tellis, Gerard J, and Joseph Johnson. 2007. “The Value of Quality.” Marketing Science 26 (6): 758–73.

Thistlethwaite, Donald L, and Donald T Campbell. 1960. “Regression-Discontinuity Analysis: An Alternative to the Ex Post Facto Experiment.” Journal of Educational Psychology 51 (6): 309.

Thoemmes, Felix, Wang Liao, and Ze Jin. 2017. “The Analysis of the Regression-Discontinuity Design in r.” Journal of Educational and Behavioral Statistics 42 (3): 341–60.

Tibbe, Tristan D, and Amanda K Montoya. 2022. “Correcting the Bias Correction for the Bootstrap Confidence Interval in Mediation Analysis.” Frontiers in Psychology 13: 810258.

Tipton, Martha Myslinski, Sundar G Bharadwaj, and Diana C Robertson. 2009. “Regulatory Exposure of Deceptive Marketing and Its Impact on Firm Value.” Journal of Marketing 73 (6): 227–43.

Tirunillai, Seshadri, and Gerard J Tellis. 2012. “Does Chatter Really Matter? Dynamics of User-Generated Content and Stock Performance.” Marketing Science 31 (2): 198–215.

———. 2017. “Does Offline TV Advertising Affect Online Chatter? Quasi-Experimental Analysis Using Synthetic Control.” Marketing Science 36 (6): 862–78.

Tukey, John W. 1993. “Tightening the Clinical Trial.” Controlled Clinical Trials 14 (4): 266–85.

Vach, Werner, and Werner Vach. 1994. “Missing Values and Subsampling.” Logistic Regression with Missing Values in the Covariates, 98–102.

VanderWeele, Tyler. 2015. Explanation in Causal Inference: Methods for Mediation and Interaction. Oxford University Press.

VanderWeele, Tyler J. 2019. “Principles of Confounder Selection.” European Journal of Epidemiology 34: 211–19.

Von Hippel, Paul T. 2009. “8. How to Impute Interactions, Squares, and Other Transformed Variables.” Sociological Methodology 39 (1): 265–91.

Wallace, T Dudley, and Ashiq Hussain. 1969. “The Use of Error Components Models in Combining Cross Section with Time Series Data.” Econometrica: Journal of the Econometric Society, 55–72.

Wang, Yanwen, Michael Lewis, and David A Schweidel. 2018. “A Border Strategy Analysis of Ad Source and Message Tone in Senatorial Campaigns.” Marketing Science 37 (3): 333–55.

Wang, Yanwen, Chunhua Wu, and Ting Zhu. 2019. “Mobile Hailing Technology and Taxi Driving Behaviors.” Marketing Science 38 (5): 734–55.

Wang, Yu, and Marc F Bellemare. 2019. “Lagged Variables as Instruments.” Working Paper, Department of Applied Economics, University of Minnesota.

Warren, Nooshin L, and Alina Sorescu. 2017. “When 1+ 1> 2: How Investors React to New Product Releases Announced Concurrently with Other Corporate News.” Journal of Marketing 81 (2): 64–82.

Webb, Andrew R, Keith D Copsey, and Gavin Cawley. 2011. Statistical Pattern Recognition. Vol. 2. Wiley Online Library.

Westfall, Jacob, and Tal Yarkoni. 2016. “Statistically Controlling for Confounding Constructs Is Harder Than You Think.” PloS One 11 (3): e0152719.

White, Halbert. 1980. “A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity.” Econometrica: Journal of the Econometric Society, 817–38.

Wiles, Michael A, and Anna Danielova. 2009. “The Worth of Product Placement in Successful Films: An Event Study Analysis.” Journal of Marketing 73 (4): 44–63.

Wiles, Michael A, Shailendra P Jain, Saurabh Mishra, and Charles Lindsey. 2010. “Stock Market Response to Regulatory Reports of Deceptive Advertising: The Moderating Effect of Omission Bias and Firm Reputation.” Marketing Science 29 (5): 828–45.

Wiles, Michael A, Neil A Morgan, and Lopo L Rego. 2012. “The Effect of Brand Acquisition and Disposal on Stock Returns.” Journal of Marketing 76 (1): 38–58.

Wing, Coady, Madeline Yozwiak, Alex Hollingsworth, Seth Freedman, and Kosali Simon. 2024. “Designing Difference-in-Difference Studies with Staggered Treatment Adoption: Key Concepts and Practical Guidelines.” Annual Review of Public Health 45.

Wolfers, Justin. 2003. “Is Business Cycle Volatility Costly? Evidence from Surveys of Subjective Well-Being.” International Finance 6 (1): 1–26.

Wolfolds, Sarah E, and Jordan Siegel. 2019. “Misaccounting for Endogeneity: The Peril of Relying on the Heckman Two-Step Method Without a Valid Instrument.” Strategic Management Journal 40 (3): 432–62.

Wooldridge, Jeffrey M. 1999. “Quasi-Likelihood Methods for Count Data.” Handbook of Applied Econometrics Volume 2: Microeconomics, 321–68.

———. 2022. “Simple Approaches to Nonlinear Difference-in-Differences with Panel Data.” Available at SSRN 4183726.

———. 2023. “Simple Approaches to Nonlinear Difference-in-Differences with Panel Data.” The Econometrics Journal 26 (3): C31–66.

Wu, Qingsheng, Xueming Luo, Rebecca J Slotegraaf, and Jaakko Aspara. 2015. “Sleeping with Competitors: The Impact of NPD Phases on Stock Market Reactions to Horizontal Collaboration.” Journal of the Academy of Marketing Science 43: 490–511.

Xiong, Guiyang, and Sundar Bharadwaj. 2013. “Asymmetric Roles of Advertising and Marketing Capability in Financial Returns to News: Turning Bad into Good and Good into Great.” Journal of Marketing Research 50 (6): 706–24.

Xu, Yiqing. 2017. “Generalized Synthetic Control Method: Causal Inference with Interactive Fixed Effects Models.” Political Analysis 25 (1): 57–76.

Yang, Shu, Guido W Imbens, Zhanglin Cui, Douglas E Faries, and Zbigniew Kadziola. 2016. “Propensity Score Matching and Subclassification in Observational Studies with Multi-Level Treatments.” Biometrics 72 (4): 1055–65.

Yao, Liuyi, Sheng Li, Yaliang Li, Mengdi Huai, Jing Gao, and Aidong Zhang. 2018. “Representation Learning for Treatment Effect Estimation from Observational Data.” Advances in Neural Information Processing Systems 31.

Yule, G Udny. 1899. “An Investigation into the Causes of Changes in Pauperism in England, Chiefly During the Last Two Intercensal Decades (Part i.).” Journal of the Royal Statistical Society 62 (2): 249–95.

Zhang, Junni L, and Donald B Rubin. 2003. “Estimation of Causal Effects via Principal Stratification When Some Outcomes Are Truncated by ‘Death’.” Journal of Educational and Behavioral Statistics 28 (4): 353–68.

Zhang, Shunyuan, Dokyun Lee, Param Vir Singh, and Kannan Srinivasan. 2022. “What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features.” Management Science 68 (8): 5644–66.

Zhao, Qin-Yu, Jing-Chao Luo, Ying Su, Yi-Jie Zhang, Guo-Wei Tu, and Zhe Luo. 2021. “Propensity Score Matching with r: Conventional Methods and New Features.” Annals of Translational Medicine 9 (9).

Zou, Guang Yong. 2008. “On the Estimation of Additive Interaction by Use of the Four-by-Two Table and Beyond.” American Journal of Epidemiology 168 (2): 212–24.