Dynamic Quality Ladder Model Predictions in Nonrandom Holdout Samples

Published Online:https://doi.org/10.1287/mnsc.2017.2780

References

  • Aguirregabiria V, Mira P (2007) Sequential estimation of dynamic discrete games. Econometrica 75(1):1–53.CrossrefGoogle Scholar
  • Ailawadi KL, Kopalle PK, Neslin SA (2005) Predicting competitive response to a major policy change: Combining game-theoretic and empirical analyses. Marketing Sci. 24(1):12–24.LinkGoogle Scholar
  • Angrist JD, Pischke J-S (2010) The credibility revolution in empirical economics: How better research design is taking the con out of econometrics. J. Econom. Perspect. 24(2):3–30.CrossrefGoogle Scholar
  • Associated Press (2008) Gas prices put Detroit Big Three in crisis mode. NBCNews.com (June 1), http://www.nbcnews.com/id/24896359/ns/business-autos/t/gas-prices-put-detroit-big-three-crisis-mode/#.WVWouYjyvIV.Google Scholar
  • Bajari P, Benkard CL, Levin J (2007) Estimating dynamic models of imperfect competition. Econometrica 75(5):1331–1370.CrossrefGoogle Scholar
  • Benkard CL (2004) A dynamic analysis of the market for wide-bodied commercial aircraft. Rev. Econom. Stud. 71(3):581–611.CrossrefGoogle Scholar
  • Berry TS (1994) Estimating discrete-choice models of product differentiation. RAND J. Econom. 25(2):242–262.CrossrefGoogle Scholar
  • Besanko D, Doraszelski U (2004) Capacity dynamics and endogenous asymmetries in firm size. RAND J. Econom. 35(1):23–49.CrossrefGoogle Scholar
  • Besanko D, Doraszelski U, Lu LX, Satterthwaite M (2010) Lumpy capacity investment and disinvestment dynamics. Oper. Res. 58(3):1178–1193.LinkGoogle Scholar
  • Borkovsky RN, Doraszelski U, Kryukov Y (2012) A dynamic quality ladder model with entry and exit: Exploring the equilibrium correspondence using the homotopy method. Quant. Marketing Econom. 10(2):197–229.CrossrefGoogle Scholar
  • Borkovsky RN, Goldfarb A, Haviv AM, Moorthy S (2017) Measuring and understanding brand value in a dynamic model of brand management. Marketing Sci. 36(4):471–499.LinkGoogle Scholar
  • Chen J, Esteban S, Shum M (2013) When do secondary markets harm firms? Amer. Econom. Rev. 103(7):2911–2934.CrossrefGoogle Scholar
  • Ching AT (2010) A dynamic oligopoly structural model for the prescription drug market after patent expiration. Internat. Econom. Rev. 51(4):1175–1027.CrossrefGoogle Scholar
  • Chintagunta P, Erdem T, Rossi PE, Wedel M (2006) Structural modeling in marketing: Review and assessment. Marketing Sci. 25(6):604–616.LinkGoogle Scholar
  • Collard-Wexler A (2013) Demand fluctuations in the ready-mix concrete industry. Econometrica 81(3):1003–1037.CrossrefGoogle Scholar
  • Doraszelski U, Pakes A (2007) A framework for applied dynamic analysis in IO. Armstrong M, Porter R, eds. Handbook of Industrial Organization, Vol. 3 (North-Holland, Amsterdam), 1887–1966.Google Scholar
  • Doraszelski U, Satterthwaite M (2010) Computable Markov-perfect industry dynamics. RAND J. Econom. 41(2):215–243.CrossrefGoogle Scholar
  • Dubé J-P, Hitsch G, Manchanda P (2004) An empirical model of advertising dynamics. Quant. Marketing Econom. 3(2):107–144.CrossrefGoogle Scholar
  • Ericson R, Pakes A (1995) Markov-perfect industry dynamics: A framework for empirical work. Rev. Econom. Stud. 62(1):53–82.CrossrefGoogle Scholar
  • Esteban S, Shum M (2007) Durable-goods oligopoly with secondary markets: The case of automobiles. RAND J. Econom. 38(2):1–23.CrossrefGoogle Scholar
  • Goettler RL, Gordon B (2011) Does AMD spur Intel to innovate more? J. Political Econom. 119(6):1141–1200.CrossrefGoogle Scholar
  • Goettler RL, Gordon B (2014) Competition and product innovation in dynamic oligopoly. Quant. Marketing Econom. 12(1):1–42.CrossrefGoogle Scholar
  • Gowrisankaran G (1999) A dynamic model of endogenous horizontal mergers. RAND J. Econom. 30(1):56–83.CrossrefGoogle Scholar
  • Gowrisankaran G, Town RJ (1997) Dynamic equilibrium in the hospital industry. J. Econom. Management Strategy 6(1):45–74.CrossrefGoogle Scholar
  • Greene WH (2012) Econometric Analysis, 7th ed. (Prentice Hall, Englewood Cliffs, NJ).Google Scholar
  • Hashmi AR, Van Biesebroeck J (2016) The relationship between market structure and innovation in industry equilibrium: A case study of the global automobile industry. Rev. Econom. Statist. 98(1):192–208.CrossrefGoogle Scholar
  • Hill K, Swiecki B, Menk DM, Cregger J (2014) Just how high-tech is the automotive industry? Report, Center for Automotive Research, Ann Arbor, MI.Google Scholar
  • J.D. Power and Associates (2008) Auto buyer clickstream study. Report, McGraw Hill Financial, Westlake Village, CA.Google Scholar
  • Keane MP (2010) Structural vs. atheoretic approaches to econometrics. J. Econometrics 156(1):3–20.CrossrefGoogle Scholar
  • Keane MP, Wolpin KI (2007) Exploring the usefulness of a nonrandom holdout sample for model validation: Welfare effects of female behavior. Internat. Econom. Rev. 48(4):1531–1578.CrossrefGoogle Scholar
  • Liu Q, Gupta S, Venkataraman S, Liu H (2016) An empirical model of drug detailing: Dynamic competition and policy implications. Management Sci. 62(8):2321–2340.LinkGoogle Scholar
  • Markovich S (2008) Snowball: A dynamic oligopoly model with indirect network effects. J. Econom. Dynam. Control 32(3):909–938.CrossrefGoogle Scholar
  • Maskin E, Tirole J (1987) A theory of dynamic oligopoly, III: Cournot competition. Eur. Econom. Rev. 31(4):947–968.CrossrefGoogle Scholar
  • Maskin E, Tirole J (1988a) A theory of dynamic oligopoly, I: Overview and quantity competition with large fixed costs. Econometrica 56(3):549–569.CrossrefGoogle Scholar
  • Maskin E, Tirole J (1988b) A theory of dynamic oligopoly, II: Price competition, kinked demand curves, and Edgeworth cycles. Econometrica 56(3):571–599.CrossrefGoogle Scholar
  • McFadden D, Talvitie AP, Cosslett S, Hasan I, Johnson M, Reid FA, Train K (1977) Validation of disaggregate travel demand models: Some tests. Urban Travel Demand Forecasting Project, Phase I Final Report, Volume 5, Institute of Transportation Studies, University of California, Berkeley, Berkeley.Google Scholar
  • Meinero MM, Rooney B (2008) Gas price record reaches $4 a gallon. CNNMoney.com (June 8), http://money.cnn.com/2008/06/08/news/economy/gas_prices/.Google Scholar
  • Misra S, Nair HS (2011) A structural model of sales-force compensation dynamics: Estimation and field implementation. Quant. Marketing Econom. 9(3):211–257.CrossrefGoogle Scholar
  • Mitra D, Golder PN (2006) How does objective quality affect perceived quality? Short-term effects, long-term effects, and asymmetries. Marketing Sci. 25(3):230–347.LinkGoogle Scholar
  • Pakes A, McGuire P (1994) Computing Markov-perfect Nash equilibria: Numerical implications of a dynamic differentiated product model. RAND J. Econom. 25(4):555–589.CrossrefGoogle Scholar
  • Pakes A, Ostrovsky M, Berry S (2007) Simple estimators for the parameters of discrete dynamic games (with entry-exit examples). RAND J. Econom. 38(2):373–399.CrossrefGoogle Scholar
  • Pathak PA, Shi P (2015) Demand modeling, forecasting, and counterfactuals, part I. Working paper, Massachusetts Institute of Technology, Cambridge.Google Scholar
  • Picard RR, Cook RD (1984) Cross-validation of regression models. J. Amer. Statist. Assoc. 79(387):575–583.CrossrefGoogle Scholar
  • Qi S (2013) The impact of advertising regulation on industry: The cigarette advertising ban of 1971. RAND J. Econom. 44(2):215–248.CrossrefGoogle Scholar
  • Raval D, Rosenbaum T, Wilson NE (2016) Industrial reorganization: Learning about patient substitution patterns from natural experiments. Working paper, Federal Trade Commission, Washington, DC.Google Scholar
  • Rust J (1987) Optimal replacement of GMC bus engines: An empirical model of Harold Zurcher. Econometrica 55(5):999–1033.CrossrefGoogle Scholar
  • Rust J (2014) The limits of inference with theory: A review of Wolpin (2013). J. Econom. Literature 52(3):820–850.CrossrefGoogle Scholar
  • Ryan SP (2012) The costs of environmental regulation in a concentrated industry. Econometrica 80(3):1019–1061.CrossrefGoogle Scholar
  • Shao J (1993) Linear model selection by cross-validation. J. Amer. Statist. Assoc. 88(422):486–494.CrossrefGoogle Scholar
  • Song M (2011) A dynamic analysis of cooperative research in the semiconductor industry. Internat. Econom. Rev. 52(4):1157–1177.CrossrefGoogle Scholar
  • Su C-L, Judd K (2012) Constrained optimization approaches to estimation of structural models. Econometrica 80(5):2213–2230.CrossrefGoogle Scholar
  • Tan W (2006) The effects of taxes and advertising restrictions on the market structure of the U.S. cigarette market. Rev. Indust. Organ. 28(3):231–251.CrossrefGoogle Scholar
  • Weintraub GY, Benkard CL, Van Roy B (2008) Markov perfect industry dynamics with many firms. Econometrica 76(6):1375–1411.CrossrefGoogle Scholar
  • Xu L, Wilbur KC, Siddarth S, Silva-Risso J (2014) Price advertising by manufacturers and dealers. Management Sci. 60(11):2816–2834.LinkGoogle Scholar
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