Price Competition under Multinomial Logit Demand Functions with Random Coefficients

In this paper, we postulate a general class of price competition models with Mixed Multinomial Logit demand functions under affine cost functions. We first characterize the equilibrium behavior of this class of models in the case where each product in the market is sold by a separate, independent firm and customers share a common income level. We identify a simple and very broadly satisfied condition under which a Nash equilibrium exists while the set of Nash equilibria coincides with the solutions of the system of First Order Condition equations, a property of essential importance to empirical studies. This condition specifies that in every market segment, each firm captures less than 50% of the potential customer population when pricing at a level which, under the condition, can be shown to be an upper bound for a rational price choice for the firm irrespective of the prices chosen by its competitors. We show that under a somewhat stronger, but still broadly satisfied version of the above condition, a unique equilibrium exists. We complete the picture, establishing the existence of a Nash equilibrium, indeed a unique Nash equilibrium, for markets with an arbitrary degree of concentration; under sufficiently tight price bounds. We then discuss two extensions of our model: unequal customer income and a continuum of customer types. A discussion of the multi product case is included in the appendix. The paper concludes with a discussion of implications for structural estimation methods.

[1]  Paul R. Milgrom,et al.  Monotone Comparative Statics , 1994 .

[2]  Jordan J. Louviere,et al.  Formal Choice Models of Informal Choices: What Choice Modeling Research Can (and Can't) Learn from Behavioral Theory , 2008 .

[3]  M. Wedel,et al.  Market Segmentation: Conceptual and Methodological Foundations , 1997 .

[4]  M. Ben-Akiva,et al.  The demand for local telephone service: a fully discrete model of residential calling patterns and service choices , 1987 .

[5]  R. Thomadsen The Effect of Ownership Structure on Prices in Geographically Differentiated Industries , 2005 .

[6]  Steven T. Berry,et al.  Automobile Prices in Market Equilibrium , 1995 .

[7]  Jordan J. Louviere,et al.  Modeling the choices of individual decision-makers by combining efficient choice experiment designs with extra preference information , 2008 .

[8]  Jj Louviere,et al.  Confound it! That pesky little scale constant messes up our convenient assumptions , 2006 .

[9]  Martin Peitz Price equilibrium in address models of product differentiation: unit-elastic demand , 2002 .

[10]  André de Palma,et al.  Discrete Choice Theory of Product Differentiation , 1995 .

[11]  Gang Liu,et al.  On Nash equilibrium in prices in an oligopolistic market with demand characterized by a nested multinomial logit model and multiproduct firm as nest , 2006 .

[12]  Patrick T. Harker,et al.  Competition and Outsourcing with Scale Economies , 2002, Manag. Sci..

[13]  Mark D. Uncles,et al.  Discrete Choice Analysis: Theory and Application to Travel Demand , 1987 .

[14]  Joel H. Steckel,et al.  A Heterogeneous Conditional Logit Model of Choice , 1988 .

[15]  E. Dierker,et al.  Competition for customers , 1991 .

[16]  Gary J. Russell,et al.  A Probabilistic Choice Model for Market Segmentation and Elasticity Structure , 1989 .

[17]  Yat-wah Wan,et al.  Price Competition of Make-to-Order Firms , 2003 .

[18]  Bart J. Bronnenberg,et al.  Structural Applications of the Discrete Choice Model , 2002 .

[19]  R. Duncan Luce,et al.  Individual Choice Behavior , 1959 .

[20]  Israel Luski,et al.  On Partial Equilibrium in a Queuing System with Two Servers , 1976 .

[21]  Wallace J. Hopp,et al.  A Static Approximation for Dynamic Demand Substitution with Applications in a Competitive Market , 2008, Oper. Res..

[22]  Ralph L. Keeney,et al.  A Market Share Theorem , 1975 .

[23]  Robert C. Feenstra,et al.  Estimating markups and market conduct with multidimensional product attributes , 1995 .

[24]  R. B. Kellogg,et al.  Uniqueness in the Schauder fixed point theorem , 1976 .

[25]  Richard B. Westin,et al.  Predictions from binary choice models , 1974 .

[26]  Mark D. Manuszak Firm Conduct in the Hawaiian Retail Gasoline Industry , 2000 .

[27]  Pradeep Chintagunta,et al.  Beyond the Endogeneity Bias: The Effect of Unmeasured Brand Characteristics on Household-Level Brand Choice Models , 2005, Manag. Sci..

[28]  X. Vives Oligopoly Pricing: Old Ideas and New Tools , 1999 .

[29]  Fernando Bernstein,et al.  A General Equilibrium Model for Industries with Price and Service Competition , 2004, Oper. Res..

[30]  Raphael Thomadsen,et al.  Existence of pure strategy equilibria among geographically dispersed firms , 2005 .

[31]  Richard T. Carson,et al.  Combining Sources of Preference Data for Modeling Complex Decision Processes , 1999 .

[32]  Michael P. Keane,et al.  A model of health plan choice:: Inferring preferences and perceptions from a combination of revealed preference and attitudinal data , 1998 .

[33]  Andrew Caplin,et al.  Aggregation and Imperfect Competition: On the Existence of Equilibrium , 1991 .

[34]  K. Talluri,et al.  The Theory and Practice of Revenue Management , 2004 .

[35]  D. M. Topkis Supermodularity and Complementarity , 1998 .

[36]  Karl Schmedders,et al.  A Computational Approach to Proving Uniqueness in Dynamic Games , 2005 .

[37]  Nicholas Economides,et al.  Symmetric equilibrium existence and optimality in differentiated product markets , 1989 .

[38]  Steven T. Berry Estimating Discrete-Choice Models of Product Differentiation , 1994 .

[39]  R. Luce,et al.  Individual Choice Behavior: A Theoretical Analysis. , 1960 .

[40]  J. Perloff,et al.  Equilibrium with Product Differentiation , 1984 .

[41]  D. McFadden The Revealed Preferences of a Government Bureaucracy: Empirical Evidence , 1976 .

[42]  A. Shaked,et al.  Relaxing price competition through product differentiation , 1982 .

[43]  John Rust Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher , 1987 .

[44]  Robert Kohn,et al.  Dissecting the Random Component of Utility , 2002 .

[45]  Aviv Nevo Measuring Market Power in the Ready-to-Eat Cereal Industry , 1998 .

[46]  Denzil G. Fiebig,et al.  The Generalized Multinomial Logit Model: Accounting for Scale and Coefficient Heterogeneity , 2010, Mark. Sci..

[47]  Ward Hanson,et al.  Optimizing Multinomial Logit Profit Functions , 1996 .

[48]  Kannan Srinivasan,et al.  Consumer Purchase Behavior in a frequently Bought Product Category: Estimation Issues and Managerial Insights from a Hazard Function Model with Heterogeneity , 1993 .

[49]  E. Tamer,et al.  Market Structure and Multiple Equilibria in Airline Markets , 2009 .

[50]  Toshihide Mizuno,et al.  On the existence of a unique price equilibrium for models of product differentiation , 2003 .

[51]  Moshe Ben-Akiva,et al.  STRUCTURE OF PASSENGER TRAVEL DEMAND MODELS , 1974 .

[52]  Ariel Pakes,et al.  Chapter 30 A Framework for Applied Dynamic Analysis in IO , 2007 .

[53]  M. Fisher,et al.  Assortment Planning: Review of Literature and Industry Practice , 2008 .

[54]  Robert Phillips,et al.  Price Competition with the Attraction Demand Model: Existence of Unique Equilibrium and Its Stability , 2006, Manuf. Serv. Oper. Manag..

[55]  A. Federgruen,et al.  How Much is a Reduction of Your Customers’ Wait Worth? An Empirical Study of the Fast-Food Drive-Thru Industry Based on Structural Estimation Methods , 2011 .

[56]  Jacques-François Thisse,et al.  Price competition, quality and income disparities , 1979 .

[57]  K. Lancaster A New Approach to Consumer Theory , 1966, Journal of Political Economy.

[58]  J. Boyd,et al.  THE EFFECT OF FUEL ECONOMY STANDARDS ON THE U.S. AUTOMOTIVE MARKET: AN HEDONIC DEMAND ANALYSIS , 1980 .

[59]  Paul R. Milgrom,et al.  Rationalizability, Learning, and Equilibrium in Games with Strategic Complementarities , 1990 .

[60]  Steven T. Berry,et al.  Simple Estimators for the Parameters of Discrete Dynamic Games (with Entry/Exit Examples) , 2004 .

[61]  E. Tamer Incomplete Simultaneous Discrete Response Model with Multiple Equilibria , 2003 .

[62]  Dipak C. Jain,et al.  A Random-Coefficients Logit Brand-Choice Model Applied to Panel Data , 1994 .

[63]  Zsolt Sándor,et al.  On price equilibrium with multi-product firms , 2004 .

[64]  D. Jorgenson,et al.  Transcendental Logarithmic Utility Functions , 1975 .

[65]  Understanding Retail Assortments In Competitive Markets , 2010 .

[66]  Aviv Nevo A Practitioner's Guide to Estimation of Random‐Coefficients Logit Models of Demand , 2000 .

[67]  P. Davis Spatial competition in retail markets: movie theaters , 2006 .

[68]  Léon Walras Theorie Mathematique de La Richesse Sociale , 2013 .

[69]  Victor Aguirregabiria,et al.  Swapping the Nested Fixed-Point Algorithm: a Class of Estimators for Discrete Markov Decision Models , 2002 .

[70]  N. S. Cardell,et al.  Measuring the societal impacts of automobile downsizing , 1980 .

[71]  Martin Peitz,et al.  Aggregation in a Model of Price Competition , 2000, J. Econ. Theory.

[72]  H. Hotelling Stability in Competition , 1929 .

[73]  Eric T. Bradlow,et al.  Spatial Models in Marketing , 2005 .