Advertising Frequency Decisions in a Discrete Markov Process under a Budget Constraint

The author studies the optimality of advertising pulsing under the assumption that demand follows a discrete and interpretable Markov process and that the advertising budget is constrained. The author develops two main results. First, when pulsing is optimal, the prevalence of advertising effects on switching or repurchasing affects the length of the pulse (shorter versus longer, respectively), as well as the optimal level of advertising. Second, the author identifies the functional forms of the short- and long-term effects of advertising in the discrete Markov process and shows that pulsing can be optimal if the transition probabilities are concave in advertising. As an alternative to a pure Markov carryover (if any), the author considers that carryover effects of advertising also might be caused by accumulation of memory for the advertisement. Although general results are difficult to obtain, the author analyzes one case of the compound dynamics of the Markov process and memory effects for advertising with results similar to the pure Markov process. Similarities and differences with continuous-time models, as well as managerial implications, are discussed.

[1]  John R. Hauser,et al.  The Competitive Implications of Relevant-Set/Response Analysis , 1989 .

[2]  K. Arrow,et al.  OPTIMAL ADVERTISING POLICY UNDER DYNAMIC CONDITIONS , 1962 .

[3]  Minhi Hahn,et al.  Pulsing in a Discrete Model of Advertising Competition , 1991 .

[4]  Hani I. Mesak ON MODELING ADVERTISING PULSING DECISIONS , 1985 .

[5]  P. Nelson Advertising as Information , 1974, Journal of Political Economy.

[6]  J. Deighton,et al.  The Effects of Advertising on Brand Switching and Repeat Purchasing , 1994 .

[7]  Fred M. Feinberg,et al.  Pulsing Policies for Aggregate Advertising Models , 1992 .

[8]  Maurice W. Sasieni,et al.  Optimal Advertising Strategies , 1989 .

[9]  Dominique M. Hanssens,et al.  Chapter 9 Econometric and time-series market response models , 1993, Marketing.

[10]  M. L. Vidale,et al.  An Operations-Research Study of Sales Response to Advertising , 1957 .

[11]  Frank M. Bass,et al.  Testing Distributed Lag Models of Advertising Effect , 1972 .

[12]  P. Nelson Information and Consumer Behavior , 1970, Journal of Political Economy.

[13]  Stephen J. Hoch,et al.  Consumer Learning: Advertising and the Ambiguity of Product Experience , 1986 .

[14]  Manfred Kochen,et al.  On the economics of information , 1972, J. Am. Soc. Inf. Sci..

[15]  J. Bain Barriers to new competition , 1957 .

[16]  M. Keane,et al.  Decision-Making Under Uncertainty: Capturing Dynamic Brand Choice Processes in Turbulent Consumer Goods Markets , 1996 .

[17]  Dan Horsky,et al.  Untangling the Effects of Purchase Reinforcement and Advertising Carryover , 1990 .

[18]  D. Clarke Econometric Measurement of the Duration of Advertising Effect on Sales , 1976 .

[19]  R. Rao,et al.  Can Repeating an Advertisement More Frequently than the Competition Affect Brand Preference in a Mature Market? , 1995 .

[20]  G. Urban,et al.  Pre-Test-Market Evaluation of New Packaged Goods: A Model and Measurement Methodology , 1978 .

[21]  Leonard M. Lodish,et al.  How T.V. Advertising Works: A Meta-Analysis of 389 Real World Split Cable T.V. Advertising Experiments , 1995 .

[22]  J. Simon The shape of the advertising response function , 1980 .

[23]  G. Tellis Advertising Exposure, Loyalty, and Brand Purchase: A Two-Stage Model of Choice , 1988 .

[24]  Suresh P. Sethi,et al.  Optimal Advertising for the Nerlove-Arrow Model Under a Budget Constraint , 1977 .

[25]  J. M. Villas-Boas Predicting Advertising Pulsing Policies in an Oligopoly: A Model and Empirical Test , 1993 .

[26]  Vijay Mahajan,et al.  Advertising Pulsing Policies for Generating Awareness for New Products , 1986 .

[27]  John G. Lynch,et al.  Toward a Reconciliation of Market Power and Information Theories of Advertising Effects on Price Elasticity , 1995 .

[28]  John D. C. Little,et al.  Feature Article - Aggregate Advertising Models: The State of the Art , 1979, Oper. Res..

[29]  B. Wernerfelt,et al.  An Evaluation Cost Model of Consideration Sets , 1990 .

[30]  Ram C. Rao,et al.  Estimating Continuous Time Advertising-Sales Models , 1986 .

[31]  Maurice W. Sasieni,et al.  Optimal Advertising Expenditure , 1971 .