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Understanding the Memory Effects in Pulsing Advertising

Author

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  • Ashwin Aravindakshan

    (Graduate School of Management, University of California, Davis, Davis, California 95616)

  • Prasad A. Naik

    (Graduate School of Management, University of California, Davis, Davis, California 95616)

Abstract

Extant models assume that awareness decline commences instantly. In contrast, we incorporate the possibility that awareness declines with a delay due to the memory for advertisements. To this end, we use delay differential equations to understand the evolution of awareness in the presence of ad memorability. This extended model generates optimal advertising policies that include the even spending policy, blitz policy, and various cyclic pulsing policies, depending on whether ad memorability exceeds a critical threshold. The extended model not only unifies the various patterns of advertising spending over time, but also augments the prior research by furnishing the optimality of pulsing advertising. Thus ad memorability could drive pulsing. We discuss the implications for practicing managers and identify avenues for future researchers.

Suggested Citation

  • Ashwin Aravindakshan & Prasad A. Naik, 2015. "Understanding the Memory Effects in Pulsing Advertising," Operations Research, INFORMS, vol. 63(1), pages 35-47, February.
  • Handle: RePEc:inm:oropre:v:63:y:2015:i:1:p:35-47
    DOI: 10.1287/opre.2014.1339
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    References listed on IDEAS

    as
    1. Janiszewski, Chris & Noel, Hayden & Sawyer, Alan G, 2003. "A Meta-analysis of the Spacing Effect in Verbal Learning: Implications for Research on Advertising Repetition and Consumer Memory," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 30(1), pages 138-149, June.
    2. Hawkins, Scott A & Hoch, Stephen J, 1992. "Low-Involvement Learning: Memory without Evaluation," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 19(2), pages 212-225, September.
    3. Norris I. Bruce, 2008. "Pooling and Dynamic Forgetting Effects in Multitheme Advertising: Tracking the Advertising Sales Relationship with Particle Filters," Marketing Science, INFORMS, vol. 27(4), pages 659-673, 07-08.
    4. Fred M. Feinberg, 1992. "Pulsing Policies for Aggregate Advertising Models," Marketing Science, INFORMS, vol. 11(3), pages 221-234.
    5. Marshall Freimer & Dan Horsky, 2012. "Periodic Advertising Pulsing in a Competitive Market," Marketing Science, INFORMS, vol. 31(4), pages 637-648, July.
    6. Hartl, Richard F., 1987. "A simple proof of the monotonicity of the state trajectories in autonomous control problems," Journal of Economic Theory, Elsevier, vol. 41(1), pages 211-215, February.
    7. Ashwin Aravindakshan & Prasad Naik, 2011. "How does awareness evolve when advertising stops? The role of memory," Marketing Letters, Springer, vol. 22(3), pages 315-326, September.
    8. Suresh P. Sethi, 1979. "Technical Note—A Note on the Nerlove-Arrow Model under Uncertainty," Operations Research, INFORMS, vol. 27(4), pages 839-842, August.
    9. Bellen, Alfredo & Zennaro, Marino, 2003. "Numerical Methods for Delay Differential Equations," OUP Catalogue, Oxford University Press, number 9780198506546.
    10. Frank M. Bass & Norris Bruce & Sumit Majumdar & B. P. S. Murthi, 2007. "Wearout Effects of Different Advertising Themes: A Dynamic Bayesian Model of the Advertising-Sales Relationship," Marketing Science, INFORMS, vol. 26(2), pages 179-195, 03-04.
    11. Vijay Mahajan & Eitan Muller & Subhash Sharma, 1984. "An Empirical Comparison of Awareness Forecasting Models of New Product Introduction," Marketing Science, INFORMS, vol. 3(3), pages 179-197.
    12. Keller, Kevin Lane, 1987. "Memory Factors in Advertising: The Effect of Advertising Retrieval Cues on Brand Evaluations," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 14(3), pages 316-333, December.
    13. Fred M. Feinberg, 2001. "On Continuous-Time Optimal Advertising Under S-Shaped Response," Management Science, INFORMS, vol. 47(11), pages 1476-1487, November.
    14. Maurice W. Sasieni, 1971. "Optimal Advertising Expenditure," Management Science, INFORMS, vol. 18(4-Part-II), pages 64-72, December.
    15. Minhi Hahn & Jin-Sok Hyun, 1991. "Advertising Cost Interactions and the Optimality of Pulsing," Management Science, INFORMS, vol. 37(2), pages 157-169, February.
    16. Vijay Mahajan & Eitan Muller, 1986. "Advertising Pulsing Policies for Generating Awareness for New Products," Marketing Science, INFORMS, vol. 5(2), pages 89-106.
    17. Vijay Mahajan & Eitan Muller, 1986. "Reply—Reflections on Advertising Pulsing Policies for Generating Awareness for New Products," Marketing Science, INFORMS, vol. 5(2), pages 110-111.
    18. J. Miguel Villas-Boas, 1993. "Predicting Advertising Pulsing Policies in an Oligopoly: A Model and Empirical Test," Marketing Science, INFORMS, vol. 12(1), pages 88-102.
    19. Burke, Raymond R & Srull, Thomas K, 1988. "Competitive Interference and Consumer Memory for Advertising," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 15(1), pages 55-68, June.
    20. Demetrios Vakratsas & Fred M. Feinberg & Frank M. Bass & Gurumurthy Kalyanaram, 2004. "The Shape of Advertising Response Functions Revisited: A Model of Dynamic Probabilistic Thresholds," Marketing Science, INFORMS, vol. 23(1), pages 109-119, April.
    21. Hani I. Mesak, 1992. "An Aggregate Advertising Pulsing Model with Wearout Effects," Marketing Science, INFORMS, vol. 11(3), pages 310-326.
    22. Pieters, Rik G M & Bijmolt, Tammo H A, 1997. "Consumer Memory for Television Advertising: A Field Study of Duration, Serial Position, and Competition Effects," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 23(4), pages 362-372, March.
    23. Braun, Kathryn A, 1999. "Postexperience Advertising Effects on Consumer Memory," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 25(4), pages 319-334, March.
    24. Pieters, R. & Bijmolt, T.H.A., 1997. "Consumer memory for television advertising : A field study of duration, serial position and competition effects," Other publications TiSEM 1ae20014-8470-4056-8e3d-6, Tilburg University, School of Economics and Management.
    25. Gerard J. Tellis & Philip Hans Franses, 2006. "Optimal Data Interval for Estimating Advertising Response," Marketing Science, INFORMS, vol. 25(3), pages 217-229, 05-06.
    26. Prasad A. Naik & Ashutosh Prasad & Suresh P. Sethi, 2008. "Building Brand Awareness in Dynamic Oligopoly Markets," Management Science, INFORMS, vol. 54(1), pages 129-138, January.
    27. Luhmer, Alfred & Steindl, Alois & Feichtinger, Gustav & Hartl, Richard & Sorger, Gerhard, 1988. "in continuous time," European Journal of Operational Research, Elsevier, vol. 34(2), pages 171-177, March.
    28. Jean-Pierre Dubé & Günter Hitsch & Puneet Manchanda, 2005. "An Empirical Model of Advertising Dynamics," Quantitative Marketing and Economics (QME), Springer, vol. 3(2), pages 107-144, June.
    29. Marc Vanhuele & Shuba Srinivasan & Koen Pauwels, 2010. "Mindset Metrics in Market Response Models: An Integrative Approach," Post-Print hal-00528411, HAL.
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