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Product recall timing optimization using dynamic programming

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  • Yao, Liufang
  • Parlar, Mahmut

Abstract

In this paper we treat the optimal timing of product recall decisions as a dynamic process with defect rate as a random variable. We first develop an optimal stopping model where the defect rate is a beta random variable that is constant across all periods. We solve the problem using stochastic dynamic programming (DP) and develop thresholds for optimal stopping based on the observed value of the number of returns as a state variable. We then extend the model where the beta defect rate random variable is revised using Bayesian updating in each period after observing the number of product returns from the preceding period. Employing the conjugate property of the beta and binomial, we again solve the problem as a stochastic DP and determine the thresholds based on the values of the state vector with three variables. We show that for the more general version, the computational difficulty increases dramatically with problem size. For this problem we present a simulation optimization approach that selects the best functional form for the threshold curve. Several examples and managerial insights illustrate our findings.

Suggested Citation

  • Yao, Liufang & Parlar, Mahmut, 2019. "Product recall timing optimization using dynamic programming," International Journal of Production Economics, Elsevier, vol. 210(C), pages 1-14.
    • Handle: RePEc:eee:proeco:v:210:y:2019:i:c:p:1-14
    DOI: 10.1016/j.ijpe.2019.01.001
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    1. Daughety, Andrew F & Reinganum, Jennifer F, 1995. "Product Safety: Liability, R&D, and Signaling," American Economic Review, American Economic Association, vol. 85(5), pages 1187-1206, December.
    2. Nicholas G. Rupp, 2004. "The Attributes of a Costly Recall: Evidence from the Automotive Industry," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 25(1), pages 21-44, August.
    3. Hooker, Neal H. & Nayga, Rodolfo M. & Siebert, John W., 2002. "The Impact of HACCP on Costs and Product Exit," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 34(1), pages 165-174, April.
    4. Sriram Thirumalai & Kingshuk K. Sinha, 2011. "Product Recalls in the Medical Device Industry: An Empirical Exploration of the Sources and Financial Consequences," Management Science, INFORMS, vol. 57(2), pages 376-392, February.
    5. Wood, Lincoln C. & Wang, Jason X. & Olesen, Karin & Reiners, Torsten, 2017. "The effect of slack, diversification, and time to recall on stock market reaction to toy recalls," International Journal of Production Economics, Elsevier, vol. 193(C), pages 244-258.
    6. Thomas Marsh & Ted Schroeder & James Mintert, 2004. "Impacts of meat product recalls on consumer demand in the USA," Applied Economics, Taylor & Francis Journals, vol. 36(9), pages 897-909.
    7. Zhao, Xiande & Li, Yina & Flynn, Barbara B., 2013. "The financial impact of product recall announcements in China," International Journal of Production Economics, Elsevier, vol. 142(1), pages 115-123.
    8. Gary H. Chao & Seyed M. R. Iravani & R. Canan Savaskan, 2009. "Quality Improvement Incentives and Product Recall Cost Sharing Contracts," Management Science, INFORMS, vol. 55(7), pages 1122-1138, July.
    9. Kimberly A. Beauchamp & Robert S. Littlefield, 2012. "The Maple Leaf Foods recall: best practice interaction during a food-related crisis," International Journal of Business Continuity and Risk Management, Inderscience Enterprises Ltd, vol. 3(1), pages 1-18.
    10. Berman, Barry, 1999. "Planning for the inevitable product recall," Business Horizons, Elsevier, vol. 42(2), pages 69-78.
    11. Eng Cheah & Wen Chan & Corinne Chieng, 2007. "The Corporate Social Responsibility of Pharmaceutical Product Recalls: An Empirical Examination of U.S. and U.K. Markets," Journal of Business Ethics, Springer, vol. 76(4), pages 427-449, December.
    12. Ali Devin Sezer & Çağrı Haksöz, 2012. "Optimal Decision Rules for Product Recalls," Mathematics of Operations Research, INFORMS, vol. 37(3), pages 399-418, August.
    13. Jarrell, Gregg & Peltzman, Sam, 1985. "The Impact of Product Recalls on the Wealth of Sellers," Journal of Political Economy, University of Chicago Press, vol. 93(3), pages 512-536, June.
    14. Victoria Salin & Neal H. Hooker, 2001. "Stock Market Reaction to Food Recalls," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 23(1), pages 33-46.
    15. Paul W. Beamish & Hari Bapuji, 2008. "Toy Recalls and China: Emotion vs. Evidence," Management and Organization Review, The International Association for Chinese Management Research, vol. 4(2), pages 197-209, July.
    16. Richard Bellman, 1957. "On a Dynamic Programming Approach to the Caterer Problem--I," Management Science, INFORMS, vol. 3(3), pages 270-278, April.
    17. Michael R. Thomsen & Andrew M. McKenzie, 2001. "Market Incentives for Safe Foods: An Examination of Shareholder Losses from Meat and Poultry Recalls," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 526-538.
    18. Beamish, Paul W. & Bapuji, Hari, 2008. "Toy Recalls and China: Emotion vs. Evidence," Management and Organization Review, Cambridge University Press, vol. 4(02), pages 197-209, July.
    19. Ni, John Z. & Flynn, Barbara B. & Jacobs, F. Robert, 2014. "Impact of product recall announcements on retailers׳ financial value," International Journal of Production Economics, Elsevier, vol. 153(C), pages 309-322.
    20. Marino, Anthony M, 1997. "A Model of Product Recalls with Asymmetric Information," Journal of Regulatory Economics, Springer, vol. 12(3), pages 245-265, November.
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