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Addressing the sample size problem in behavioural operational research: simulating the newsvendor problem

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  • Stewart Robinson

    () (Loughborough University)

  • Stavrianna Dimitriou

    (University of Warwick)

  • Kathy Kotiadis

    (University of Kent)

Abstract

Abstract Laboratory-based experimental studies with human participants are beneficial for testing hypotheses in behavioural operational research. However, such experiments are not without their problems. One specific problem is obtaining a sufficient sample size, not only in terms of the number of participants but also the time they are willing to devote to an experiment. In this paper, we explore how agent-based simulation (ABS) can be used to address the sample size problem and demonstrate the approach in the newsvendor setting. The decision-making strategies of a small sample of individual decision-makers are determined through laboratory experiments. The interactions of these suppliers and retailers are then simulated using an ABS to generate a large sample set of decisions. With only a small number of participants, we demonstrate that it is possible to produce similar results to previous experimental studies that involved much larger sample sizes. We conclude that ABS provides the potential to extend the scope of experimental research in behavioural operational research.

Suggested Citation

  • Stewart Robinson & Stavrianna Dimitriou & Kathy Kotiadis, 2017. "Addressing the sample size problem in behavioural operational research: simulating the newsvendor problem," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 68(3), pages 253-268, March.
  • Handle: RePEc:pal:jorsoc:v:68:y:2017:i:3:d:10.1057_s41274-016-0016-3
    DOI: 10.1057/s41274-016-0016-3
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    References listed on IDEAS

    as
    1. Elena Katok & Diana Yan Wu, 2009. "Contracting in Supply Chains: A Laboratory Investigation," Management Science, INFORMS, vol. 55(12), pages 1953-1968, December.
    2. Elahi, Ehsan & Lamba, Narasimha & Ramaswamy, Chinthana, 2013. "How can we improve the performance of supply chain contracts? An experimental study," International Journal of Production Economics, Elsevier, vol. 142(1), pages 146-157.
    3. Khouja, Moutaz, 1999. "The single-period (news-vendor) problem: literature review and suggestions for future research," Omega, Elsevier, vol. 27(5), pages 537-553, October.
    4. Maurice E. Schweitzer & Gérard P. Cachon, 2000. "Decision Bias in the Newsvendor Problem with a Known Demand Distribution: Experimental Evidence," Management Science, INFORMS, vol. 46(3), pages 404-420, March.
    5. Monte Wynder, 2004. "Facilitating creativity in management accounting: a computerized business simulation," Accounting Education, Taylor & Francis Journals, vol. 13(2), pages 231-250.
    6. Camerer, Colin F & Hogarth, Robin M, 1999. "The Effects of Financial Incentives in Experiments: A Review and Capital-Labor-Production Framework," Journal of Risk and Uncertainty, Springer, vol. 19(1-3), pages 7-42, December.
    7. Uri Ben-Zion & Yuval Cohen & Ruth Peled & TAL SHAVIT, 2007. "Decision-Making and the Newsvendor Problem – An Experimental Study," Working Papers 0711, Ben-Gurion University of the Negev, Department of Economics.
    8. AJ A. Bostian & Charles A. Holt & Angela M. Smith, 2008. "Newsvendor "Pull-to-Center" Effect: Adaptive Learning in a Laboratory Experiment," Manufacturing & Service Operations Management, INFORMS, vol. 10(4), pages 590-608, July.
    9. Shane Frederick, 2005. "Cognitive Reflection and Decision Making," Journal of Economic Perspectives, American Economic Association, vol. 19(4), pages 25-42, Fall.
    10. Hämäläinen, Raimo P. & Luoma, Jukka & Saarinen, Esa, 2013. "On the importance of behavioral operational research: The case of understanding and communicating about dynamic systems," European Journal of Operational Research, Elsevier, vol. 228(3), pages 623-634.
    11. Teck-Hua Ho & Juanjuan Zhang, 2008. "Designing Pricing Contracts for Boundedly Rational Customers: Does the Framing of the Fixed Fee Matter?," Management Science, INFORMS, vol. 54(4), pages 686-700, April.
    12. Breusch, T S, 1978. "Testing for Autocorrelation in Dynamic Linear Models," Australian Economic Papers, Wiley Blackwell, vol. 17(31), pages 334-355, December.
    13. Gary E Bolton & Axel Ockenfels & Ulrich Thonemann, 2008. "Managers and Students as Newsvendors - How Out-of-Task Experience Matters," Working Paper Series in Economics 39, University of Cologne, Department of Economics.
    14. Bonner, Sarah E. & Sprinkle, Geoffrey B., 2002. "The effects of monetary incentives on effort and task performance: theories, evidence, and a framework for research," Accounting, Organizations and Society, Elsevier, vol. 27(4-5), pages 303-345.
    15. Christoph H. Loch & Yaozhong Wu, 2008. "Social Preferences and Supply Chain Performance: An Experimental Study," Management Science, INFORMS, vol. 54(11), pages 1835-1849, November.
    16. Joel H. Steckel & Sunil Gupta & Anirvan Banerji, 2004. "Supply Chain Decision Making: Will Shorter Cycle Times and Shared Point-of-Sale Information Necessarily Help?," Management Science, INFORMS, vol. 50(4), pages 458-464, April.
    17. T. M. Whitin, 1955. "Inventory Control and Price Theory," Management Science, INFORMS, vol. 2(1), pages 61-68, October.
    18. Gary E. Bolton & Elena Katok, 2008. "Learning by Doing in the Newsvendor Problem: A Laboratory Investigation of the Role of Experience and Feedback," Manufacturing & Service Operations Management, INFORMS, vol. 10(3), pages 519-538, September.
    19. Michael Becker-Peth & Elena Katok & Ulrich W. Thonemann, 2013. "Designing Buyback Contracts for Irrational But Predictable Newsvendors," Management Science, INFORMS, vol. 59(8), pages 1800-1816, August.
    20. Xiaole Wu & Julie A. Niederhoff, 2014. "Fairness in Selling to the Newsvendor," Production and Operations Management, Production and Operations Management Society, vol. 23(11), pages 2002-2022, November.
    21. Wu, Diana Yan, 2013. "The impact of repeated interactions on supply chain contracts: A laboratory study," International Journal of Production Economics, Elsevier, vol. 142(1), pages 3-15.
    22. Basak Kalkanci & Kay-Yut Chen & Feryal Erhun, 2011. "Contract Complexity and Performance Under Asymmetric Demand Information: An Experimental Evaluation," Management Science, INFORMS, vol. 57(4), pages 689-704, April.
    23. Martin A. Lariviere & Evan L. Porteus, 2001. "Selling to the Newsvendor: An Analysis of Price-Only Contracts," Manufacturing & Service Operations Management, INFORMS, vol. 3(4), pages 293-305, May.
    24. Rachel Croson & Karen Donohue, 2006. "Behavioral Causes of the Bullwhip Effect and the Observed Value of Inventory Information," Management Science, INFORMS, vol. 52(3), pages 323-336, March.
    25. Godfrey, Leslie G, 1978. "Testing against General Autoregressive and Moving Average Error Models When the Regressors Include Lagged Dependent Variables," Econometrica, Econometric Society, vol. 46(6), pages 1293-1301, November.
    26. Schiffels, Sebastian & Fügener, Andreas & Kolisch, Rainer & Jens Brunner, O., 2014. "On the assessment of costs in a newsvendor environment: Insights from an experimental study," Omega, Elsevier, vol. 43(C), pages 1-8.
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