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Sequential Testing in Product Development

Author

Listed:
  • Stefan Thomke

    (Harvard University, Graduate School of Business Administration, Boston, Massachusetts 02163)

  • David E. Bell

    (Harvard University, Graduate School of Business Administration, Boston, Massachusetts 02163)

Abstract

A fundamental problem in managing product development is the optimal timing, frequency, and fidelity of sequential testing activities that are carried out to evaluate novel product concepts and designs. In this paper, we develop a mathematical model that treats testing as an activity that generates information about technical and customer-need related problems. An analysis of the model results in several important findings. First, optimal testing strategies need to balance the tension between several variables, including the increasing cost of redesign, the cost of a test as function of fidelity, and the correlation between sequential tests. Second, a simple form of our model results in an EOQ-like result: The optimal number of tests (called the Economic Testing Frequency or ETF) is the square root of the ratio of avoidable cost and the cost of a test. Third, the relationship between sequential tests can have an impact on optimal testing strategies. If sequential tests are increasing refinements of one another, managers should invest their budgets in a few high-fidelity tests, whereas if the tests identify problems independently of one another it may be more effective if developers carry out a higher number of lower-fidelity tests. Using examples, the implications for managerial practice are discussed and suggestions for further research undertakings are provided.

Suggested Citation

  • Stefan Thomke & David E. Bell, 2001. "Sequential Testing in Product Development," Management Science, INFORMS, vol. 47(2), pages 308-323, February.
  • Handle: RePEc:inm:ormnsc:v:47:y:2001:i:2:p:308-323
    DOI: 10.1287/mnsc.47.2.308.9838
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    References listed on IDEAS

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    Citations

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    Cited by:

    1. Whitney, Daniel & Eppinger, Steven D. & Yassine, Ali & Joglekar, Nitin & Braha, Dan, 2002. "Information Hiding in Product Development: The Design Churn Effect," Working papers 4333-02, Massachusetts Institute of Technology (MIT), Sloan School of Management.
    2. Alexander Gutfraind, 2023. "Risk-reducing design and operations toolkit: 90 strategies for managing risk and uncertainty in decision problems," Papers 2309.03133, arXiv.org.
    3. Scott A. Shane & Karl T. Ulrich, 2004. "50th Anniversary Article: Technological Innovation, Product Development, and Entrepreneurship in Management Science," Management Science, INFORMS, vol. 50(2), pages 133-144, February.
    4. Thomas A. Roemer & Reza Ahmadi, 2004. "Concurrent Crashing and Overlapping in Product Development," Operations Research, INFORMS, vol. 52(4), pages 606-622, August.
    5. Xiaoqiang Cai & Xianyi Wu & Xian Zhou, 2021. "Optimal unrestricted dynamic stochastic scheduling with partial losses of work due to breakdowns," Annals of Operations Research, Springer, vol. 298(1), pages 43-64, March.
    6. Qian, Yanjun & Xie, Min & Goh, Thong Ngee & Lin, Jun, 2010. "Optimal testing strategies in overlapped design process," European Journal of Operational Research, Elsevier, vol. 206(1), pages 131-143, October.
    7. Lin, Jun & Chai, Kah Hin & Brombacher, Aarnout C. & Wong, Yoke San, 2009. "Optimal overlapping and functional interaction in product development," European Journal of Operational Research, Elsevier, vol. 196(3), pages 1158-1169, August.
    8. Bhattacharya, Shantanu & Krishnan, V. & Mahajan, Vijay, 2003. "Operationalizing technology improvements in product development decision-making," European Journal of Operational Research, Elsevier, vol. 149(1), pages 102-130, August.
    9. Markus Hoppe & Avner Engel & Shalom Shachar, 2007. "SysTest: Improving the verification, validation, and testing process— Assessing six industrial pilot projects," Systems Engineering, John Wiley & Sons, vol. 10(4), pages 323-347, December.
    10. Meir Tahan & Joseph Z. Ben‐Asher, 2005. "Modeling and analysis of integration processes for engineering systems," Systems Engineering, John Wiley & Sons, vol. 8(1), pages 62-77.
    11. Byungyeon Kim & Oded Koenigsberg & Elie Ofek, 2022. "I Don’t “Recall”: The Decision to Delay Innovation Launch to Avoid Costly Product Failure," Management Science, INFORMS, vol. 68(12), pages 8889-8908, December.
    12. Christian Terwiesch & Christoph H. Loch, 2004. "Collaborative Prototyping and the Pricing of Custom-Designed Products," Management Science, INFORMS, vol. 50(2), pages 145-158, February.
    13. Avner Engel & Miryam Barad, 2003. "A methodology for modeling VVT risks and costs," Systems Engineering, John Wiley & Sons, vol. 6(3), pages 135-151.
    14. Ronald Klingebiel & John Joseph, 2016. "Entry timing and innovation strategy in feature phones," Strategic Management Journal, Wiley Blackwell, vol. 37(6), pages 1002-1020, June.
    15. Thomas Gillier & Sylvain Lenfle, 2015. "Experimenting in the unknown : lessons from the Manhattan project," Working Papers hal-01483018, HAL.
    16. Laura J. Kornish & Jeremy Hutchison‐Krupat, 2017. "Research on Idea Generation and Selection: Implications for Management of Technology," Production and Operations Management, Production and Operations Management Society, vol. 26(4), pages 633-651, April.
    17. Thomas Gillier & Sylvain Lenfle, 2015. "Experimenting in the unknown : lessons from the Manhattan project," Working paper serie RMT - Grenoble Ecole de Management hal-01483018, HAL.
    18. Linda Argote & Manpreet Hora, 2017. "Organizational Learning and Management of Technology," Production and Operations Management, Production and Operations Management Society, vol. 26(4), pages 579-590, April.
    19. Mendelson Haim & Zhu Mingxi, 2024. "Optimal Information Acquisition Strategies: The Case of Online Lending," Papers 2410.05539, arXiv.org.
    20. Lin, Jun & Qian, Yanjun & Cui, Wentian & Miao, Zhanli, 2010. "Overlapping and communication policies in product development," European Journal of Operational Research, Elsevier, vol. 201(3), pages 737-750, March.
    21. Yassine, Ali A. & Sreenivas, Ramavarapu S. & Zhu, Jian, 2008. "Managing the exchange of information in product development," European Journal of Operational Research, Elsevier, vol. 184(1), pages 311-326, January.

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