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Moments and distribution of the net present value of a serial project

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  • Creemers, Stefan

Abstract

We study the Net Present Value (NPV) of a project with multiple stages that are executed in sequence. A cash flow (positive or negative) may be incurred at the start of each stage, and a payoff is obtained at the end of the project. The duration of a stage is a random variable with a general distribution function. For such projects, we obtain exact, closed-form expressions for the moments of the NPV, and develop a highly accurate closed-form approximation of the NPV distribution itself. In addition, we show that the optimal sequence of stages (that maximizes the expected NPV) can be obtained efficiently, and demonstrate that the problem of finding this optimal sequence is equivalent to the least cost fault detection problem. We also illustrate how our results can be applied to a general project scheduling problem where stages are not necessarily executed in series. Lastly, we prove two limit theorems that allow to approximate the NPV distribution. Our work has direct applications in the fields of project selection, project portfolio management, and project valuation.

Suggested Citation

  • Creemers, Stefan, 2018. "Moments and distribution of the net present value of a serial project," European Journal of Operational Research, Elsevier, vol. 267(3), pages 835-848.
  • Handle: RePEc:eee:ejores:v:267:y:2018:i:3:p:835-848
    DOI: 10.1016/j.ejor.2017.12.039
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    1. De Reyck, Bert & Degraeve, Zeger & Vandenborre, Roger, 2008. "Project options valuation with net present value and decision tree analysis," European Journal of Operational Research, Elsevier, vol. 184(1), pages 341-355, January.
    2. Leonardo P. Santiago & Pirooz Vakili, 2005. "On the Value of Flexibility in R&D Projects," Management Science, INFORMS, vol. 51(8), pages 1206-1218, August.
    3. Wiesemann, Wolfram & Kuhn, Daniel & Rustem, Berç, 2010. "Maximizing the net present value of a project under uncertainty," European Journal of Operational Research, Elsevier, vol. 202(2), pages 356-367, April.
    4. Wolfram Wiesemann & Daniel Kuhn, 2015. "The Stochastic Time-Constrained Net Present Value Problem," International Handbooks on Information Systems, in: Christoph Schwindt & Jürgen Zimmermann (ed.), Handbook on Project Management and Scheduling Vol. 2, edition 127, chapter 0, pages 753-780, Springer.
    5. Creemers, Stefan & De Reyck, Bert & Leus, Roel, 2015. "Project planning with alternative technologies in uncertain environments," European Journal of Operational Research, Elsevier, vol. 242(2), pages 465-476.
    6. Richard M. Van Slyke, 1963. "Letter to the Editor---Monte Carlo Methods and the PERT Problem," Operations Research, INFORMS, vol. 11(5), pages 839-860, October.
    7. Svenja C. Sommer & Christoph H. Loch, 2004. "Selectionism and Learning in Projects with Complexity and Unforeseeable Uncertainty," Management Science, INFORMS, vol. 50(10), pages 1334-1347, October.
    8. James Van Horne, 1966. "Capital-Budgeting Decisions Involving Combinations of Risky Investments," Management Science, INFORMS, vol. 13(2), pages 84-92, October.
    9. Sobel, Matthew J. & Szmerekovsky, Joseph G. & Tilson, Vera, 2009. "Scheduling projects with stochastic activity duration to maximize expected net present value," European Journal of Operational Research, Elsevier, vol. 198(3), pages 697-705, November.
    10. Karan Girotra & Christian Terwiesch & Karl T. Ulrich, 2007. "Valuing R& D Projects in a Portfolio: Evidence from the Pharmaceutical Industry," Management Science, INFORMS, vol. 53(9), pages 1452-1466, September.
    11. Mario Vanhoucke & Erik Demeulemeester & Willy Herroelen, 2001. "On Maximizing the Net Present Value of a Project Under Renewable Resource Constraints," Management Science, INFORMS, vol. 47(8), pages 1113-1121, August.
    12. S. Creemers & R. Leus & M. Lambrecht, 2010. "Scheduling Markovian PERT networks to maximize the net present value," Post-Print hal-00800198, HAL.
    13. Joseph G. Szmerekovsky, 2005. "The Impact of Contractor Behavior on the Client's Payment-Scheduling Problem," Management Science, INFORMS, vol. 51(4), pages 629-640, April.
    14. D. G. Malcolm & J. H. Roseboom & C. E. Clark & W. Fazar, 1959. "Application of a Technique for Research and Development Program Evaluation," Operations Research, INFORMS, vol. 7(5), pages 646-669, October.
    15. Stefan Creemers & Bert De Reyck & Roel Leus, 2015. "Project planning with alternative technologies in uncertain environments," Post-Print hal-01563008, HAL.
    16. Arnd Huchzermeier & Christoph H. Loch, 2001. "Project Management Under Risk: Using the Real Options Approach to Evaluate Flexibility in R...D," Management Science, INFORMS, vol. 47(1), pages 85-101, January.
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    3. Öncü Hazir & Gündüz Ulusoy, 2020. "A classification and review of approaches and methods for modeling uncertainty in projects," Post-Print hal-02898162, HAL.
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    6. Hermans, Ben & Leus, Roel & Looy, Bart Van, 2023. "Deciding on scheduling, secrecy, and patenting during the new product development process: The relevance of project planning models," Omega, Elsevier, vol. 116(C).

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