IDEAS home Printed from https://ideas.repec.org/a/inm/oropre/v69y2021i5p1430-1449.html

Competitive Investment with Bayesian Learning: Choice of Business Size and Timing

Author

Listed:
  • Nur Sunar

    (Kenan-Flagler Business School, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599)

  • Siyun Yu

    (Uber Technologies, Inc., San Francisco, California 94103)

  • Vidyadhar G. Kulkarni

    (Department of Statistics and Operations Research, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599)

Abstract

Motivated by the challenges faced by firms entering an unknown market, we study a strategic investment problem in a duopoly setting. The favorableness of the market is unknown to both firms, but firms have prior information about it. A leader invests first by choosing its investment size. Then, in a continuous-time Bayesian setting, a competitive follower dynamically learns about the favorableness of the market by observing the leader’s earnings and chooses its investment size and timing. In this setting, we characterize equilibrium strategies of firms. A distinctive feature of our model is that firms choose their investment sizes, and thus the follower’s observations about the favorableness of the market can be censored due to the leader’s investment size choice. It is generally accepted that if there is an increase in the likelihood of a favorable market, then the firm’s expected discounted profit and its investment size increase. Our paper shows that, contrary to this common understanding, the leader’s equilibrium expected discounted profit and equilibrium investment size can strictly decrease when there is an increase in the likelihood of a favorable market. This is due to a nontrivial interplay between the leader’s investment size decision and the follower’s investment strategy.

Suggested Citation

  • Nur Sunar & Siyun Yu & Vidyadhar G. Kulkarni, 2021. "Competitive Investment with Bayesian Learning: Choice of Business Size and Timing," Operations Research, INFORMS, vol. 69(5), pages 1430-1449, September.
  • Handle: RePEc:inm:oropre:v:69:y:2021:i:5:p:1430-1449
    DOI: 10.1287/opre.2020.2080
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/opre.2020.2080
    Download Restriction: no

    File URL: https://libkey.io/10.1287/opre.2020.2080?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Decamps, Jean-Paul & Mariotti, Thomas, 2004. "Investment timing and learning externalities," Journal of Economic Theory, Elsevier, vol. 118(1), pages 80-102, September.
    2. Kuno J.M. Huisman & Peter M. Kort, 2015. "Strategic capacity investment under uncertainty," RAND Journal of Economics, RAND Corporation, vol. 46(2), pages 376-408, June.
    3. J. Michael Harrison & Nur Sunar, 2015. "Investment Timing with Incomplete Information and Multiple Means of Learning," Operations Research, INFORMS, vol. 63(2), pages 442-457, April.
    4. Jacco Thijssen & Kuno Huisman & Peter Kort, 2006. "The effects of information on strategic investment and welfare," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 28(2), pages 399-424, June.
    5. Nick Huberts & Kuno Huisman & Peter Kort & Maria Lavrutich, 2015. "Capacity Choice in (Strategic) Real Options Models: A Survey," Dynamic Games and Applications, Springer, vol. 5(4), pages 424-439, December.
    6. Kevin F. McCardle, 1985. "Information Acquisition and the Adoption of New Technology," Management Science, INFORMS, vol. 31(11), pages 1372-1389, November.
    7. Robert Swinney & Gérard P. Cachon & Serguei Netessine, 2011. "Capacity Investment Timing by Start-ups and Established Firms in New Markets," Management Science, INFORMS, vol. 57(4), pages 763-777, April.
    8. Canan Ulu & James E. Smith, 2009. "Uncertainty, Information Acquisition, and Technology Adoption," Operations Research, INFORMS, vol. 57(3), pages 740-752, June.
    9. Robert McDonald & Daniel Siegel, 1986. "The Value of Waiting to Invest," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 101(4), pages 707-727.
    10. Helen Weeds, 2002. "Strategic Delay in a Real Options Model of R&D Competition," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(3), pages 729-747.
    11. Frisell, Lars, 2003. "On the Interplay of Informational Spillovers and Payoff Externalities," RAND Journal of Economics, The RAND Corporation, vol. 34(3), pages 582-592, Autumn.
    12. Hendricks, Ken & Weiss, Andrew & Wilson, Charles A, 1988. "The War of Attrition in Continuous Time with Complete Information," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 29(4), pages 663-680, November.
    13. David Besanko & Ulrich Doraszelski & Lauren Xiaoyuan Lu & Mark Satterthwaite, 2010. "Lumpy Capacity Investment and Disinvestment Dynamics," Operations Research, INFORMS, vol. 58(4-part-2), pages 1178-1193, August.
    14. Grzegorz Pawlina & Peter M. Kort, 2006. "Real Options in an Asymmetric Duopoly: Who Benefits from Your Competitive Disadvantage?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 15(1), pages 1-35, March.
    15. Jan A. Van Mieghem, 2003. "Commissioned Paper: Capacity Management, Investment, and Hedging: Review and Recent Developments," Manufacturing & Service Operations Management, INFORMS, vol. 5(4), pages 269-302, July.
    16. H. Dharma Kwon & Steven A. Lippman, 2011. "Acquisition of Project-Specific Assets with Bayesian Updating," Operations Research, INFORMS, vol. 59(5), pages 1119-1130, October.
    17. Steven R. Grenadier, 2002. "Option Exercise Games: An Application to the Equilibrium Investment Strategies of Firms," The Review of Financial Studies, Society for Financial Studies, vol. 15(3), pages 691-721.
    18. H. Dharma Kwon, 2010. "Invest or Exit? Optimal Decisions in the Face of a Declining Profit Stream," Operations Research, INFORMS, vol. 58(3), pages 638-649, June.
    19. Shinsuke Kamoto & Masaya Okawa, 2014. "Market Entry, Capacity Choice, and Product Differentiation in Duopolistic Competition under Uncertainty," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 35(8), pages 503-522, December.
    20. , & ,, 2010. "Strategic experimentation with Poisson bandits," Theoretical Economics, Econometric Society, vol. 5(2), May.
    21. Nur Sunar & John R. Birge & Sinit Vitavasiri, 2019. "Optimal Dynamic Product Development and Launch for a Network of Customers," Operations Research, INFORMS, vol. 67(3), pages 770-790, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Shivam Gupta & Saurabh Bansal & Milind Dawande & Ganesh Janakiraman, 2024. "Trust-and-Evaluate: A Dynamic Nonmonetary Mechanism for Internal Capital Allocation," Management Science, INFORMS, vol. 70(11), pages 7811-7828, November.
    2. Xiaoqin Wu & Zhijun Hu, 2025. "Strategic capacity investment under demand ambiguity with creative destruction," Mathematical Methods of Operations Research, Springer;Gesellschaft für Operations Research (GOR);Nederlands Genootschap voor Besliskunde (NGB), vol. 101(2), pages 259-303, April.
    3. Liu, Jiaguo & Wu, Jie & Fu, Xiaowen & Kort, Peter M., 2025. "Timing and size decisions of green technology investment for competitive ocean carriers under green regulations," Transportation Research Part B: Methodological, Elsevier, vol. 193(C).
    4. Chunyu Bao & Min Li, 2026. "Development and adoption of green technology under environmental regulation: strategic decision and leader choice," Annals of Operations Research, Springer, vol. 358(3), pages 1053-1089, March.
    5. N. Bora Keskin & Meng Li, 2024. "Selling Quality-Differentiated Products in a Markovian Market with Unknown Transition Probabilities," Operations Research, INFORMS, vol. 72(3), pages 885-902, May.
    6. Yash Kanoria & Ilan Lobel & Jiaqi Lu, 2024. "Managing Customer Churn via Service Mode Control," Mathematics of Operations Research, INFORMS, vol. 49(2), pages 1192-1222, May.
    7. John R. Birge & Hongfan (Kevin) Chen & N. Bora Keskin & Amy Ward, 2024. "To Interfere or Not To Interfere: Information Revelation and Price-Setting Incentives in a Multiagent Learning Environment," Operations Research, INFORMS, vol. 72(6), pages 2391-2412, November.
    8. Martijn W. Ketelaars & Peter Borm & Peter M. Kort, 2025. "Dynamic Stability of Cooperative Investment Under Uncertainty," Operations Research, INFORMS, vol. 73(6), pages 3389-3404, November.
    9. Hao Bai & Alain Bensoussan & Gordon Briest & Benoît Chevalier-Roignant, 2025. "Monetizing Positive Externalities to Mitigate the Infrastructure Underinvestment Problem," Operations Research, INFORMS, vol. 73(2), pages 632-647, March.
    10. N. Bora Keskin & Yuexing Li & Nur Sunar, 2025. "Data-Driven Clustering and Feature-Based Retail Electricity Pricing with Smart Meters," Operations Research, INFORMS, vol. 73(5), pages 2636-2660, September.
    11. Sebastian Gryglewicz & Aaron Kolb, 2025. "Strategic Pricing in Volatile Markets," Operations Research, INFORMS, vol. 73(1), pages 444-460, January.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. H. Dharma Kwon & Wenxin Xu & Anupam Agrawal & Suresh Muthulingam, 2016. "Impact of Bayesian Learning and Externalities on Strategic Investment," Management Science, INFORMS, vol. 62(2), pages 550-570, February.
    2. Chevalier-Roignant, Benoît & Flath, Christoph M. & Huchzermeier, Arnd & Trigeorgis, Lenos, 2011. "Strategic investment under uncertainty: A synthesis," European Journal of Operational Research, Elsevier, vol. 215(3), pages 639-650, December.
    3. Jeon, Haejun, 2021. "Investment timing and capacity decisions with time-to-build in a duopoly market," Journal of Economic Dynamics and Control, Elsevier, vol. 122(C).
    4. Boyer, Marcel & Lasserre, Pierre & Moreaux, Michel, 2012. "A dynamic duopoly investment game without commitment under uncertain market expansion," International Journal of Industrial Organization, Elsevier, vol. 30(6), pages 663-681.
    5. Colombo, Luca & Labrecciosa, Paola, 2021. "A stochastic differential game of duopolistic competition with sticky prices," Journal of Economic Dynamics and Control, Elsevier, vol. 122(C).
    6. Li, X. & Zuidwijk, R.A. & de Koster, M.B.M. & Dekker, R., 2016. "Competitive Capacity Investment under Uncertainty," ERIM Report Series Research in Management ERS-2016-005-LIS, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    7. Billette de Villemeur, Etienne & Ruble, Richard & Versaevel, Bruno, 2015. "On the timing of innovation and imitation," MPRA Paper 69161, University Library of Munich, Germany.
    8. Ketelaars, Martijn, 2024. "Clearing in financial networks and dynamic investment under uncertainty," Other publications TiSEM 94768fb9-fd72-405d-a330-6, Tilburg University, School of Economics and Management.
    9. Billette de Villemeur, Etienne & Ruble, Richard & Versaevel, Bruno, 2014. "Innovation and imitation incentives in dynamic duopoly," MPRA Paper 59453, University Library of Munich, Germany.
    10. Li, Xishu & Zuidwijk, Rob & de Koster, M.B.M, 2023. "Optimal competitive capacity strategies: Evidence from the container shipping market," Omega, Elsevier, vol. 115(C).
    11. Julia Müller & Thorsten Upmann, 2026. "Returns to Scale and Strategic Regimes in Innovation Races," CESifo Working Paper Series 12552, CESifo.
    12. Billette de Villemeur, Etienne & Ruble, Richard & Versaevel, Bruno, 2014. "Investment timing and vertical relationships," International Journal of Industrial Organization, Elsevier, vol. 33(C), pages 110-123.
    13. Thijssen, J.J.J., 2003. "Investment under uncertainty, market evolution and coalition spillovers in a game theoretic perspective," Other publications TiSEM 672073a6-492e-4621-8d4a-0, Tilburg University, School of Economics and Management.
    14. Steg, Jan-Henrik & Thijssen, Jacco J.J., 2023. "Strategic investment with positive externalities," Games and Economic Behavior, Elsevier, vol. 138(C), pages 1-21.
    15. Ye, Fanglin & Paulson, Nicholas & Khanna, Madhu, 2024. "Strategic innovation and technology adoption under technological uncertainty," Journal of Economic Dynamics and Control, Elsevier, vol. 165(C).
    16. Boyer, Marcel & Lasserre, Pierre & Moreaux, Michel, 2010. "A Dynamic Duopoly Investment Game under Uncertain Market Growth," TSE Working Papers 10-171, Toulouse School of Economics (TSE).
    17. Billette de Villemeur, Etienne & Ruble, Richard & Versaevel, Bruno, 2016. "When should a winner take all, or pay some? Innovation and imitation incentives in a dynamic duopoly," MPRA Paper 75465, University Library of Munich, Germany.
    18. Sendstad, Lars Hegnes & Chronopoulos, Michail, 2017. "Strategic Technology Switching under Risk Aversion and Uncertainty," Discussion Papers 2017/10, Norwegian School of Economics, Department of Business and Management Science.
    19. Azevedo, Alcino & Paxson, Dean, 2014. "Developing real option game models," European Journal of Operational Research, Elsevier, vol. 237(3), pages 909-920.
    20. Boyarchenko, Svetlana & Levendorskiĭ, Sergei, 2014. "Preemption games under Lévy uncertainty," Games and Economic Behavior, Elsevier, vol. 88(C), pages 354-380.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:inm:oropre:v:69:y:2021:i:5:p:1430-1449. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.