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The Effects of Autoscaling in Cloud Computing

Author

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  • Amir Fazli

    (Foster School of Business, University of Washington, Seattle, Washington 98195)

  • Amin Sayedi

    (Foster School of Business, University of Washington, Seattle, Washington 98195)

  • Jeffrey D. Shulman

    (Foster School of Business, University of Washington, Seattle, Washington 98195)

Abstract

Web-based firms often rely on cloud-based computational resources to serve customers, but the number of customers they will serve is rarely known at the time of product launch. A recent innovation in cloud computing, known as autoscaling, allows companies to automatically scale their computational load up or down to match customer demand. We build a game theory model to examine how autoscaling will affect firms’ decisions to enter a new market and the resulting equilibrium prices, profitability, and consumer surplus. The model produces novel results depending on the likelihood of a firm’s success in the new market, differentiation among potential entrants, and the cost of computational capacity. For instance, in contrast to previous capacity commitment models with demand certainty, we show that autoscaling can mitigate price competition if the likelihood of a firm’s success in the market is moderate and the cost of capacity is sufficiently low. This is because without autoscaling, the firms’ uncertainty about demand would lead to excessive computational capacities and thus aggressive price competition. We also find that when the likelihood of success is sufficiently high, autoscaling facilitates entry for one firm yet deters a second firm from simultaneously entering the market.

Suggested Citation

  • Amir Fazli & Amin Sayedi & Jeffrey D. Shulman, 2018. "The Effects of Autoscaling in Cloud Computing," Management Science, INFORMS, vol. 64(11), pages 5149-5163, November.
  • Handle: RePEc:inm:ormnsc:v:64:y:2018:i:11:p:5149-5163
    DOI: 10.1287/mnsc.2017.2891
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    References listed on IDEAS

    as
    1. Jan A. Van Mieghem & Maqbool Dada, 1999. "Price Versus Production Postponement: Capacity and Competition," Management Science, INFORMS, vol. 45(12), pages 1639-1649, December.
    2. Jean Tirole, 1988. "The Theory of Industrial Organization," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262200716, April.
    3. Milgrom, Paul & Roberts, John, 1982. "Limit Pricing and Entry under Incomplete Information: An Equilibrium Analysis," Econometrica, Econometric Society, vol. 50(2), pages 443-459, March.
    4. Buehler, Stefan & Haucap, Justus, 2006. "Strategic outsourcing revisited," Journal of Economic Behavior & Organization, Elsevier, vol. 61(3), pages 325-338, November.
    5. A. Michael Spence, 1977. "Entry, Capacity, Investment and Oligopolistic Pricing," Bell Journal of Economics, The RAND Corporation, vol. 8(2), pages 534-544, Autumn.
    6. Reynolds, Stanley S. & Wilson, Bart J., 2000. "Bertrand-Edgeworth Competition, Demand Uncertainty, and Asymmetric Outcomes," Journal of Economic Theory, Elsevier, vol. 92(1), pages 122-141, May.
    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. Ravi Anupindi & Li Jiang, 2008. "Capacity Investment Under Postponement Strategies, Market Competition, and Demand Uncertainty," Management Science, INFORMS, vol. 54(11), pages 1876-1890, November.
    9. Gary L. Lilien & Eunsang Yoon, 1990. "The Timing of Competitive Market Entry: An Exploratory Study of New Industrial Products," Management Science, INFORMS, vol. 36(5), pages 568-585, May.
    10. Elie Ofek & Özge Turut, 2013. "Vaporware, Suddenware, and Trueware: New Product Preannouncements Under Market Uncertainty," Marketing Science, INFORMS, vol. 32(2), pages 342-355, March.
    11. Shy, Oz & Stenbacka, Rune, 2003. "Strategic outsourcing," Journal of Economic Behavior & Organization, Elsevier, vol. 50(2), pages 203-224, February.
    12. Yuxin Chen & Ganesh Iyer, 2002. "Research Note Consumer Addressability and Customized Pricing," Marketing Science, INFORMS, vol. 21(2), pages 197-208, November.
    13. Manu Goyal & Serguei Netessine, 2007. "Strategic Technology Choice and Capacity Investment Under Demand Uncertainty," Management Science, INFORMS, vol. 53(2), pages 192-207, February.
    14. Ganesh Iyer & David Soberman & J. Miguel Villas-Boas, 2005. "The Targeting of Advertising," Marketing Science, INFORMS, vol. 24(3), pages 461-476, May.
    15. Krishnan S. Anand & Karan Girotra, 2007. "The Strategic Perils of Delayed Differentiation," Management Science, INFORMS, vol. 53(5), pages 697-712, May.
    16. Yogesh V. Joshi & David J. Reibstein & Z. John Zhang, 2009. "Optimal Entry Timing in Markets with Social Influence," Management Science, INFORMS, vol. 55(6), pages 926-939, June.
    17. Narasimhan, Chakravarthi, 1988. "Competitive Promotional Strategies," The Journal of Business, University of Chicago Press, vol. 61(4), pages 427-449, October.
    18. Chakravarthi Narasimhan & Z. John Zhang, 2000. "Market Entry Strategy Under Firm Heterogeneity and Asymmetric Payoffs," Marketing Science, INFORMS, vol. 19(4), pages 313-327, November.
    19. Pei-yu Chen & Shin-yi Wu, 2013. "The Impact and Implications of On-Demand Services on Market Structure," Information Systems Research, INFORMS, vol. 24(3), pages 750-767, September.
    20. Hai Che & Chakravarthi Narasimhan & V. Padmanabhan, 2010. "Leveraging uncertainty through backorder," Quantitative Marketing and Economics (QME), Springer, vol. 8(3), pages 365-392, September.
    21. David M. Kreps & Jose A. Scheinkman, 1983. "Quantity Precommitment and Bertrand Competition Yield Cournot Outcomes," Bell Journal of Economics, The RAND Corporation, vol. 14(2), pages 326-337, Autumn.
    22. Preyas S. Desai & Oded Koenigsberg & Devavrat Purohit, 2007. "Research Note--The Role of Production Lead Time and Demand Uncertainty in Marketing Durable Goods," Management Science, INFORMS, vol. 53(1), pages 150-158, January.
    Full references (including those not matched with items on IDEAS)

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