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Investment opportunity strategy in a double-mean-reverting 4/2 stochastic volatility environment

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  • Cao, Jiling
  • Kim, Jeong-Hoon
  • Liu, Wenqiang
  • Zhang, Wenjun

Abstract

The investment-timing problem and the valuation of the right to take certain business initiatives in a given project (called a “real option”) have been considered by many authors under the assumption that volatility of the present value of the expected future net cash flows is stochastic. In this paper, we re-tackle these problems by assuming that the present value of the expected future net cash flows follows the double-mean-reverting 4/2 stochastic volatility model, proposed recently by Cao et al. (2023). Applying an asymptotic analysis approach outlined by Fouque et al. (2011), we obtain two approximation formulas for the value of the real option and the investment threshold, respectively. We conduct numerical experiments on sensitivity analysis of the formulas with respect to the model parameters (“Heston”- and “3/2”-factors) and the associated variables. Furthermore, we also conduct the least square Monte Carlo (LSM) simulation proposed by Longstaff and Schwartz (2001), and compare the real option values from our approximation formula with those from the LSM simulation. Our analysis shows that the relative errors are less than 0.3% in most of our cases, which justifies the appropriateness of our asymptotic approach for the model.

Suggested Citation

  • Cao, Jiling & Kim, Jeong-Hoon & Liu, Wenqiang & Zhang, Wenjun, 2025. "Investment opportunity strategy in a double-mean-reverting 4/2 stochastic volatility environment," The North American Journal of Economics and Finance, Elsevier, vol. 76(C).
  • Handle: RePEc:eee:ecofin:v:76:y:2025:i:c:s1062940824002833
    DOI: 10.1016/j.najef.2024.102358
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    References listed on IDEAS

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    1. Fouque,Jean-Pierre & Papanicolaou,George & Sircar,Ronnie & Sølna,Knut, 2011. "Multiscale Stochastic Volatility for Equity, Interest Rate, and Credit Derivatives," Cambridge Books, Cambridge University Press, number 9780521843584, Enero-Abr.
    2. Brennan, Michael J. & Schwartz, Eduardo S., 1982. "An Equilibrium Model of Bond Pricing and a Test of Market Efficiency," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 17(3), pages 301-329, September.
    3. Christian-Oliver Ewald & Ruolan Ouyang & Tak Kuen Siu, 2017. "On the Market-consistent Valuation of Fish Farms: Using the Real Option Approach and Salmon Futures," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 99(1), pages 207-224.
    4. Jan Baldeaux & Alexander Badran, 2014. "Consistent Modelling of VIX and Equity Derivatives Using a 3/2 plus Jumps Model," Applied Mathematical Finance, Taylor & Francis Journals, vol. 21(4), pages 299-312, September.
    5. Robert C. Merton, 2005. "Theory of rational option pricing," World Scientific Book Chapters, in: Sudipto Bhattacharya & George M Constantinides (ed.), Theory Of Valuation, chapter 8, pages 229-288, World Scientific Publishing Co. Pte. Ltd..
    6. Ting, Sai Hung Marten & Ewald, Christian-Oliver & Wang, Wen-Kai, 2013. "On the investment–uncertainty relationship in a real option model with stochastic volatility," Mathematical Social Sciences, Elsevier, vol. 66(1), pages 22-32.
    7. Dias, José Carlos & Nunes, João Pedro Vidal & da Silva, Fernando Correia, 2024. "Finite maturity caps and floors on continuous flows under the constant elasticity of variance process," European Journal of Operational Research, Elsevier, vol. 316(1), pages 361-385.
    8. Schwartz, Eduardo S, 1997. "The Stochastic Behavior of Commodity Prices: Implications for Valuation and Hedging," Journal of Finance, American Finance Association, vol. 52(3), pages 923-973, July.
    9. Avinash K. Dixit & Robert S. Pindyck, 1994. "Investment under Uncertainty," Economics Books, Princeton University Press, edition 1, number 5474.
    10. Timothy Hillman & Nan Zhang & Zhuo Jin, 2018. "Real-Option Valuation in a Finite-Time, Incomplete Market with Jump Diffusion and Investor-Utility Inflation," Risks, MDPI, vol. 6(2), pages 1-20, May.
    11. 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.
    12. Hull, John & White, Alan, 1990. "Pricing Interest-Rate-Derivative Securities," The Review of Financial Studies, Society for Financial Studies, vol. 3(4), pages 573-592.
    13. Longstaff, Francis A & Schwartz, Eduardo S, 2001. "Valuing American Options by Simulation: A Simple Least-Squares Approach," University of California at Los Angeles, Anderson Graduate School of Management qt43n1k4jb, Anderson Graduate School of Management, UCLA.
    14. José Carlos Dias & João Pedro Vidal Nunes, 2011. "Pricing real options under the constant elasticity of variance diffusion," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 31(3), pages 230-250, March.
    15. Longstaff, Francis A & Schwartz, Eduardo S, 2001. "Valuing American Options by Simulation: A Simple Least-Squares Approach," The Review of Financial Studies, Society for Financial Studies, vol. 14(1), pages 113-147.
    16. Huang, Bing & Cao, Jiling & Chung, Hyuck, 2014. "Strategic real options with stochastic volatility in a duopoly model," Chaos, Solitons & Fractals, Elsevier, vol. 58(C), pages 40-51.
    17. Kim, Jeong-Hoon & Lee, Min-Ku & Sohn, So Young, 2014. "Investment timing under hybrid stochastic and local volatility," Chaos, Solitons & Fractals, Elsevier, vol. 67(C), pages 58-72.
    18. Heston, Steven L, 1993. "A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options," The Review of Financial Studies, Society for Financial Studies, vol. 6(2), pages 327-343.
    19. Sing, Tien-Foo & Patel, Kanak, 2001. "Evidence of irreversibility in the UK property market," The Quarterly Review of Economics and Finance, Elsevier, vol. 41(3), pages 313-334.
    20. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    21. Brennan, Michael J & Schwartz, Eduardo S, 1985. "Evaluating Natural Resource Investments," The Journal of Business, University of Chicago Press, vol. 58(2), pages 135-157, April.
    22. Black, Fischer & Scholes, Myron S, 1973. "The Pricing of Options and Corporate Liabilities," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 637-654, May-June.
    23. Kim, Jeong-Hoon, 2004. "Asymptotic theory of noncentered mixing stochastic differential equations," Stochastic Processes and their Applications, Elsevier, vol. 114(1), pages 161-174, November.
    24. McDonald, Robert & Siegel, Daniel, 1984. "Option Pricing When the Underlying Asset Earns a Below-Equilibrium Rate of Return: A Note," Journal of Finance, American Finance Association, vol. 39(1), pages 261-265, March.
    25. Shaun A. Bond & Soosung Hwang, 2003. "A Measure of Fundamental Volatility in the Commercial Property Market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 31(4), pages 577-600, December.
    26. Martino Grasselli, 2017. "The 4/2 Stochastic Volatility Model: A Unified Approach For The Heston And The 3/2 Model," Mathematical Finance, Wiley Blackwell, vol. 27(4), pages 1013-1034, October.
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    More about this item

    Keywords

    Investment opportunity; Real option; 4/2 stochastic volatility; Double-mean-reversion; Free boundary;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G13 - Financial Economics - - General Financial Markets - - - Contingent Pricing; Futures Pricing
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • C65 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Miscellaneous Mathematical Tools

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