Abstract
We explore primarily the problems encountered in multivariate normal integration and the difficulty in root-finding in the presence of unknown critical value when applying compound real call option to evaluating multistage, sequential high-tech investment decisions. We compared computing speeds and errors of three numerical integration methods. These methods, combined with appropriate root-finding method, were run by computer programs Fortran and Matlab. It is found that secant method for finding critical values combined with Lattice method and run by Fortran gave the fastest computing speed, taking only 1 s to perform the computation. Monte Carlo method had the slowest execution speed. It is also found that the value of real option is in reverse relation with interest rate and not necessarily positively correlated with volatility, a result different from that anticipated under the financial option theory. This is mainly because the underlying of real option is a nontraded asset, which brings dividend-like yield into the formula of compound real options.
In empirical study, we evaluate the initial public offering (IPO) price of a new DRAM chipmaker in Taiwan. The worldwide average sales price is the underlying variable and the average production cost of the new DRAM foundry is the exercise price. The twin security is defined to be a portfolio of DRAM manufacturing and packaging firms publicly listed in Taiwan stock markets. We estimate the dividend-like yield with two methods, and find the yield to be negative. The negative dividend-like yield results from the negative correlation between the newly constructed DRAM foundry and its twin security, implying the diversification advantage of a new generation of DRAM foundry with a relative low cost of investment opportunity. It has been found that there is only a 4.6% difference between the market IPO price and the estimated one.
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References
Amram, M.H. and Kulatilaka, N.H. (1999). “Real options.” Harvard Business School Press 11: 11–31.
Andersson, H. (1999). “Capital budgeting in a situation with variable utilization of capacity – an example from the pulp industry.” Working Paper, SSE/EFI.
Bhide, A.V. (2000). “The Origin and Evolution of New Business.” England: Oxford University Press.
Black, F. and Scholes, M. (1973). “The pricing of options and corporate liabilities.” Journal of Political Economics, 81: 637–659.
Brennan, M.J. and Schwartz, E.S. (1985). “Evaluating natural resource investment.” Journal of Business, 58: 135–157.
Brent, R.P. (1971). “Algorithms for Minimization without Derivatives.” New Jersey: Prentice-Hall.
Constantinides, G.M. (1978). “Market risk adjustment in project valuation.” Journal of Finance, 33: 603–616.
Copeland, T.E. and Antikarov, V. (2001). “Real Options: A Practitioner’s Guide.” New York: Texere, LLC.
Cox, J.C. and Ross, S.A. (1976). “The valuation of options for alternative stochastic processes.” Journal of Financial Economics, 3: 145–166.
Cox, J.C., Ingersoll, J.E. Jr., and Ross, S.A. (1985). “An inter-temporal general equilibrium model of asset prices.” Econometrica, 53: 363–384.
Cranley, R. and Patterson, T.N.L. (1976). “Randomization of number theoretic methods for multiple integration.” SIAM Journal of Numerical Analysis, 13: 904–914.
Dekker, T.J. (1969). “Finding a zero by means of successive linear interpolation,” in Dejon and Henrici (eds.) Constructive Aspects of the Fundamental Theorem of Algebra. New York: Wiley.
Drezner, Z. (1978). “Computation of the Bivariate Normal Integral.” Mathematics of Computation, 32: 277–279.
Drezner, Z. (1992). “Computation of the multivariate normal integral.” ACM Transactions on Mathematical Software, 18: 470–480.
Duan, C., Lin, W.T. and Lee, C. (2003). “Sequential capital budgeting as real options: the case of a new dram chipmaker in Taiwan.” Review of Pacific Basin Financial Markets and Policies, 6: 87–112.
Genz, A. (1992). “Numerical computation of the multivariate normal probabilities.” Journal of Computational and Graphical Statistics, 1: 141–150.
Genz, A. (1999). “Comparison of methods for the computation of multivariate normal probabilities.” Working Paper.
Geske, R. (1977). “The valuation of corporate liabilities as compound options.” Journal of Financial and Quantitative Analysis, 12: 541–552.
Geske, R. (1979). “The valuation of compound options.” Journal of Financial Economics, 7: 63–81.
Granger, C.W.J. (1969). “Investigating causal relations by econometric models and cross-spectral methods.” Econometrica, 37: 424–438.
Hlawka, E.M (1962). “Zur angenäherten berechnung mehrfacher integrale.” Monatshefte Fur Mathematik, 66: 140–151.
Hull, J.C (1997). Options, Futures, and Other Derivatives, 3rd edn. Prentice-Hall.
Ibbotson, R.G. and Sinquefield, R.A. (1999). “Stocks Bonds, Bills, and Inflation Yearbook.” Chicago: Ibbotson Associates.
Keeley, R.H., Punjabi, S., and Turki, L. (1996). “Valuation of early-stage ventures: option valuation models vs. traditional approach.” Entrepreneurial and Small Business Finance, 5: 115–138.
Kelly, S. (1998) “A Binomial Lattice Approach for Valuing a Mining Property IPO.” Quarterly Review of Economics and Finance, 38: 693–709.
Kemna, A.G.Z (1993). “Case studies on real options.” Financial Management, 22: 259–270.
Korobov, N.M. (1957). “The approximate calculation of multiple integral using number-theoretic methods.” Doklady Akademmi Nauk SSSR, 115: 1062–1065.
Lin, W.T. (2002). “Computing a multivariate normal integral for valuing compound real options.” Review of Quantitative Finance and Accounting, 18: 185–209.
Luehrman, T.A. (1998a). “Strategy as Portfolio of Real Options.” Harvard Business Review, 89–99.
Luehrman, T.A (1998b). “Investment opportunities as real options: getting started on the numbers.” Harvard Business Review, 51–67.
Lyness, J.N, and Gabriel, J.R. (1969). “Comment on a new method for the evaluation of multidimensional integrals.” The Journal of Chemical Physics, 50: 565–566.
Majd, S. and Pindyck, R.S. (1987). “Time to build, option value, and investment decisions.” Journal of Financial Economics, 18: 7–27.
McDonald, R. (2002). Derivatives Markets. Addison Wesley.
McDonald, R. and Siegel, D. (1984). “Option pricing when the underlying asset earns a below-equilibrium rate of return: a note.” Journal of Finance, 39: 261–265.
McDonald, R. and Siegel, D. (1985). “Investment and the valuation of firms when there is an option to shut down.” International Economic Review, 26: 331–349.
Merton, R.C. (1973) “An intertemporal capital asset pricing model.” Econometrica, 41: 867–887.
Myers, S.C. (1977). “Determinants of corporate borrowing.” Journal of Financial Economics, 5: 147–176.
Myers, S.C. (1984). “Finance theory and financial strategy.” Interface, 14: 126–137.
Myers, S.C. (1987). “Finance theory and financial strategy.” Midland Corporate Finance Journal, 5: 6–13.
Pickles, E. and Smith, J.L. (1993). “Petroleum property valuation: a binomial lattice implementation of option pricing theory.” Energy Journal, 14: 1–26.
Pindyck, R.S. (1993). “Investments of uncertain cost.” Journal of Financial Economics, 34: 53–76.
Roll, R. (1977). “An analytic valuation formula for unprotected American call options on stocks with known dividends.” Journal of Financial Economics, 5: 251–258.
Schumpeter, J.A. (1939). Business cycles: A Theoretical, Historical, and Statistical Analysis of the Capitalist Process. New York: McGraw-Hill.
Sims, Christopher A. (1980). “Macroeconomics and Reality.” Econometrica, 48: 1–48.
Steen, N.M., Byrne, G.D. and Gelbard, E.M. (1969). “Gaussian quadratures for integrals.” Mathematics of Computation, 23: 169–180.
Trigeorgis, L. (1993a). “The nature of option interactions and the valuation of investment with multiple real options.” Journal of Financial and Quantitative Analysis, 28: 1–20.
Trigeorgis, L. (1993b). “Real options and interactions with financial flexibility.” Financial Management, 25: 202–224.
Trigeorgis, L. (1994). “Options in capital budgeting: managerial flexibility and strategy in resource allocation.” Cambridge, MA: MIT Press.
Trigeorgis, L. (1996). “Real options: managerial flexibility and strategy in resource allocation.” Cambridge, MA: MIT Press.
Trigeorgis, L. and Mason, S.P. (1987). “Valuing managerial flexibility.” Midland Corporate Journal, 5: 14–21.
Zaremba, S.K. (1966). “Good lattice points, discrepancy and numerical integration.” Annali di Matematica Pura ed Applicata, 73: 293–318.
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We acknowledge the financial support from National Science Council of R.O.C.
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Appendix
Appendix
The firm’s critical value \( V_i^{\rm{cr}} \) and real call options value given δ is constant and r f = 0.08
\( V_2^{\rm{cr}} \) | Real call options value | ||||||||
---|---|---|---|---|---|---|---|---|---|
Investment mode | σ v | \( V_4^{\rm{cr}} \) | \( V_3^{\rm{cr}} \) | Drezner | Lattice | MC | Drezner | Lattice | MC |
Up-slo** | 0.1 | 43.52 | 51.27 | 52.61 | 52.65 | 52.65 | 29.67 | 29.67 | 29.67 |
0.2 | 43.41 | 50.18 | 49.20 | 49.22 | 49.22 | 29.92 | 30.42 | 30.42 | |
0.3 | 42.77 | 47.85 | 44.45 | 44.50 | 44.50 | 31.30 | 32.25 | 32.25 | |
0.4 | 41.63 | 44.82 | 39.41 | 39.84 | 39.84 | 33.68 | 34.60 | 34.60 | |
0.5 | 40.15 | 41.53 | 34.62 | 34.80 | 34.80 | 36.58 | 37.96 | 37.96 | |
0.6 | 38.48 | 38.25 | 30.30 | 30.47 | 30.47 | 39.70 | 40.14 | 40.14 | |
0.7 | 36.74 | 35.13 | 26.54 | 26.56 | 26.56 | 42.62 | 43.00 | 43.00 | |
0.8 | 35.01 | 32.25 | 23.31 | 23.44 | 23.44 | 45.60 | 45.80 | 45.80 | |
0.9 | 33.32 | 29.64 | 20.59 | 20.62 | 20.62 | 48.42 | 48.50 | 48.50 | |
Down-slo** | 0.1 | 32.92 | 41.60 | 55.77 | 55.79 | 55.79 | 27.78 | 27.77 | 27.77 |
0.2 | 31.70 | 40.93 | 55.34 | 55.34 | 55.34 | 27.91 | 27.12 | 27.12 | |
0.3 | 29.76 | 39.14 | 53.60 | 53.72 | 53.72 | 28.90 | 26.87 | 26.87 | |
0.4 | 27.57 | 36.74 | 50.87 | 51.06 | 51.06 | 30.87 | 28.27 | 28.27 | |
0.5 | 25.36 | 34.13 | 47.67 | 47.84 | 47.84 | 33.41 | 30.58 | 30.58 | |
0.6 | 23.23 | 31.54 | 44.38 | 44.57 | 44.57 | 36.25 | 33.26 | 33.26 | |
0.7 | 21.26 | 29.08 | 41.21 | 41.47 | 41.47 | 39.04 | 36.00 | 36.00 | |
0.8 | 19.45 | 26.84 | 38.27 | 38.33 | 38.33 | 41.87 | 38.82 | 38.82 | |
0.9 | 17.82 | 24.81 | 35.61 | 35.72 | 35.72 | 44.59 | 41.50 | 41.50 | |
Up, then down | 0.1 | 32.92 | 47.09 | 55.06 | 55.13 | 55.13 | 28.28 | 28.28 | 28.28 |
0.2 | 31.70 | 46.82 | 53.78 | 53.85 | 53.85 | 28.43 | 28.36 | 28.36 | |
0.3 | 29.76 | 45.63 | 51.01 | 51.75 | 51.75 | 29.54 | 29.35 | 29.35 | |
0.4 | 27.57 | 43.69 | 47.39 | 47.53 | 47.53 | 31.63 | 31.54 | 31.54 | |
0.5 | 25.36 | 41.38 | 43.51 | 43.76 | 43.76 | 34.28 | 34.03 | 34.03 | |
0.6 | 23.23 | 38.95 | 39.70 | 39.83 | 39.83 | 37.20 | 36.80 | 36.80 | |
0.7 | 21.26 | 36.55 | 36.16 | 36.35 | 36.35 | 40.06 | 39.53 | 39.53 | |
0.8 | 19.45 | 34.27 | 32.95 | 33.06 | 33.06 | 42.95 | 42.28 | 42.28 | |
0.9 | 17.82 | 32.16 | 30.11 | 30.13 | 30.13 | 45.72 | 44.59 | 44.59 | |
Down, then up | 0.1 | 43.52 | 45.37 | 53.90 | 53.90 | 53.90 | 29.17 | 29.18 | 29.18 |
0.2 | 43.41 | 42.92 | 52.24 | 52.36 | 52.36 | 29.35 | 29.14 | 29.14 | |
0.3 | 42.77 | 39.47 | 48.94 | 49.06 | 49.06 | 30.56 | 30.00 | 30.00 | |
0.4 | 41.63 | 35.69 | 44.94 | 44.97 | 44.97 | 32.78 | 31.96 | 31.96 | |
0.5 | 40.15 | 31.99 | 40.83 | 40.90 | 40.90 | 35.56 | 34.49 | 34.49 | |
0.6 | 38.48 | 28.54 | 36.92 | 37.19 | 37.19 | 38.59 | 37.25 | 37.25 | |
0.7 | 36.74 | 25.44 | 33.38 | 33.58 | 33.58 | 41.41 | 40.06 | 40.06 | |
0.8 | 35.01 | 22.70 | 30.25 | 30.26 | 30.26 | 44.32 | 42.85 | 42.85 | |
0.9 | 33.32 | 20.31 | 27.51 | 27.83 | 27.83 | 47.08 | 45.88 | 45.88 |
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Lin, W.T., Lee, CF., Duan, CW. (2013). Multistage Compound Real Options: Theory and Application. In: Lee, CF., Lee, A. (eds) Encyclopedia of Finance. Springer, Boston, MA. https://doi.org/10.1007/978-1-4614-5360-4_29
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