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Possibilistic risk aversion in group decisions: theory with application in the insurance of giga-investments valued through the fuzzy pay-off method

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Abstract

Giga-investments are large industrial investments that have long construction times, long economic lives, and that are to a large degree irreversible. These characteristics make ex-ante analysis of giga-investment difficult and require methods that can consider estimation of imprecision and the value of managerial flexibility. Fuzzy pay-off method is a recently introduced profitability analysis tool, based on using managerial cash-flow scenarios estimated by a group of experts, to form a fuzzy (possibilistic) pay-off distribution for an investment that is compatible with the requirements set by the circumstances surrounding giga-investments. Due to their large size, most giga-investments require external financing and most often lead investors must acquire insurance coverage to bring down the idiosyncratic risk of these projects to attract funding. Defining an insurance strategy requires an estimation of the risk as perceived by the group of experts (managers), who are supposed to be risk-averse. In this vein, this paper analyzes the effect of the risk aversion in the possibilistic setting, relevant to giga-investments, and in a multi-expert decision-making context. Insurance pricing for a giga-investment risk is reached through finding an optimal coinsurance rate in the group possibilistic framework. The presented models are new and contribute to the project insurance pricing literature.

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References

  • Accenture (2013) Innovation Efforts Falling Short Despite Increased Investment. Accenture. http://newsroom.accenture.com/news/accenture-study-innovation-efforts-falling-short-despite-increased-investment.htm?sf12733148=1. Accessed 24(9), 2014, 2014

  • Amram M, Kulatilaka N (1999) Real Options: Managing Strategic Investment in and Uncertain World. Financial Management Association Survey and Synthesis Series. Harvard Business School Press, Boston

  • Apaydin A, Baser F (2010) Hybrid fuzzy least-squares regression analysis in claims reserving with geometric separation method. Insur Insur Math Econ 47:113–122

    Article  MathSciNet  MATH  Google Scholar 

  • Armstrong S, Crohman M (1972) A comparative study for methods for long-term market forecasting. Manag Sci 19:211–221

    Article  Google Scholar 

  • Arrow K (1970) Essays in the Theory of Risk Bearing. North-Holland, Amsterdam

    MATH  Google Scholar 

  • Ban AI, Coroianu L (2012) Nearest interval, triangular approximation of a fuzzy number preserving ambiguity. Int J Approx Reason 53:805–836

    Article  MathSciNet  MATH  Google Scholar 

  • Bawa VS (1975) Optimal rules for ordering uncertain prospects. J Financ Econ 2:95–121

    Article  Google Scholar 

  • Brunelli M, Fedrizzi M (2010) The various facets of uncertainty: Remarks on the role played by probability and possibility. In: Collan M (ed) 2nd International Conference on Applied Operational Research ICAOR’10, Turku, Finland, August 25–27

  • Caballé J (1996) Mixed risk aversion. J Econ Theory 71:485–513

    Article  MathSciNet  MATH  Google Scholar 

  • Carlsson C, Fullér R (2001) On possibilistic mean value and variance of fuzzy numbers. Fuzzy Sets Syst 122:315–326

    Article  MathSciNet  MATH  Google Scholar 

  • Carlsson C, Fullér R, Majlender P (2002) A possibilistic approach to selecting portfolios with highest utility score. Fuzzy Sets Syst 131:13–21

    Article  MathSciNet  MATH  Google Scholar 

  • Chambers C, Echenique F (2012) When does aggregation reduce risk aversion? Games Econ Behav 76:582–595

    Article  MathSciNet  MATH  Google Scholar 

  • Chen A, Pelsser A, Vellekoop M (2011) Modeling non-monotone risk aversion using SAHARA utility functions. J Econ Theory 146:2075–2092

    Article  MathSciNet  MATH  Google Scholar 

  • Chronopoulos M, De Reyck B, Siddiqui A (2011) Optimal investment under operational flexibility, risk aversion, and uncertainty. Eur J Oper Res 213:221–237

    Article  MathSciNet  MATH  Google Scholar 

  • Collan M (2004) Giga-Investments: Modelling the Valuation of Very Large Industrial Real Investments. Dissertation/Thesis, Abo Akademi University

  • Collan M (2010) Valuation of area development project investments as compound real option problems. J Appl Oper Res 2:71–78

    Google Scholar 

  • Collan M (2011) Valuation of Industrial Giga-Investments: theory and practice fuzzy. Econ Rev XVI:21–37

    Google Scholar 

  • Collan M (2012) The Pay-Off Method: Re-Inventing Investment Analysis. CreateSpace Inc., Charleston

    Google Scholar 

  • Collan M, Fedrizzi M, Luukka P (2013) A multi-expert system for ranking patents: an approach based on fuzzy pay-off distributions and a TOPSIS-AHP framework. Expert Syst Appl 40:4749–4759

    Article  Google Scholar 

  • Collan M, Fullér R, Mézei J (2009) Fuzzy pay-off method for real option valuation. J Appl Math Decis Syst 2009:1–14, Article ID 238196. doi:10.1155/2009/238196

  • Collan M, Heikkilä M (2011) Enhancing patent valuation with the pay-off method. J Intellect Prop Rights 16:377–384

    Google Scholar 

  • Collan M, Kinnunen J (2011) J Real Options Strateg 4:115–139

    Google Scholar 

  • Collan M, Kyläheiko K (2013) Forward-looking valuation of strategic patent portfolios under structural uncertainty. J Intellect Prop Rights 18:230–241

    Google Scholar 

  • Collan M, Luukka P (2013) Evaluating R&D projects as investments by using an overall ranking from four new fuzzy similarity measure based TOPSIS variants. IEEE Trans Fuzzy Syst 21:1–11. doi:10.1109/TFUZZ.2013.2260758

    Article  Google Scholar 

  • Collan M, Luukka P (2015) New fuzzy insurance pricing method for giga-investment project insurance. Insur Math Econ 65:22–29

    Article  MathSciNet  MATH  Google Scholar 

  • Crainich D, Eeckhoudt L (2008) On the intensity of downside risk aversion. J Risk Uncertain 36:267–276

    Article  MATH  Google Scholar 

  • Crainich D, Eeckhoudt L, Le Courtois O (2014) Decreasing downside risk aversion and background risk. J Math Econ 53(C):59–63

    Article  MathSciNet  MATH  Google Scholar 

  • De Finetti B (1952) Sulla preferibilità. Giornale degli Economisti e Annali di Economia 6:3–27

    Google Scholar 

  • De Wit GW (1982) Underwriting and uncertainty. Insur Math Econ 1:277–285

    Article  MathSciNet  Google Scholar 

  • Diamond P, Kloeden P (2000) Metric topology of fuzzy numbers and fuzzy analysis. In: Dubois D, Prade H (eds) Fundamentals of Fuzzy Sets, vol 7., The Handbooks of Fuzzy Sets SeriesKluwer Academic Publishers, Dordrecht, pp 583–641

    Chapter  Google Scholar 

  • Dubois D, Fargier H, Perny P (2003) Qualitative decision theory with preference relations and comparative uncertainty: an axiomatic approach. Artif Intell 148:219–260

    Article  MathSciNet  MATH  Google Scholar 

  • Dubois D, Godo L, Prade H, Zapico A (1998) Making decisions in a qualitative setting: From decision under uncertainty to case-based decision. In: Cohn AG, Schubert S, Shapiro C (eds) Principles of Knowledge Representation and Reasoning. Morgan Kaufman Publishers, San Francisco, pp 594–605

    Google Scholar 

  • Dubois D, Prade H (1988) Possibility Theory. Plenum Press, New York

    Book  MATH  Google Scholar 

  • Dubois D, Prade H, Sabbadin R (2001) Decision theoretic foundations of possibility theory. Eur J Oper Res 128:459–478

    Article  MathSciNet  MATH  Google Scholar 

  • Duncan GT (1977) A matrix measure of multivariate local risk aversion. Econometrica 45:895–903

    Article  MathSciNet  MATH  Google Scholar 

  • Eeckhoudt L, Gollier C, Schlesinger H (2005) Economic and financial decisions under risk. Princeton University Press

  • Ekern S (1985) An option pricing approach to evaluating petroleum projects. Energy Econ 10:91–99

    Article  Google Scholar 

  • Eliashberg J, Winkler R (1981) Risk sharing and group decision making. Manag Sci 27:1221–1235

    Article  MathSciNet  MATH  Google Scholar 

  • Flage R, Aven T, Zio E, Baraldi P (2014) Concerns, challenges, and directions of development for the issue of representing uncertainty in risk assessment. Risk Anal 34:1196–1207

    Article  Google Scholar 

  • Fullér R, Majlender P (2003) On weighted possibilistic mean and variance of fuzzy numbers. Fuzzy Sets Syst 136:363–374

    Article  MathSciNet  MATH  Google Scholar 

  • Georgescu I (2009) Possibilistic risk aversion. Fuzzy Sets Syst 60:2608–2619

    Article  MathSciNet  MATH  Google Scholar 

  • Georgescu I (2011) A possibilistic approach to risk aversion. Soft Comput 15:795–801

    Article  MATH  Google Scholar 

  • Georgescu I (2012a) Computing the risk indicators in fuzzy systems. J Inf Technol Res 5:63–84

    Article  Google Scholar 

  • Georgescu I (2012b) Expected utility operators and possibilistic risk aversion. Soft Comput 16:1671–1680

    Article  MATH  Google Scholar 

  • Georgescu I (2013) Possibilistic risk aversion and coinsurance problem. Fuzzy Inf Eng 5:221–233

    Article  MathSciNet  Google Scholar 

  • Gilboa I, Samet D, Schmeidler D (2004) Utilitarian aggregation of beliefs and tastes. J Political Econ 112:932–938

    Article  Google Scholar 

  • Gong M, Baron J, Kunreuther H (2012) Why do groups cooperate more than individuals to reduce risks? Theory Decis 75:101–115

    Article  MathSciNet  MATH  Google Scholar 

  • Grzegorzewski P, Mrówka E (2005) Trapezoidal approximations of fuzzy numbers. Fuzzy Sets Syst 153:115–135

    Article  MathSciNet  MATH  Google Scholar 

  • Hadar J, Russell W (1969) Rules for ordering uncertain prospects. Am Econ Rev 59:25–34

    Google Scholar 

  • Harris R (1978) On the choice of large projects. Can J Econ 11:404–423

    Article  Google Scholar 

  • Harsanyi JC (1955) Cardinal welfare, individualistic ethics, and interpersonal comparisons of utility. J Political Econ 63:309–321

    Article  Google Scholar 

  • Hassanzadeh F, Collan M, Modarres M (2012) A practical approach to R&D portfolio selection using fuzzy set theory. IEEE Trans Fuzzy Syst 20:615–622

    Article  Google Scholar 

  • Heberle J, Thomas A (2014) Combining chain-ladder claims reserving with fuzzy numbers. Insur Math Econ 53:704–711

    MathSciNet  MATH  Google Scholar 

  • Henderson V, Hobson DG (2002) Real options with constant relative risk aversion. J Econ Dyn Control 27:329–355

    Article  MathSciNet  MATH  Google Scholar 

  • Hugonnier J, Morellec E (2003) Real options and risk aversion. Swiss Finance Institute Research Papers

  • Jouni E, Napp C, Nocetti D (2011) Collective risk aversion. Soc Choice Welf 40:411–437

    Article  MathSciNet  MATH  Google Scholar 

  • Kahneman D, Tversky A (1979) Prospect theory: an analysis of decision under risk. Econometrica 47:263–292

    Article  MATH  Google Scholar 

  • Karni E (1979) On multivariate risk aversion. Econometrica 47:1391–1401

    Article  MathSciNet  MATH  Google Scholar 

  • Keeney R, Kirkwood C (1975) Group decision making using cardinal social welfare functions. Manag Sci 22:430–437

    Article  MathSciNet  MATH  Google Scholar 

  • Keeney R, Raiffa H (1976) Decisions with multiple objectives, preferences, and value tradeoffs. John Wiley, Hoboken

    MATH  Google Scholar 

  • Keppo J, Lu H (2003) Real options and large producer: the case of electricity markets. Energy Econ 25:459–472

    Article  Google Scholar 

  • Klir G (2005) Uncertainty and information: foundations of generalized information theory. Wiley, New York

    Book  MATH  Google Scholar 

  • Klir G, Harmanec D (1997) Types and measures of uncertainty. In: Kacprzyk J, Nurmi H, Fedrizzi M (eds) Consensus Under Fuzziness. International Series in Intelligent Technologies. Kluwer Academic Publishers, Boston, pp 29–51

    Google Scholar 

  • Kuchta D (2000) Fuzzy capital budgeting. Fuzzy Sets Syst 111:367–385

    Article  MATH  Google Scholar 

  • Lemaire J (1990) Fuzzy insurance. ASTIN Bull 20:33–55

    Article  Google Scholar 

  • Levy H (2006) Stochastic dominance: investment decision making under uncertainty. Springer, New York

    MATH  Google Scholar 

  • Levy H, Levy A (1991) Arrow-Pratt measures of risk aversion: the multivariate case. Int Econ Rev 32:891–898

    Article  MATH  Google Scholar 

  • Linde J, Sonnemans J (2012) Social comparison and risky choices. J Risk Uncertain 44:45–72

    Article  Google Scholar 

  • Liu L, Meyer J (2012) Decreasing absolute risk aversion, prudence and increased downside risk aversion. J Risk Uncertain 44:243–260

    Article  Google Scholar 

  • Liu L, Meyer J (2013) Substituting one risk increase for another: a method for measuring risk aversion. J Econ Theory 148:2706–2718

    Article  MathSciNet  MATH  Google Scholar 

  • Mathews S, Datar V, Johnson B (2007) A practical method for valuing real options: the boeing approach. J Appl Corp Financ 19:95–104

    Article  Google Scholar 

  • Meyer DJ, Meyer J (2005) Relative risk aversion: what do we know? J Risk Uncertain 31:243–262

    Article  MATH  Google Scholar 

  • Miller K (1992) A framework for integrated risk management in international business. J Int Bus Stud 23:311–331

    Article  Google Scholar 

  • Modica S, Scarsini M (2005) A note on comparative downside risk. Am Econ Rev 70:921–932

    MATH  Google Scholar 

  • Montesano A (2009) De Finetti and the Arrow-Pratt measure of risk aversion. In: Galavotti MC (ed) Bruno de Finetti Radical Probabilist. College Publications, London, pp 115–127

    Google Scholar 

  • Nascimento L (2011) Zhou’s aggregation theorems with multiple welfare weights. J Math Econ 47:654–658

    Article  MathSciNet  MATH  Google Scholar 

  • Nau R (2003) A generalization of Pratt-Arrow measure to nonexpected-utility preferences and inseparable probability and utility. Manag Sci 49:1089–1104

    Article  MATH  Google Scholar 

  • Ogaki M, Zhang Q (2001) Decreasing risk aversion and tests of risk sharing. Econometrica 69:515–526

  • Paan J, Neilson W (2007) Higher-order generalizations of Arrow-Pratt and Ross risk aversion: a comparative statics approach. J Econ Theory 136:719–728

    Article  MathSciNet  MATH  Google Scholar 

  • Pedrycz W (1994) Why triangular membership functions? Fuzzy Sets Syst 64:21–30

    Article  MathSciNet  Google Scholar 

  • Pratt J (1964) Risk aversion in the small and in the large. Econometrica 32:122–130

    Article  MATH  Google Scholar 

  • Rabin M (2000) Risk aversion and expected utility theory. Econometrica 68:1281–1292

    Article  Google Scholar 

  • Ross S (1981) Some stronger measures of risk aversion in the small and in the large with applications. Econometrica 40:621–638

    Article  MathSciNet  MATH  Google Scholar 

  • Ross S (2004) Compensation, incentives, and the duality of risk aversion and riskiness. J Financ 59:207–225

    Article  Google Scholar 

  • Safra Z, Segal U (1998) Constant risk aversion. J Econ Theory 83:19–42

    Article  MathSciNet  MATH  Google Scholar 

  • Shapiro AF (2004) Fuzzy logic in insurance. Insur Math Econ 35:399–424

    Article  MathSciNet  MATH  Google Scholar 

  • Shapiro AF (2013) Modeling future lifetime as a fuzzy random variable. Insur Math Econ 53:864–870

    Article  MathSciNet  MATH  Google Scholar 

  • Verbeeten F (2001) The impact of uncertainty on capital budgeting practices. Willem-Jan van der Wolf, Nijmegen

    Google Scholar 

  • von Neumann J, Morgenstern O (1944) Theory of games and economic behavior. Princeton University Press, Princeton

    MATH  Google Scholar 

  • Wachter JA (2003) Risk aversion and allocation to long-term bonds. J Econ Theory 112:325–333

    Article  MathSciNet  MATH  Google Scholar 

  • You CL, Lee CKM, Chen SL, Jiao RS (2012) A real option theoretic fuzzy evaluation model for enterprise resource planning investment. J Eng Technol Manag 29:47–61

    Article  Google Scholar 

  • Zadeh LA (1978) Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets Syst 1:3–28

    Article  MathSciNet  MATH  Google Scholar 

  • Zeng W, Li H (2007) Weighted triangular approximations of fuzzy numbers. Int J Approx Reason 46:137–150

    Article  MathSciNet  MATH  Google Scholar 

  • Zhang WG, Wang YL (2007) A comparative study of possibilistic variances and covariances of fuzzy numbers. Fundam Inf 79:257–263

    MATH  Google Scholar 

  • Zhou L (1997) Harsanyi’s utilitarianism theorems: General societies. J Econ Theory 72:198–207

    Article  MathSciNet  MATH  Google Scholar 

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Collan, M., Fedrizzi, M. & Luukka, P. Possibilistic risk aversion in group decisions: theory with application in the insurance of giga-investments valued through the fuzzy pay-off method. Soft Comput 21, 4375–4386 (2017). https://doi.org/10.1007/s00500-016-2069-2

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