A fuzzy multi-objective approach for sustainable investments

This paper develops models for selecting portfolios for conventional and socially responsible investment (SRI) mutual funds according to the preferences of the SRI investor. This involves constructing an investment portfolio that takes into account both financial and social, environmental and ethical (SEE) criteria. The optimal portfolio selection problem is solved when the expected returns of the assets as well as the periodic returns are not precisely known. Instead, incomplete information on the parameters of the model is modeled by fuzzy numbers, which include the 'true' values and are consistent with the Decision Maker's beliefs on assets' performance. In this paper, the financial criteria taken into account are the expected return and the difference between the returns of the portfolio and a pre-specified benchmark index i.e. a strategy of tracking error (TE) is followed. Moreover, we assume that the investor's preferences about SEE features of the portfolio are imprecisely known. In order to model these flexible preferences we propose to use fuzzy decision making. The multidimensional nature of the problem leads us to work with techniques of multiple criteria decision making (MCDM), namely goal programming (GP), and the incomplete information is handled by a fuzzy robust approach. The proposed fuzzy goal programming (FGP) model is applied to a database of UK mutual funds.

[1]  Chendi Zhang,et al.  Is Ethical Money Financially Smart? , 2006 .

[2]  J. ter Horst,et al.  Socially Responsible Investments: Methodology, Risk Exposure and Performance , 2007 .

[3]  Jose M. Arau Value Maximization, Stakeholder Theory, and the Corporate Objective Function , 2002 .

[4]  Bert Scholtens,et al.  The stocks at stake: Return and risk in socially responsible investment. , 2008 .

[5]  L. Zadeh Fuzzy sets as a basis for a theory of possibility , 1999 .

[6]  A. Charnes,et al.  Management Models and Industrial Applications of Linear Programming , 1961 .

[7]  Amelia Bilbao-Terol,et al.  On constructing expert Betas for single-index model , 2007, Eur. J. Oper. Res..

[8]  Antonella Basso,et al.  Performance evaluation of ethical mutual funds in slump periods , 2005 .

[9]  Nicolas P. B. Bollen,et al.  Mutual Fund Attributes and Investor Behavior , 2007, Journal of Financial and Quantitative Analysis.

[10]  J. C. Matallín‐Sáez,et al.  Performance of Ethical Mutual Funds in Spain: Sacrifice or Premium? , 2008 .

[11]  R. Sparkes Socially Responsible Investment: A Global Revolution , 2002 .

[12]  Jacquelyn E. Humphrey,et al.  Socially Responsible Investment Funds: Investor Reaction to Current and Past Returns , 2008 .

[13]  O. Costa,et al.  Robust portfolio selection using linear-matrix inequalities , 2002 .

[14]  Amelia Bilbao-Terol,et al.  Selecting the optimum portfolio using fuzzy compromise programming and Sharpe's single-index model , 2006, Appl. Math. Comput..

[15]  Chih-Hung Tsai,et al.  A fuzzy goal programming approach with priority for channel allocation problem in steel industry , 2008, Expert Syst. Appl..

[16]  B. Drut,et al.  Social responsibility and mean-variance portfolio selection , 2010 .

[17]  Aurélie Thiele,et al.  A log-robust optimization approach to portfolio management , 2011, OR Spectr..

[18]  A. M. Jinturkar,et al.  A fuzzy mixed integer goal programming approach for cooking and heating energy planning in rural India , 2011, Expert Syst. Appl..

[19]  Sang M. Lee,et al.  Optimizing the Portfolio Selection for Mutual Funds , 1973 .

[20]  Xiaoxia Huang,et al.  A new perspective for optimal portfolio selection with random fuzzy returns , 2007, Inf. Sci..

[21]  M. Arenas,et al.  A fuzzy goal programming approach to portfolio selection , 2001 .

[22]  H. Simon,et al.  Rational choice and the structure of the environment. , 1956, Psychological review.

[23]  H. Zimmermann Fuzzy programming and linear programming with several objective functions , 1978 .

[24]  Lammertjan Dam,et al.  The Environmental and Macroeconomic Effects of Socially Responsible Investment , 2008, SSRN Electronic Journal.

[25]  Amelia Bilbao-Terol,et al.  A fuzzy goal programming approach to portfolio selection , 2001, Eur. J. Oper. Res..

[26]  Tien-Fu Liang,et al.  Applying fuzzy goal programming to project management decisions with multiple goals in uncertain environments , 2010, Expert Syst. Appl..

[27]  Gülçin Büyüközkan,et al.  Designing a sustainable supply chain using an integrated analytic network process and goal programming approach in quality function deployment , 2011, Expert Syst. Appl..

[28]  Peijun Guo,et al.  Portfolio selection based on upper and lower exponential possibility distributions , 1999, Eur. J. Oper. Res..

[29]  L. Renneboog,et al.  Socially responsible investments: Institutional aspects, performance, and investor behavior , 2008 .

[30]  Marcin T. Kacperczyk,et al.  The Price of Sin: The Effects of Social Norms on Markets , 2006 .

[31]  Donald Goldfarb,et al.  Robust Portfolio Selection Problems , 2003, Math. Oper. Res..

[32]  Amelia Bilbao-Terol,et al.  Solving the multiobjective possibilistic linear programming problem , 1999, Eur. J. Oper. Res..

[33]  Steve Schueth Socially Responsible Investing in the United States , 2003 .

[34]  Michael L. Barnett,et al.  Beyond Dichotomy: The Curvilinear Relationship between Social Responsibility and Financial Performance , 2006 .

[35]  Jaap Spronk,et al.  Erim Report Series Research in Management a Framework for Managing a Portfolio of Socially Responsible Investments Bibliographic Data and Classifications , 2002 .

[36]  Zhaosong Lu,et al.  A computational study on robust portfolio selection based on a joint ellipsoidal uncertainty set , 2011, Optim. Methods Softw..

[37]  Tomasz Szapiro,et al.  On Conditional Value-at-Risk Based Goal Programming Portfolio Selection Procedure , 2009 .

[38]  Amelia Bilbao-Terol,et al.  Selection of Socially Responsible Portfolios using Goal Programming and fuzzy technology , 2012, Inf. Sci..

[39]  M. Statman,et al.  Socially Responsible Mutual Funds (corrected) , 2000 .

[40]  Lorenzo Garlappi,et al.  Portfolio Selection with Parameter and Model Uncertainty ∗ , 2003 .

[41]  Robert Heinkel,et al.  Green Investors and Corporate Investment , 2004 .

[42]  Sang M. Lee,et al.  Goal programming for portfolio selection , 1980 .

[43]  Antonella Basso,et al.  DEA models for ethical and non ethical mutual funds with negative data , 2007 .

[44]  Reha H. Tütüncü,et al.  Robust Asset Allocation , 2004, Ann. Oper. Res..

[45]  He-Yau Kang,et al.  Fuzzy multiple goal programming applied to TFT-LCD supplier selection by downstream manufacturers , 2009, Expert Syst. Appl..

[46]  Zhaosong Lu A computational study on robust portfolio selection based on a joint ellipsoidal uncertainty set , 2011, Math. Program..

[47]  M. Statman,et al.  Socially Responsible Indexes , 2006 .

[48]  Wei-Guo Zhang,et al.  On admissible efficient portfolio selection policy , 2005, Appl. Math. Comput..

[49]  Rima Tamosiuniene,et al.  Socially Responsible Mutual Funds – A Profitable Way of Investing , 2013 .

[50]  Hsin-Hung Chen,et al.  Value-at-Risk Efficient Portfolio Selection Using Goal Programming , 2008 .

[51]  M. Statman,et al.  Socially Responsible Indexes Composition, performance, and tracking error. , 2006 .

[52]  H. Zimmermann,et al.  A linear model for tracking error minimization , 1999 .

[53]  Rob Bauer,et al.  International Evidence on Ethical Mutual Fund Performance and Investment Style , 2002 .

[54]  Madan M. Gupta,et al.  Fuzzy mathematical models in engineering and management science , 1988 .

[55]  Fouad Ben Abdelaziz,et al.  Multi-objective stochastic programming for portfolio selection , 2007, Eur. J. Oper. Res..

[56]  M. C. Jensen Value Maximisation, Stakeholder Theory, and the Corporate Objective Function , 2001 .

[57]  Alexander Kempf,et al.  The Effect of Socially Responsible Investing on Portfolio Performance , 2007 .

[58]  Xiangdong Xu,et al.  Goal programming approach to solving network design problem with multiple objectives and demand uncertainty , 2012, Expert Syst. Appl..

[59]  H. Pastijn Handbook of critical issues in goal programming: Carlos Romero Pergamon Press, Oxford, 1990, xi + 124 pages, £25.00, ISBN 008 0406610 , 1992 .

[60]  Leo Mccann,et al.  Explaining the Growth in UK Socially Responsible Investment , 2003 .

[61]  Jean Tirole,et al.  Individual and Corporate Social Responsibility , 2010, SSRN Electronic Journal.

[62]  Wei-Guo Zhang,et al.  On admissible efficient portfolio selection problem , 2004, Appl. Math. Comput..

[63]  M. C. Jensen STAKEHOLDER THEORY, AND THE CORPORATE OBJECTIVE FUNCTION , 2002 .

[64]  Pankaj Gupta,et al.  Asset portfolio optimization using fuzzy mathematical programming , 2008, Inf. Sci..

[65]  A. Kraus,et al.  The Effect of Green Investment on Corporate Behavior , 2001, Journal of Financial and Quantitative Analysis.

[66]  Amelia Bilbao-Terol,et al.  An extension of Sharpe's single-index model: portfolio selection with expert betas , 2006, J. Oper. Res. Soc..

[67]  Alexander Schrijver,et al.  Handbook of Critical Issues in Goal Programming , 1992 .

[68]  Jean Tirole,et al.  Corporate governance , 2006 .

[69]  Madan M. Gupta,et al.  Introduction to Fuzzy Arithmetic , 1991 .