Socially Responsible Investment Funds—An Analysis Applied to Funds Domiciled in the Portuguese and Spanish Markets
Abstract
:1. Introduction
2. Literature Review
2.1. Studies on the Performance of Socially Responsible Investment Funds
2.2. Hypotheses to Be Investigated
3. Research Methodology and Data
3.1. Non-Conditional Models
3.1.1. Fama and French (1993) 3-Factor Model
- Market Factor: This mirrors the excess return of the market, calculated as the stock return minus the risk-free rate, akin to the CAPM model.
- Small Minus Big (SMB): This factor captures the distinction in returns between stock portfolios of small companies and large companies, reflecting the size factor.
- High Minus Low (HML): This factor delineates the difference in returns between stock portfolios of high capitalization and low capitalization companies. HML posits that high capitalization companies outperform their low capitalization counterparts (Gonçalves 2016).
- represents the return on fund p in period t;
- represents the return on the risk-free portfolio in period t;
- represents the systematic risk of fund p;
- and represent the coefficients associated with each risk factor;
- represents the portfolio’s market risk premium in period t;
- refers to the difference between the returns of a portfolio with small capitalisation stocks and a portfolio with large capitalisation stocks, in period t;
- refers to the difference between the return on high book-to-market shares and the return on low book-to-market shares, in period t;
- represents the residual return of fund p in period t.
3.1.2. Carhart’s (1997) 4-Factor Model
- represents the coefficient associated with the momentum risk factor;
- represents the difference between the returns of the assets with the best and worst past returns in period t.
3.1.3. Fama and French’s (2015) 5-Factor Model
- and represent the coefficients associated with each risk factor;
- represents the difference between the returns of a portfolio of shares of companies with robust results and a portfolio of shares of companies with weak results, in period t;
- represents the difference between the returns on a portfolio of shares in low-investment companies and a portfolio of shares in high-investment companies, in period t.
3.2. Conditional Models
3.2.1. Fama and French (1993) 3-Factor Conditional Model
- represents the dummy variable which for periods of recession takes the value 1 and in periods of expansion takes the value 0, in period t.
3.2.2. Carhart’s (1997) 4-Factor Conditional Model
- represents the dummy variable which for periods of recession takes the value 1 and in periods of expansion takes the value 0, in period t.
3.2.3. Fama and French (2015) 5-Factor Conditional Model
- represents the dummy variable which for periods of recession takes the value 1 and in periods of expansion takes the value 0, in period t.
3.3. Data
- is the return on fund p in period t;
- is the price of fund p in period t;
- is the price of fund p in period t − 1.
3.3.1. Socially Responsible Investment Funds Distinction
3.3.2. Groups of Funds
3.3.3. Recession Periods
4. Empirical Results
4.1. Performance of Groups of Funds
4.1.1. Non-Conditional Models
Fama and French (1993) 3-Factor Model
Carhart’s (1997) 4-Factor Model
Fama and French’s (2015) 5-Factor Model
4.1.2. Conditional Models
Fama and French (1993) 3-Factor Conditional Model
Carhart’s (1997) 4-Factor Conditional Model
Fama and French (2015) 5-Factor Conditional Model
4.1.3. Comparison of the Adjusted Coefficients of Determination
4.2. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Arefeen, Saiful, and Koji Shimada. 2020. Performance and Resilience of Socially Responsible Investing (SRI) and Conventional Funds during Different Shocks in 2016: Evidence from Japan. Sustainability 12: 540. [Google Scholar] [CrossRef]
- Bauer, Rob, Kees Koedijk, and Roger Otten. 2005. International evidence on ethical mutual fund performance and investment style. Journal of Banking & Finance 29: 1751–67. [Google Scholar] [CrossRef]
- Broadstock, David C., Kalok Chan, Louis T. W. Cheng, and Xiaowei Wang. 2021. The role of ESG performance during times of financial crisis: Evidence from COVID-19 in China. Finance Research Letters 38: 101716. [Google Scholar] [CrossRef] [PubMed]
- Brzeszczyński, Janusz, Jerzy Gajdka, and Tomasz Schabek. 2021. How risky are the socially responsible investment (SRI) stocks? Evidence from the Central and Eastern European (CEE) companies. Finance Research Letters 42: 101939. [Google Scholar] [CrossRef]
- Carhart, Mark M. 1997. On persistence in mutual fund performance. The Journal of Finance 52: 57–82. [Google Scholar] [CrossRef]
- Chan, Louis K., Narasimhan Jegadeesh, and Josef Lakonishok. 1996. Momentum strategies. The Journal of Finance 51: 1681–713. [Google Scholar] [CrossRef]
- Crifo, Patricia, Rodolphe Durand, and Jean-Pascal Gond. 2019. Encouraging Investors to Enable Corporate Sustainability Transitions: The Case of Responsible Investment in France. Organization & Environment 32: 125–44. [Google Scholar] [CrossRef]
- Cummings, Lorne S. 2000. The financial performance of ethical investment trusts: An Australian perspective. Journal of Business Ethics 25: 79–92. [Google Scholar] [CrossRef]
- Deng, Xiang, and Xiang Cheng. 2019. Can ESG Indices Improve the Enterprises’ Stock Market Performance?—An Empirical Study from China. Sustainability 11: 4765. [Google Scholar] [CrossRef]
- Durán-Santomil, Pablo, Luis Otero-González, Renato Heitor Correia-Domingues, and Juan Carlos Reboredo. 2019. Does sustainability score impact mutual fund performance? Sustainability 11: 2972. [Google Scholar] [CrossRef]
- Fama, Eugene F., and Kenneth R. French. 1993. Common risk factors in the returns on stocks and bonds. Journal of Financial Economics 33: 3–56. [Google Scholar] [CrossRef]
- Fama, Eugene F., and Kenneth R. French. 2015. A five-factor asset pricing model. Journal of Financial Economics 116: 1–22. [Google Scholar] [CrossRef]
- Federal Reserve Bank of St. Louis (FRED). 2023. OECD-Based Recession Indicators for the Euro Area from Peak to Trough [EUROREC]. Available online: https://fred.stlouisfed.org/series/EUROREC (accessed on 4 October 2023).
- French, Kenneth R. 2023. Fama/French Factos and Market Returns. Available online: https://mba.tuck.dartmouth.edu/pages/faculty/ken.french/data_library.html (accessed on 12 July 2023).
- Goldreyer, Elizabeth F., Parvez Ahmed, and J. David Diltz. 1999. The performance of socially responsible mutual funds: Incorporating sociopolitical information in portfolio selection. Managerial Finance 25: 23–36. [Google Scholar] [CrossRef]
- Gonçalves, Sérgio Aníbal Costa. 2016. Performance Evaluation of Energy Investment Funds in the USA. Master’s thesis, Universidade do Minho, Braga, Portugal. (In Portuguese). [Google Scholar]
- Gregory, Alan, John Matatko, and Robert Luther. 1997. Ethical unit trust financial performance: Small company effects and fund size effects. Journal of Business Finance & Accounting 24: 705–25. [Google Scholar] [CrossRef]
- Hamilton, Sally, Hoje Jo, and Meir Statman. 1993. Doing well while doing good? The investment performance of socially responsible mutual funds. Financial Analysts Journal 49: 62–66. [Google Scholar] [CrossRef]
- Investing. 2023. Monthly Investment Fund Quotes. Obtained from Investing—World Funds. Available online: https://www.investing.com/funds/world-funds (accessed on 12 July 2023).
- Kiymaz, Halil. 2019. Factors influencing SRI fund performance. Journal of Capital Markets Studies 3: 68–81. [Google Scholar] [CrossRef]
- Leite, Carlos, Maria Ceu Cortez, Florinda Silva, and Christopher Adcock. 2018. The performance of socially responsible equity mutual funds: Evidence from Sweden. Business Ethics: A European Review 27: 108–26. [Google Scholar] [CrossRef]
- Leite, Paulo, and Maria Céu Cortez. 2014. Style and performance of international socially responsible funds in Europe. Research in International Business and Finance 30: 248–67. [Google Scholar] [CrossRef]
- Lo, Kar Yee, and Calvin Lee Kwan. 2017. The Effect of Environmental, Social, Governance and Sustainability Initiatives on Stock Value—Examining Market Response to Initiatives Undertaken by Listed Companies. Corporate Social Responsibility and Environmental Management 24: 606–19. [Google Scholar] [CrossRef]
- Luther, Robert G., and John Matatko. 1994. The performance of ethical unit trusts: Choosing an appropriate benchmark. The British Accounting Review 26: 77–89. [Google Scholar] [CrossRef]
- Luther, Robert G., John Matatko, and Desmond C. Corner. 1992. The Investment Performance of UK’’Ethical’’Unit Trusts. Accounting, Auditing & Accountability Journal 5: 57. [Google Scholar] [CrossRef]
- Mallin, Christine A., Brahim Saadouni, and Richard J. Briston. 1995. The financial performance of ethical investment funds. Journal of Business Finance and Accounting 22: 483–83. [Google Scholar] [CrossRef]
- Martins, Adriana Amaro. 2021. Efficiency of Green Investment Funds and Socially Responsible Investment Funds in the USA. Master’s thesis, Instituto Politécnico de Coimbra, Coimbra, Portugal. [Google Scholar]
- Matallín-Sáez, Juan Carlos, Amparo Soler-Domínguez, Diego Víctor de Mingo-López, and Emili Tortosa-Ausina. 2019. Does socially responsible mutual fund performance vary over the business cycle? New insights on the effect of idiosyncratic SR features. Business Ethics: A European Review 28: 71–98. [Google Scholar] [CrossRef]
- Morningstar Sustainability Rating. 2023. Available online: https://www.morningstar.pt/pt/ (accessed on 13 July 2023).
- Moskowitz, Milton. 1972. Choosing socially responsible stocks. Business and Society Review 1: 71–75. [Google Scholar]
- Nofsinger, John, and Abhishek Varma. 2014. Socially responsible funds and market crises. Journal of Banking & Finance 48: 180–93. [Google Scholar] [CrossRef]
- Okafor, Anthony, Bosede Ngozi Adeleye, and Michael Adusei. 2021. Corporate social responsibility and financial performance: Evidence from U.S tech firms. Journal of Cleaner Production 292: 126078. [Google Scholar] [CrossRef]
- Renneboog, Luc, Jenke Ter Horst, and Chendi Zhang. 2008. Socially responsible investments: Institutional aspects, performance, and investor behavior. Journal of Banking & Finance 32: 1723–42. [Google Scholar] [CrossRef]
- Revelli, Christophe, and Jean-Laurent Viviani. 2015. Financial performance of socially responsible investing (SRI): What have we learned? A meta-analysis. Business Ethics: A European Review 24: 158–85. [Google Scholar] [CrossRef]
- Saci, Fateh, Sajjad M. Jasimuddin, and Morshadul Hasan. 2022. Performance of socially responsible investment funds in China: A comparison with traditional funds. Sustainability 14: 1476. [Google Scholar] [CrossRef]
- Schröder, Michael. 2004. The performance of socially responsible investments: Investment funds and indices. Financial Markets and Portfolio Management 18: 122. [Google Scholar] [CrossRef]
- Sciarelli, Mauro, Silvia Cosimato, Giovanni Landi, and Francesca Iandolo. 2021. Socially responsible investment strategies for the transition towards sustainable development: The importance of integrating and communicating ESG. The TQM Journal 33: 39–56. [Google Scholar] [CrossRef]
- Statman, Meir. 2000. Socially responsible mutual funds (corrected). Financial Analysts Journal 56: 30–39. [Google Scholar] [CrossRef]
- Utz, Sabastian, and Maximillian Wimmer. 2014. Are they any good at all? A financial and ethical analysis of socially responsible mutual funds. Journal of Asset Management 15: 72–82. [Google Scholar] [CrossRef]
- Zhao, Changhong, Yu Guo, Jiahai Yuan, Mengya Wu, Daiyu Li, Yiou Zhou, and Jiangang Kang. 2018. ESG and Corporate Financial Performance: Empirical Evidence from China’s Listed Power Generation Companies. Sustainability 10: 2607. [Google Scholar] [CrossRef]
No. of Funds | No. of Observations | Mean (%) | Standard Deviation (%) | Min. (%) | Max. (%) | Jarque-Bera | p-Value | |
---|---|---|---|---|---|---|---|---|
Europe SR | 18 | 1926 | 0.3275 | 4.1794 | −33.7423 | 51.720 | 25,874.0 | 0.0000 |
Europe non-SR | 36 | 3789 | 0.3407 | 4.6186 | −32.5170 | 40.227 | 8694.1 | 0.0000 |
Global SR | 25 | 2624 | 0.2091 | 2.7459 | −15.4530 | 16.056 | 2812.1 | 0.0000 |
Global non-SR | 46 | 4758 | 0.36 | 3.6150 | −24.7170 | 27.165 | 5943.0 | 0.0000 |
Variable | Europe SR | Europe Non-SR | Global SR | Global Non-SR |
---|---|---|---|---|
α | 0.043 (0.070) | 0.019 (0.046) | −0.146 † (0.082) | −0.068 (0.048) |
β1 | 0.584 *** (0.015) | 0.695 *** (0.010) | 0.433 *** (0.009) | 0.608 *** (0.008) |
β2 | −0.039 (0.042) | −0.023 (0.028) | −0.047 † (0.025) | 0.073 ** (0.023) |
β3 | 0.085 *** (0.023) | 0.316 *** (0.015) | −0.038 ** (0.013) | 0.008 (0.012) |
R2 | 0.469 | 0.623 | 0.485 | 0.554 |
R2 adjusted | 0.468 | 0.622 | 0.485 | 0.553 |
F Statistic | 1697.348 *** | 6248.11 *** | 2470.331 *** | 5900.873 *** |
Hausman Test (p-value) | 0.9203 (0.8205) | 1.0755 (0.783) | 2.6285 (0.4525) | 4.9206 (0.1777) |
Variable | Europe SR | Europe Non-SR | Global SR | Global Non-SR |
---|---|---|---|---|
α | 0.095 (0.073) | 0.106 * (0.048) | −0.143 † (0.082) | −0.067 (0.048) |
β1 | 0.563 *** (0.017) | 0.659 *** (0.011) | 0.431 *** (0.010) | 0.607 *** (0.009) |
β2 | −0.023 (0.042) | 0.003 (0.028) | −0.047 † (0.025) | 0.073 ** (0.023) |
β3 | 0.054 * (0.026) | 0.264 *** (0.017) | −0.040 ** (0.014) | 0.007 (0.013) |
β4 | −0.07 * (0.029) | −0.118 *** (0.019) | −0.006 (0.016) | −0.002 (0.015) |
R2 | 0.471 | 0.627 | 0.485 | 0.554 |
R2 adjusted | 0.469 | 0.626 | 0.484 | 0.553 |
F Statistic | 1707.645 *** | 6347.89 *** | 2469.774 *** | 5899.664 *** |
Hausman Test (p-value) | 0.97127 (0.9141) | 1.1548 (0.8855) | 2.6238 (0.6226) | 4.9312 (0.2944) |
Variable | Europe SR | Europe Non-SR | Global SR | Global Non-SR |
---|---|---|---|---|
α | −0.002 (0.072) | −0.015 (0.048) | −0.124 (0.085) | −0.032 (0.048) |
β1 | 0.567 *** (0.017) | 0.680 *** (0.011) | 0.405 *** (0.010) | 0.579 *** (0.009) |
β2 | −0.049 (0.046) | −0.036 (0.031) | −0.068 * (0.027) | 0.035 (0.025) |
β3 | 0.204 *** (0.052) | 0.414 *** (0.035) | 0.109 *** (0.027) | 0.160 *** (0.025) |
β4 | 0.179 * (0.073) | 0.135 ** (0.049) | 0.067 † (0.037) | 0.024 (0.034) |
β5 | −0.097 (0.082) | −0.097 † (0.055) | −0.260 *** (0.040) | −0.287 *** (0.037) |
R2 | 0.471 | 0.624 | 0.494 | 0.560 |
R2 adjusted | 0.470 | 0.623 | 0.493 | 0.559 |
F Statistic | 1709.273 *** | 6273.117 *** | 2552.562 *** | 6046.224 *** |
Hausman Test (p-value) | 1.56 (0.906) | 2.0717 (0.8391) | 1.4747 (0.916) | 3.4894 (0.625) |
Variable | Europe SR | Europe Non-SR | Global SR | Global Non-SR |
---|---|---|---|---|
α | 0.149 † (0.083) | 0.098 † (0.053) | −0.059 (0.086) | 0.063 (0.054) |
αrec | −0.134 (0.167) | −0.097 (0.116) | −0.001 (0.099) | −0.016 (0.089) |
β1 | 0.540 *** (0.017) | 0.650 *** (0.011) | 0.376 *** (0.011) | 0.503 *** (0.010) |
β1rec | 0.116 ** (0.035) | 0.157 *** (0.025) | 0.118 *** (0.020) | 0.236 *** (0.018) |
β2 | −0.178 *** (0.049) | −0.138 *** (0.032) | −0.127 *** (0.029) | −0.055 * (0.026) |
β2rec | 0.367 *** (0.096) | 0.329 *** (0.067) | 0.169 ** (0.062) | 0.214 *** (0.056) |
β3 | 0.055 * (0.026) | 0.293 *** (0.017) | −0.078 *** (0.015) | −0.052 *** (0.013) |
β3rec | 0.046 (0.060) | 0.029 (0.042) | 0.123 *** (0.031) | 0.169 *** (0.028) |
R2 | 0.481 | 0.633 | 0.501 | 0.582 |
R2 adjusted | 0.479 | 0.633 | 0.500 | 0.581 |
F Statistic | 1774.59 *** | 6534.367 *** | 2630.342 *** | 6604.344 *** |
Hausman Test (p-value) | 1.1109 (0.9928) | 3.1275 (0.873) | 2.7333 (0.9085) | 2.7197 (0.9097) |
Variable | Europe SR | Europe Non-SR | Global SR | Global Non-SR |
---|---|---|---|---|
α | 0.227 ** (0.088) | 0.206 *** (0.056) | −0.034 (0.086) | 0.088 (0.055) |
αrec | −0.143 (0.172) | −0.090 (0.118) | 0.002 (0.101) | −0.023 (0.090) |
β1 | 0.510 *** (0.021) | 0.606 *** (0.013) | 0.363 *** (0.013) | 0.489 *** (0.011) |
β1rec | 0.116 ** (0.039) | 0.154 *** (0.027) | 0.150 *** (0.022) | 0.262 *** (0.020) |
β2 | −0.164 *** (0.050) | −0.115 *** (0.032) | −0.130 *** (0.029) | −0.059 * (0.026) |
β2rec | 0.381 *** (0.097) | 0.349 *** (0.067) | 0.160 * (0.063) | 0.210 *** (0.056) |
β3 | 0.013 (0.031) | 0.234 *** (0.019) | 0.092 *** (0.016) | −0.067 *** (0.015) |
β3rec | 0.031 (0.066) | −0.005 (0.046) | 0.204 *** (0.043) | 0.227 *** (0.038) |
β4 | −0.085 * (0.033) | −0.124 *** (0.021) | −0.038 * (0.018) | −0.039 * (0.016) |
β4rec | −0.051 (0.067) | −0.103 * (0.047) | 0.135 ** (0.045) | 0.102 * (0.040) |
R2 | 0.484 | 0.640 | 0.503 | 0.582 |
R2 adjusted | 0.481 | 0.639 | 0.501 | 0.582 |
F Statistic | 1795.748 *** | 6706.452 *** | 2648.27 *** | 6622.81 *** |
Hausman Test (p-value) | 1.1031 (0.9992) | 3.7359 (0.9279) | 2.7015 (0.975) | 3.0572 (0.962) |
Variable | Europe SR | Europe Non-SR | Global SR | Global Non-SR |
---|---|---|---|---|
α | 0.181 * (0.091) | 0.132 * (0.057) | 0.002 (0.086) | 0.173 ** (0.056) |
αrec | −0.193 (0.178) | −0.132 (0.122) | −0.082 (0.104) | −0.149 (0.093) |
β1 | 0.515 *** (0.020) | 0.626 *** (0.013) | 0.352 *** (0.012) | 0.480 *** (0.011) |
β1rec | 0.129 ** (0.039) | 0.165 *** (0.027) | 0.118 *** (0.022) | 0.226 *** (0.020) |
β2 | −0.241 *** (0.057) | −0.204 *** (0.036) | −0.193 *** (0.034) | −0.186 *** (0.031) |
β2rec | 0.410 *** (0.111) | 0.403 *** (0.076) | 0.187 ** (0.068) | 0.276 *** (0.060) |
β3 | 0.142 * (0.061) | 0.365 *** (0.039) | 0.015 (0.032) | −0.006 (0.029) |
β3rec | 0.029 (0.122) | 0.011 (0.084) | 0.160 * (0.067) | 0.305 *** (0.060) |
β4 | −0.012 (0.089) | −0.045 (0.056) | −0.067 (0.043) | −0.216 *** (0.039) |
β4rec | 0.139 (0.209) | 0.314 * (0.143) | 0.077 (0.125) | 0.207 † (0.112) |
β5 | −0.242 * (0.096) | −0.240 *** (0.062) | −0.209 *** (0.044) | −0.190 *** (0.039) |
β5rec | 0.180 (0.220) | 0.314 * (0.154) | −0.094 (0.109) | −0.245 * (0.097) |
R2 | 0.483 | 0.635 | 0.510 | 0.591 |
R2 adjusted | 0.480 | 0.634 | 0.508 | 0.590 |
F Statistic | 1784.718 *** | 6581.997 *** | 2716.157 *** | 6864.103 *** |
Hausman Test (p-value) | 1.6911 (0.9993) | 6.7098 (0.8221) | 2.4589 (0.9961) | 2.39 (0.9966) |
Models | Europe SR | Europe Non-SR | Global SR | Global Non-SR |
---|---|---|---|---|
Fama and French (1993) 3-factor model | 0.468 | 0.622 | 0.485 | 0.553 |
Carhart’s (1997) 4-factor model | 0.469 | 0.626 | 0.484 | 0.553 |
Fama and French’s (2015) 5-factor model | 0.470 | 0.623 | 0.493 | 0.559 |
Fama and French (1993) 3-factor conditional model | 0.479 | 0.633 | 0.500 | 0.581 |
Carhart’s (1997) 4-factor conditional model | 0.481 | 0.639 | 0.501 | 0.582 |
Fama and French (2015) conditional 5-factor model | 0.480 | 0.634 | 0.508 | 0.590 |
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Carvalho, L.; Mota, C.; Ramos, P. Socially Responsible Investment Funds—An Analysis Applied to Funds Domiciled in the Portuguese and Spanish Markets. Risks 2024, 12, 9. https://doi.org/10.3390/risks12010009
Carvalho L, Mota C, Ramos P. Socially Responsible Investment Funds—An Analysis Applied to Funds Domiciled in the Portuguese and Spanish Markets. Risks. 2024; 12(1):9. https://doi.org/10.3390/risks12010009
Chicago/Turabian StyleCarvalho, Luísa, Carlos Mota, and Patrícia Ramos. 2024. "Socially Responsible Investment Funds—An Analysis Applied to Funds Domiciled in the Portuguese and Spanish Markets" Risks 12, no. 1: 9. https://doi.org/10.3390/risks12010009
APA StyleCarvalho, L., Mota, C., & Ramos, P. (2024). Socially Responsible Investment Funds—An Analysis Applied to Funds Domiciled in the Portuguese and Spanish Markets. Risks, 12(1), 9. https://doi.org/10.3390/risks12010009