Responsible or Thematic? The True Nature of Sustainability-Themed Mutual Funds
Abstract
:1. Introduction
- Does the risk-adjusted performance of ST funds statistically differ from SR funds?
- Does the risk-adjusted performance of ST funds statistically differ from TH funds?
2. Literature Review and Testable Hypothesis
3. Data, Method and Variables
3.1. Data
3.2. Method and Variables
- rpt represents the return on fund p considering month t,
- rft represents the return on Euribor (one-month), considering month t,
- rmt represents the benchmark portfolio’s considering month t,
- βp represents the beta of the portfolio p. It, measures the portfolio’s risk in comparison to the market risk,
- ɛpt represents the residual term considering period t.
- SMBt represents the difference in return between a small cap portfolio and a large cap portfolio at time t,
- HMLt represents the difference in return at time t between a portfolio containing value stocks (with a high book-to-market ratio) and one consisting of growth stocks (with a low book-to-market ratio).
- RMWt represents the difference between the returns of robust and weak profitability stock portfolios;
- CMAt represents the difference between the returns of low (conservative) and high (aggressive) investment stocks portolios.
- SMB, HML, RMV and CMA factors relating to European markets were downloaded from Kenneth R. French’s website (http://mba.tuck.dartmouth.edu/pages/faculty/ken.french/data_library.html#Developed).
4. Results
Robustness Tests
5. Discussion and Conclusions
Author Contributions
Funding
Conflicts of Interest
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ST Funds | SR Funds | TH Funds | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
Obs. | Mean | Obs. | Mean | Obs. | Mean | T Test (ST-SR) | T Test (ST-TH) | |||
Return% | 29,739 | −0.03 | 33,903 | −0.01 | 31,900 | 0.5 | −0.02 | −0.06 | * | |
NAV(log) | 28,568 | 10.12 | 33,440 | 10.01 | 30,997 | 10.02 | 0.11 | *** | 0.1 | *** |
Age | 29,940 | 7.81 | 34,186 | 7.54 | 32,093 | 7.1 | 0.27 | *** | 0.8 | *** |
Investment strategies | ||||||||||
Global | 36,240 | 0.73 | 42,960 | 0.53 | 40,920 | 0.79 | 0.2 | *** | −0.06 | *** |
European | 36,240 | 0.24 | 42,960 | 0.42 | 40,920 | 0.12 | −0.18 | *** | 0.12 | *** |
Other | 36,240 | 0.03 | 42,960 | 0.05 | 40,920 | 0.09 | −0.02 | *** | −0.06 | *** |
ST Funds | SR Funds | Difference | ||||
---|---|---|---|---|---|---|
Single Model | ||||||
Alpha | −0.175 | *** | −0.173 | *** | −0.002 | |
(0.027) | (0.025) | |||||
Rm-Rf | 0.321 | *** | 0.303 | *** | 0.018 | *** |
(0.005) | (0.005) | |||||
R2 | 0.89 | 0.80 | ||||
3-Factor Model | ||||||
3-Factor Alpha | −0.188 | *** | −0.188 | *** | 0.000 | |
(0.027) | (0.026) | |||||
Rm-Rf | 0.330 | *** | 0.312 | *** | 0.018 | *** |
(0.006) | (0.005) | |||||
SMB | 0.025 | *** | 0.066 | *** | −0.041 | *** |
(0.014) | (0.014) | |||||
HML | −0.036 | *** | −0.035 | *** | −0.001 | |
(−0.188) | (0.012) | |||||
R squared | 0.89 | 0.80 | ||||
5-Factor Model | ||||||
5-Factor alpha | −0.382 | *** | −0.379 | *** | 0.003 | |
(0.021) | (0.043) | |||||
Rm-Rf | 0.298 | *** | 0.266 | *** | 0.032 | *** |
(0.005) | (0.004) | |||||
SMB | 0.134 | *** | 0.157 | *** | −0.023 | *** |
(0.011) | (0.009) | |||||
HML | 0.084 | *** | 0.033 | ** | 0.051 | *** |
(0.016) | (0.013) | |||||
CMA | 0.151 | *** | 0.162 | *** | −0.011 | *** |
(0.018) | (0.014) | |||||
RMW | 0.337 | *** | 0.264 | *** | 0.073 | *** |
(0.021) | (0.0172) | |||||
R2 | 0.89 | 0.75 | ||||
Crisis and SRI regulation | ||||||
Alpha | −0.042 | −0.021 | −0.021 | |||
(0.039) | (0.032) | |||||
Rm-Rf | 0.242 | *** | 0.215 | *** | 0.027 | *** |
(0.005) | (0.004) | |||||
SMB | 0.108 | *** | 0.130 | *** | −0.022 | *** |
(0.011) | (0.009) | |||||
HML | 0.232 | *** | 0.169 | *** | 0.063 | *** |
(0.016) | (0.013) | |||||
CMA | 0.120 | *** | 0.133 | *** | −0.013 | *** |
(0.018) | (0.0146) | |||||
RMW | 0.473 | *** | 0.389 | *** | 0.084 | *** |
(0.021) | (0.017) | |||||
FIN_CRISIS | −2.450 | *** | −2.320 | *** | −0.130 | |
(0.06) | (0.0548) | |||||
SOV_CRISIS | −0.431 | *** | −0.401 | *** | −0.030 | |
(0.0526) | (0.0569) | |||||
SRI_REG | 0.091 | * | 0.1234 | *** | −0.032 | |
(0.053) | (0.0428) | |||||
R2 | 0.80 | 0.76 | ||||
Number of funds | 302 | 358 |
ST Funds | TH Funds | Difference | ||||
---|---|---|---|---|---|---|
Single Model | ||||||
Alpha | −0.175 | *** | −0.072 | *** | −0.103 | *** |
(0.027) | (0.027) | |||||
Rm-Rf | 0.321 | *** | 0.282 | *** | 0.039 | *** |
(0.005) | (0.005) | |||||
R squared | 0.89 | 0.62 | ||||
3-Factor Model | ||||||
3-Factor Alpha | −0.188 | *** | −0.075 | *** | −0.113 | *** |
(0.027) | (0.073) | |||||
Rm-Rf | 0.330 | *** | 0.279 | *** | 0.051 | *** |
(0.006) | (0.006) | |||||
SMB | 0.025 | *** | 0.025 | * | 0.000 | |
(0.014) | (0.0149) | |||||
HML | −0.036 | *** | 0.013 | −0.049 | *** | |
(−0.188) | (0.012) | |||||
R2 | 0.89 | 0.62 | ||||
5-Factor Model | ||||||
5-Factor alpha | −0.382 | *** | −0.370 | *** | −0.012 | *** |
(0.021) | (0.026) | |||||
Rm-Rf | 0.298 | *** | 0.287 | *** | 0.011 | *** |
(0.005) | (0.006) | |||||
SMB | 0.134 | *** | 0.159 | *** | −0.025 | *** |
(0.011) | (0.014) | |||||
HML | 0.084 | *** | 0.220 | ** | −0.136 | *** |
(0.016) | (0.02) | |||||
CMA | 0.151 | *** | 0.292 | *** | −0.141 | *** |
(0.018) | (0.022) | |||||
RMW | 0.337 | *** | 0.569 | *** | −0.232 | *** |
(0.021) | (0.027) | |||||
R2 | 0.89 | 0.79 | ||||
Crisis and SRI regulation | ||||||
Alpha | −0.042 | −0.044 | 0.039 | |||
(0.039) | (0.05) | |||||
Rm-Rf | 0.242 | *** | 0.231 | *** | 0.011 | *** |
(0.005) | (0.006) | |||||
SMB | 0.108 | *** | 0.144 | *** | −0.036 | *** |
(0.011) | (0.014) | |||||
HML | 0.232 | *** | 0.369 | *** | −0.137 | *** |
(0.016) | (0.020) | |||||
CMA | 0.120 | *** | 0.288 | *** | −0.168 | *** |
(0.018) | (0.022) | |||||
RMW | 0.473 | *** | 0.710 | *** | −0.247 | *** |
(0.021) | (0.026) | |||||
FIN_CRISIS | −2.450 | *** | −2.940 | *** | 0.490 | *** |
(0.06) | (0.086) | |||||
SOV_CRISIS | −0.431 | *** | −1.07 | *** | 0.639 | *** |
(0.0526) | (0.059) | |||||
SRI_REG | 0.091 | * | −0.389 | *** | 0.480 | *** |
(0.053) | (0.067) | |||||
R2 | 0.80 | 0.59 | ||||
302 | 341 |
ST Funds | SR Funds | Difference | ||||
---|---|---|---|---|---|---|
Single Model | ||||||
Alpha | −0.204 | *** | −0.201 | −0.003 | ||
(0.027) | (0.025) | |||||
Rm-Rf | 0.359 | *** | 0.340 | 0.019 | *** | |
(0.005) | (0.005) | |||||
R2 | 0.79 | 0.75 | ||||
3-factor Model | ||||||
3-factor Alpha | −0.210 | *** | −0.212 | *** | 0.002 | |
Rm-Rf | (0.027) | (0.026) | ||||
0.360 | *** | 0.341 | *** | 0.019 | *** | |
SMB | (0.006) | (0.006) | ||||
0.030 | ** | 0.055 | *** | −0.025 | *** | |
HML | (0.014) | (0.017) | ||||
−0.003 | −0.004 | 0.001 | ||||
R2 | (0.012) | (0.011) | ||||
0.90 | 0.81 | |||||
5-factor Model | ||||||
5-factor alpha | −0.385 | *** | −0.382 | *** | −0.003 | |
(0.029) | (0.028) | |||||
Rm-Rf | 0.375 | *** | 0.355 | *** | 0.020 | *** |
SMB | (0.007) | (0.007) | ||||
0.104 | *** | 0.121 | *** | −0.017 | *** | |
HML | (0.015) | (0.014) | ||||
0.186 | *** | 0.172 | *** | 0.014 | *** | |
CMA | (0.021) | (0.020) | ||||
0.141 | *** | 0.148 | *** | −0.007 | *** | |
RMW | (0.024) | (0.023) | ||||
0.430 | *** | 0.393 | *** | 0.037 | *** | |
R2 | (0.029) | (0.027) | ||||
0.89 | 0.80 | |||||
Crisis and SRI regulation | ||||||
Alpha | −0.016 | −0.034 | ** | 0.018 | ||
(0.039) | (0.058) | |||||
Rm-Rf | 0.263 | *** | 0.232 | *** | 0.0301 | *** |
(0.0052) | (0.0043) | |||||
SMB | 0.097 | *** | 0.120 | *** | −0.023 | *** |
(0.0111) | (0.0092) | |||||
HML | 0.263 | *** | 0.198 | *** | 0.065 | *** |
(0.015) | (0.013) | |||||
CMA | 0.107 | *** | 0.1195 | *** | −0.0125 | *** |
RMW | (0.017) | (0.014) | ||||
0.478 | *** | 0.395 | *** | 0.083 | *** | |
FIN_CRISIS | (0.021) | (0.017) | ||||
−2.310 | *** | −2.320 | *** | 0.01 | ||
SOV_CRISIS | (0.066) | (0.066) | ||||
−0.417 | *** | −0.412 | *** | −0.005 | ||
SRI_REG | (0.0523) | (0.0588) | ||||
0.144 | *** | 0.148 | *** | −0.004 | ||
R2 | (0.052) | (0.043) | ||||
0.80 | 0.76 | |||||
Number of funds | 302 | 358 |
ST Funds | TH Funds | Difference | ||||
---|---|---|---|---|---|---|
Single Model | ||||||
Alpha | −0.204 | * | −0.103 | *** | −0.101 | *** |
(0.027) | (0.027) | |||||
Rm-Rf | 0.359 | * | 0.317 | *** | 0.042 | *** |
(0.005) | (0.005) | |||||
R squared | 0.79 | 0.62 | ||||
3-Factor Model | ||||||
3-Factor Alpha | −0.210 | * | −0.100 | *** | −0.11 | *** |
(0.027) | (0.027) | |||||
Rm-Rf | 0.360 | * | 0.309 | *** | 0.051 | *** |
(0.006) | (0.006) | |||||
SMB | 0.030 | * | 0.016 | 0.014 | *** | |
(0.014) | (0.015) | |||||
HML | −0.003 | 0.040 | *** | −0.043 | *** | |
(0.012) | (0.012) | |||||
R squared | 0.90 | 0.62 | 0.28 | |||
5-Factor Model | ||||||
5-Factor alpha | −0.385 | * | −0.373 | *** | −0.012 | *** |
(0.029) | (0.029) | |||||
Rm-Rf | 0.375 | * | 0.348 | *** | 0.027 | *** |
(0.007) | (0.0072) | |||||
SMB | 0.104 | * | 0.141 | *** | −0.037 | *** |
(0.015) | (0.0157) | |||||
HML | 0.186 | * | 0.282 | *** | −0.096 | *** |
(0.021) | (0.022) | |||||
CMA | 0.141 | * | 0.299 | *** | −0.158 | *** |
(0.024) | (0.024) | |||||
RMW | 0.430 | * | 0.622 | *** | −0.192 | *** |
(0.029) | (0.029) | |||||
R squared | 0.89 | 0.61 | ||||
Crisis andSRI regulation | ||||||
Alpha | −0.016 | 0.037 | *** | −0.053 | *** | |
(0.039) | (0.05) | |||||
Rm-Rf | 0.263 | * | 0.260 | *** | 0.003 | *** |
(0.0052) | (0.0067) | |||||
SMB | 0.097 | * | 0.133 | *** | −0.036 | *** |
(0.0111) | (0.0142) | |||||
HML | 0.263 | * | 0.404 | *** | −0.141 | *** |
(0.015) | (0.019) | |||||
CMA | 0.107 | * | 0.275 | *** | −0.168 | *** |
(0.017) | (0.022) | |||||
RMW | 0.478 | * | 0.729 | *** | −0.251 | *** |
(0.021) | (0.0264) | |||||
FIN_CRISIS | −2.310 | * | −2.790 | *** | 0.480 | *** |
(0.066) | (0.086) | |||||
SOV_CRISIS | −0.417 | * | −1.056 | *** | 0.639 | *** |
(0.0523) | (0.065) | |||||
SRI_REG | 0.144 | * | −0.334 | *** | 0.4778 | *** |
(0.052) | (0.066) | |||||
R squared | 0.80 | 0.60 | ||||
Number of funds | 302 | 341 |
© 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Ielasi, F.; Rossolini, M. Responsible or Thematic? The True Nature of Sustainability-Themed Mutual Funds. Sustainability 2019, 11, 3304. https://doi.org/10.3390/su11123304
Ielasi F, Rossolini M. Responsible or Thematic? The True Nature of Sustainability-Themed Mutual Funds. Sustainability. 2019; 11(12):3304. https://doi.org/10.3390/su11123304
Chicago/Turabian StyleIelasi, Federica, and Monica Rossolini. 2019. "Responsible or Thematic? The True Nature of Sustainability-Themed Mutual Funds" Sustainability 11, no. 12: 3304. https://doi.org/10.3390/su11123304
APA StyleIelasi, F., & Rossolini, M. (2019). Responsible or Thematic? The True Nature of Sustainability-Themed Mutual Funds. Sustainability, 11(12), 3304. https://doi.org/10.3390/su11123304