Performance of sector funds versus sector ETFs for the post-COVID-19 period (2020–2023)
| Panel A: Full Fund's sample | ||||||||
|---|---|---|---|---|---|---|---|---|
| Mutual funds | ETFs | Difference (funds vs, ETF) | ||||||
| Sector | Alpha | (p-value) | IR | Alpha | (p-value) | IR | Mean t-test (p-value) | Mean IR t-test (p-value) |
| Communications | −0.303 | <0.0001 | −0.133 | −0.021 | 0.136 | −0.133 | <0.0001 | <0.0001 |
| Consumer Cyclical | −0.271 | <0.0001 | −0.132 | −0.037 | <0.0001 | −0.132 | <0.0001 | <0.0001 |
| Domestic Energy | −0.227 | <0.0001 | −0.056 | 0.317 | <0.0001 | −0.056 | <0.0001 | <0.0001 |
| Domestic Financial | −0.065 | 0.110 | −0.025 | 0.046 | <0.0001 | −0.025 | 0.008 | 0.001 |
| Domestic Real Estate | −0.372 | <0.0001 | −0.119 | −0.322 | <0.0001 | −0.119 | <0.0001 | <0.0001 |
| Health Care | −0.092 | 0.000 | −0.041 | −0.138 | <0.0001 | −0.041 | 0.072 | 0.005 |
| Industrials | −0.330 | <0.0001 | −0.156 | −0.191 | <0.0001 | −0.156 | 0.013 | 0.053 |
| Materials | −0.254 | <0.0001 | −0.107 | −0.331 | <0.0001 | −0.107 | 0.189 | 0.017 |
| Technology | 0.273 | <0.0001 | 0.127 | 0.479 | <0.0001 | 0.127 | <0.0001 | <0.0001 |
| Utilities | −0.272 | <0.0001 | −0.098 | −0.150 | <0.0001 | −0.098 | <0.0001 | <0.0001 |
| Total Funds/SPY | −0.151 | <0.0001 | −0.047 | −0.007 | <0.0001 | −0.032 | <0.0001 | 0.001 |
| Panel A: Full Fund's sample | ||||||||
|---|---|---|---|---|---|---|---|---|
| Mutual funds | Difference (funds vs, | |||||||
| Sector | Alpha | ( | Alpha | ( | Mean | Mean | ||
| Communications | −0.303 | <0.0001 | −0.133 | −0.021 | 0.136 | −0.133 | <0.0001 | <0.0001 |
| Consumer Cyclical | −0.271 | <0.0001 | −0.132 | −0.037 | <0.0001 | −0.132 | <0.0001 | <0.0001 |
| Domestic Energy | −0.227 | <0.0001 | −0.056 | 0.317 | <0.0001 | −0.056 | <0.0001 | <0.0001 |
| Domestic Financial | −0.065 | 0.110 | −0.025 | 0.046 | <0.0001 | −0.025 | 0.008 | 0.001 |
| Domestic Real Estate | −0.372 | <0.0001 | −0.119 | −0.322 | <0.0001 | −0.119 | <0.0001 | <0.0001 |
| Health Care | −0.092 | 0.000 | −0.041 | −0.138 | <0.0001 | −0.041 | 0.072 | 0.005 |
| Industrials | −0.330 | <0.0001 | −0.156 | −0.191 | <0.0001 | −0.156 | 0.013 | 0.053 |
| Materials | −0.254 | <0.0001 | −0.107 | −0.331 | <0.0001 | −0.107 | 0.189 | 0.017 |
| Technology | 0.273 | <0.0001 | 0.127 | 0.479 | <0.0001 | 0.127 | <0.0001 | <0.0001 |
| Utilities | −0.272 | <0.0001 | −0.098 | −0.150 | <0.0001 | −0.098 | <0.0001 | <0.0001 |
| Total Funds/SPY | −0.151 | <0.0001 | −0.047 | −0.007 | <0.0001 | −0.032 | <0.0001 | 0.001 |
| Panel B: High ESG risk Fund's sample | ||||||||
|---|---|---|---|---|---|---|---|---|
| Mutual funds | ETFs | Difference (funds vs, ETF) | ||||||
| Sector | Alpha | (p-value) | IR | Alpha | (p-value) | IR | Mean t-test (p-value) | Mean IR t-test (p-value) |
| Communications | −0.261 | 0.025 | −0.079 | 0.204 | <0.0001 | 0.087 | 0.0005 | 0.001 |
| Consumer Cyclical | −0.196 | 0.057 | −0.091 | −0.073 | <0.0001 | −0.030 | 0.2013 | 0.167 |
| Domestic Energy | 0.449 | 0.000 | 0.080 | 0.741 | <0.0001 | 0.115 | 0.0002 | 0.018 |
| Domestic Financial | −0.313 | 0.004 | −0.109 | −0.153 | <0.0001 | −0.082 | 0.0514 | 0.182 |
| Domestic Real Estate | −0.620 | <0.0001 | −0.213 | −0.528 | <0.0001 | −0.170 | <0.0001 | <0.0001 |
| Health Care | −0.164 | <0.0001 | −0.068 | −0.298 | <0.0001 | −0.140 | 0.0005 | <0.0001 |
| Industrials | −0.175 | 0.270 | −0.075 | −0.220 | <0.0001 | −0.106 | 0.6712 | 0.576 |
| Materials | 0.214 | 0.146 | −0.010 | −0.382 | <0.0001 | −0.152 | 0.0003 | <0.0001 |
| Technology | 0.232 | <0.0001 | 0.103 | 0.600 | <0.0001 | 0.329 | <0.0001 | <0.0001 |
| Utilities | −0.816 | <0.0001 | −0.282 | −0.727 | <0.0001 | −0.191 | 0.005 | 0.001 |
| Total Funds/SPY | −0.246 | <0.0001 | −0.094 | −0.018 | <0.0001 | −0.068 | <0.0001 | 0.001 |
| Panel B: High | ||||||||
|---|---|---|---|---|---|---|---|---|
| Mutual funds | Difference (funds vs, | |||||||
| Sector | Alpha | ( | Alpha | ( | Mean | Mean | ||
| Communications | −0.261 | 0.025 | −0.079 | 0.204 | <0.0001 | 0.087 | 0.0005 | 0.001 |
| Consumer Cyclical | −0.196 | 0.057 | −0.091 | −0.073 | <0.0001 | −0.030 | 0.2013 | 0.167 |
| Domestic Energy | 0.449 | 0.000 | 0.080 | 0.741 | <0.0001 | 0.115 | 0.0002 | 0.018 |
| Domestic Financial | −0.313 | 0.004 | −0.109 | −0.153 | <0.0001 | −0.082 | 0.0514 | 0.182 |
| Domestic Real Estate | −0.620 | <0.0001 | −0.213 | −0.528 | <0.0001 | −0.170 | <0.0001 | <0.0001 |
| Health Care | −0.164 | <0.0001 | −0.068 | −0.298 | <0.0001 | −0.140 | 0.0005 | <0.0001 |
| Industrials | −0.175 | 0.270 | −0.075 | −0.220 | <0.0001 | −0.106 | 0.6712 | 0.576 |
| Materials | 0.214 | 0.146 | −0.010 | −0.382 | <0.0001 | −0.152 | 0.0003 | <0.0001 |
| Technology | 0.232 | <0.0001 | 0.103 | 0.600 | <0.0001 | 0.329 | <0.0001 | <0.0001 |
| Utilities | −0.816 | <0.0001 | −0.282 | −0.727 | <0.0001 | −0.191 | 0.005 | 0.001 |
| Total Funds/SPY | −0.246 | <0.0001 | −0.094 | −0.018 | <0.0001 | −0.068 | <0.0001 | 0.001 |
| Panel C: Low ESG risk Fund's sample | ||||||||
|---|---|---|---|---|---|---|---|---|
| Mutual funds | ETFs | Difference (funds vs, ETF) | ||||||
| Sector | Alpha | (p-value) | IR | Alpha | (p-value) | IR | Mean t-test (p-value) | Mean IR t-test (p-value) |
| Communications | −0.577 | 0.015 | −0.267 | 0.231 | <0.0001 | 0.096 | 0.0019 | 0.0028 |
| Consumer Cyclical | −0.282 | 0.001 | −0.122 | −0.078 | <0.0001 | −0.033 | 0.0039 | 0.0021 |
| Domestic Energy | 0.090 | 0.002 | 0.013 | 0.818 | <0.0001 | 0.129 | <0.0001 | <0.0001 |
| Domestic Financial | −0.030 | 0.661 | 0.003 | −0.100 | <0.0001 | −0.053 | 0.3084 | 0.0693 |
| Domestic Real Estate | −0.456 | 0.001 | −0.235 | −0.410 | 0.010 | −0.198 | 0.2976 | 0.0790 |
| Health Care | −0.394 | <0.0001 | −0.176 | −0.320 | <0.0001 | −0.152 | 0.0004 | 0.0145 |
| Industrials | −0.333 | <0.0001 | −0.124 | −0.209 | <0.0001 | −0.101 | 0.0807 | 0.3287 |
| Materials | −0.116 | 0.078 | −0.058 | −0.374 | <0.0001 | −0.149 | 0.0008 | 0.0014 |
| Technology | 0.556 | <0.0001 | 0.241 | 0.635 | <0.0001 | 0.345 | 0.0110 | <0.0001 |
| Utilities | −0.668 | <0.0001 | −0.214 | −0.727 | <0.0001 | −0.191 | 0.0443 | 0.0122 |
| Total Funds/SPY | −0.014 | 0.615 | −0.007 | −0.018 | <0.0001 | −0.069 | <0.0001 | <0.0001 |
| Panel C: Low | ||||||||
|---|---|---|---|---|---|---|---|---|
| Mutual funds | Difference (funds vs, | |||||||
| Sector | Alpha | ( | Alpha | ( | Mean | Mean | ||
| Communications | −0.577 | 0.015 | −0.267 | 0.231 | <0.0001 | 0.096 | 0.0019 | 0.0028 |
| Consumer Cyclical | −0.282 | 0.001 | −0.122 | −0.078 | <0.0001 | −0.033 | 0.0039 | 0.0021 |
| Domestic Energy | 0.090 | 0.002 | 0.013 | 0.818 | <0.0001 | 0.129 | <0.0001 | <0.0001 |
| Domestic Financial | −0.030 | 0.661 | 0.003 | −0.100 | <0.0001 | −0.053 | 0.3084 | 0.0693 |
| Domestic Real Estate | −0.456 | 0.001 | −0.235 | −0.410 | 0.010 | −0.198 | 0.2976 | 0.0790 |
| Health Care | −0.394 | <0.0001 | −0.176 | −0.320 | <0.0001 | −0.152 | 0.0004 | 0.0145 |
| Industrials | −0.333 | <0.0001 | −0.124 | −0.209 | <0.0001 | −0.101 | 0.0807 | 0.3287 |
| Materials | −0.116 | 0.078 | −0.058 | −0.374 | <0.0001 | −0.149 | 0.0008 | 0.0014 |
| Technology | 0.556 | <0.0001 | 0.241 | 0.635 | <0.0001 | 0.345 | 0.0110 | <0.0001 |
| Utilities | −0.668 | <0.0001 | −0.214 | −0.727 | <0.0001 | −0.191 | 0.0443 | 0.0122 |
| Total Funds/SPY | −0.014 | 0.615 | −0.007 | −0.018 | <0.0001 | −0.069 | <0.0001 | <0.0001 |
| Panel D: High vs low ESG risk funds | ||||||||
|---|---|---|---|---|---|---|---|---|
| High | Low | Difference (funds vs. ETF) | ||||||
| Sector | Alpha | (p-value) | IR | Alpha | (p-value) | IR | Mean t-test (p-value) | Mean IR t-test (p-value) |
| Communications | −0.261 | 0.025 | −0.079 | −0.577 | 0.015 | −0.267 | 0.156 | 0.072 |
| Consumer Cyclical | −0.196 | 0.057 | −0.091 | −0.282 | 0.001 | −0.122 | 0.411 | 0.508 |
| Domestic Energy | 0.449 | 0.000 | 0.080 | 0.090 | 0.002 | 0.013 | 0.002 | 0.003 |
| Domestic Financial | −0.313 | 0.004 | −0.109 | −0.030 | 0.661 | 0.003 | 0.024 | 0.008 |
| Domestic Real Estate | −0.620 | <0.0001 | −0.213 | −0.456 | 0.001 | −0.235 | 0.119 | 0.816 |
| Health Care | −0.164 | <0.0001 | −0.068 | −0.394 | <0.0001 | −0.176 | <0.0001 | <0.0001 |
| Industrials | −0.175 | 0.270 | −0.075 | −0.333 | <0.0001 | −0.124 | 0.233 | 0.411 |
| Materials | 0.214 | 0.146 | −0.010 | −0.116 | 0.078 | −0.058 | 0.041 | 0.201 |
| Technology | 0.232 | <0.0001 | 0.103 | 0.556 | <0.0001 | 0.241 | <0.0001 | <0.0001 |
| Utilities | −0.816 | <0.0001 | −0.282 | −0.668 | <0.0001 | −0.214 | 0.001 | 0.006 |
| Total Funds | −0.246 | <0.0001 | −0.094 | −0.014 | 0.615 | −0.007 | <0.0001 | <0.0001 |
| Panel D: High vs low | ||||||||
|---|---|---|---|---|---|---|---|---|
| High | Low | Difference (funds vs. | ||||||
| Sector | Alpha | ( | Alpha | ( | Mean | Mean | ||
| Communications | −0.261 | 0.025 | −0.079 | −0.577 | 0.015 | −0.267 | 0.156 | 0.072 |
| Consumer Cyclical | −0.196 | 0.057 | −0.091 | −0.282 | 0.001 | −0.122 | 0.411 | 0.508 |
| Domestic Energy | 0.449 | 0.000 | 0.080 | 0.090 | 0.002 | 0.013 | 0.002 | 0.003 |
| Domestic Financial | −0.313 | 0.004 | −0.109 | −0.030 | 0.661 | 0.003 | 0.024 | 0.008 |
| Domestic Real Estate | −0.620 | <0.0001 | −0.213 | −0.456 | 0.001 | −0.235 | 0.119 | 0.816 |
| Health Care | −0.164 | <0.0001 | −0.068 | −0.394 | <0.0001 | −0.176 | <0.0001 | <0.0001 |
| Industrials | −0.175 | 0.270 | −0.075 | −0.333 | <0.0001 | −0.124 | 0.233 | 0.411 |
| Materials | 0.214 | 0.146 | −0.010 | −0.116 | 0.078 | −0.058 | 0.041 | 0.201 |
| Technology | 0.232 | <0.0001 | 0.103 | 0.556 | <0.0001 | 0.241 | <0.0001 | <0.0001 |
| Utilities | −0.816 | <0.0001 | −0.282 | −0.668 | <0.0001 | −0.214 | 0.001 | 0.006 |
| Total Funds | −0.246 | <0.0001 | −0.094 | −0.014 | 0.615 | −0.007 | <0.0001 | <0.0001 |
Note(s): This table reports the mean of the coefficients of two performance measures for sector funds and sector ETFs for the post-COVID-19 period (2020–2023) : (1) the alphas estimated from the six-factor model of Fama and French (2018) and their corresponding p-values, and (2) the information ratio (IR) measured by using the alpha for the numerator and the standard deviation of the regression-adjusted error for the denominator. Monthly returns on sector funds and sector ETFs are gathered from the Morningstar Direct Database from 2015 to 2023. Active sector funds are split into two groups based on whether their Morningstar sustainability score is below (Low) or above (High) the PCSS of their corresponding sector ETF. The two-sample t-test is used to compare the difference between the two means (high versus low) to zero (Difference)
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