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. 2020 Dec 31;42:101914. doi: 10.1016/j.frl.2020.101914

Table 4.

Abnormal returns of SRI/ESG funds/indices during the COVID-19 pandemic.

Funds MSCI SRI Indices
ESG Funds World US Japan Europe
Ave. Ab. Return -0.004 0.089⁎⁎ 0.107* 0.082 0.155⁎⁎
Diff. Ab. Return -0.097 0.045 0.071 0.033 0.086⁎⁎

Notes: The table presents the abnormal returns of SRI/ESG. “Ave. Ab. Return” is the average abnormal returns obtained during the COVID-19 pandemic and the tests are conducted with the hypotheses of “H0: Abnormal Returns During COVID-19 = 0, Ha: Abnormal Returns During COVID-19 > 0”. “Ab. Diff. Return” is the difference in the average abnormal returns before and during the COVID-19 period (during pandemic – before pandemic). The tests are conducted with the hypotheses of “H0: Difference in Abnormal Returns = 0, Ha: Difference in Abnormal Returns > 0”. The abnormal return is estimated by taking the difference between actual and expected returns. The expected return is calculated on an out-of-sample basis using Eq. (3). For Ave. Ab. Return, the period of 2 years prior to the start of the pandemic is used to obtain the coefficients for the expected return estimation. For Diff. Ab. Return, to avoid in-sample bias in the abnormal return estimation for before COVID-19, we use the sample during 2018 to estimate the coefficients and then use them to estimate the out-of-sample expected returns for before 2019 and during the COVID-19 period. Information on the COVID-19 cases is obtained from Johns Hopkins University. ***, **, and * indicate the coefficient is significant at the 10, 5, and 1% levels, respectively.