1. Introduction
Corporate social responsibility (CSR) has increased the demand for higher quantity and quality of ESG (Environmental, Social, Governance) information among users (Pedersen et al., 2021). These users include internal stakeholders such as management, shareholders, internal auditors, and external stakeholders like external auditors, banks, and customers. Financial market participants, governmental bodies, regulators, and policymakers are also ESG information users. ESG-related assets under management are projected to reach around $33.9 trillion by 2026 (PwC, 2022), with the European market expected to surpass the US. This underscores Europe's emphasis on this market and ESG information. The significance of ESG is further evident in the rising value of ESG Exchange ESG-traded funds (ESG-ETFs), reaching $449.5 billion. There is a growing demand for these ETFs, as 52% of millennials are willing to increase their ESG-related asset weights in their portfolio. Furthermore, ESG disclosures are now considered mainstream company reporting requirements by the Securities Exchange Commission (SEC). The importance of ESG is also highlighted by the "Greenwashing or ESG-washing" phenomenon, where companies attempt to portray their operations as more ESG-friendly than they truly are.
The paper at hand aims to answer three crucial questions. It first examines the importance of ESG in predicting stock returns for both absolute and risk-adjusted returns. Second, it examines whether the COVID-19 pandemic altered the relationship between ESG and returns. Third, it examines the importance of country governance concerning return prediction under an ESG setting.
The contributions of this work to the existing literature are in quite a few ways. First, it complements that of (Asteriou et al., 2023), who explore the impact of ESG on returns within the Eurozone. Our research widens the analysis to include countries belonging to the Eurozone and non-Eurozone categories and makes the international comparison perspective even more comprehensive. We go even a step further by checking for the impact not only on stock returns but also for the moderating effect a crisis provides in this relationship between ESG factors and return to offer insight into how, in this case, a global crisis could influence the relevance of the ESG consideration. We also investigate the effect of governance of countries on returns and how it interfaces with ESG factors. That is a huge step forward in understanding the interface between governance quality and ESG in return prediction. We finally assessed returns using absolute and risk-adjusted returns and, in multiple dimensions, gave an overall assessment of the predictability of returns.
The paper is organized as follows:
Section 2 briefly reviews the related literature, specifying the main findings and gaps on which the present study is based.
Section 3 describes the dataset under analysis and its sources and variables before processing.
Section 4 presents the method, including emergent statistical techniques and empirical data analysis models.
Section 5 details the empirical findings, explaining to what extent they support or disagree with the existing research and theoretical frameworks. Finally,
Section 6 concludes with the main findings of the work and their implications for further study.
2. Literature
Over the past few years, huge attention has been paid to the role of ESG information in the financial performance of companies; it is not only the information themselves that is critical but also how investors perceive the ESG profile of a company and how these views change over time with changing market conditions (Garefalakis et al., 2016; Zopounidis et al., 2020).
First, existing literature has not been conclusive in terms of whether firms with a higher ESG rating also achieve consistently higher expected returns (Cornell, 2021). So are the theoretical frameworks, therefore, ambiguous (Cui & Docherty, 2020; Pástor & Vorsatz, 2020). Whether positive or negative, the market's response to ESG information can lead to stock price overreaction. Differences among providers of ESG ratings can again create more risk associated with returns (Gibson Brandon et al., 2019).
The COVID-19 pandemic seems to amplify investor sensitivity to ESG-considerate companies (Pástor & Vorsatz, 2020); however, the effect may be more intense in the corporate bond market than in the equity market (Singh, 2022). These findings point toward a nuanced influence of ESG factors on financial performance, dependent on market segment and investor sentiment. Modern financial analysis is now key to integrating corporate social responsibility (CSR) and ESG considerations with respective interests arising from internal management to shareholders, other auditors, banks, customers, regulators, and policymakers. Future projections made by PwC estimate ESG assets under management at $33.9 trillion by 2026 (2022). Europe accounts for this trajectory in growth better than the U.S. This trend shows that ESG issues are increasingly important criteria in investment decisions and corporate transparency (Passas, 2023).
Many studies have hitherto focused on the adverse impact of ESG controversies on firm performance (Cui & Docherty, 2020; DasGupta, 2022; Nirino et al., 2021; Passas et al., 2022; Xue et al., 2023). Controversy occurs when there is an event that brings a bad reputation to a company. These include environmental spills, human rights violations, governance scandals, among others. Most of them result in severe financial penalties, legal costs, and the loss of consumer trust, which in turn activates negative stock returns and beats up volatility. As evidence, (Chen et al., 2022) found that airlines facing more ESG controversies suffered significantly larger declines in their stock price when impacted by the COVID-19 pandemic, with the impacts being further amplified during a crisis period. Furthermore, they may attract severe scrutiny and interest from regulators and investors, giving even greater financial implications. Consequently, managing ESG controversies is key to upholding financial stability and investor confidence.
Despite this growing emphasis on ESG, empirical evidence still varies, considering the direct impact on stock returns. The relevant literature about this topic is mixed: there is some evidence for a negative relation between ESG ratings and expected returns, while other studies find no significant relation (Berg et al., 2022; Champagne et al., 2022; Christensen et al., 2022; Crifo et al., 2017; Eng et al., 2022; Folger-Laronde et al., 2022). This discrepancy highlights the importance of the investor's scan and reaction to the ESG information. This can never be static as it constantly changes depending on the market's status. Overreactions to the ESG news in the market have a very extensive effect on stock prices (Chen et al., 2022; Gibson Brandon et al., 2019). They add volatility and risk (Cui & Docherty, 2020). In addition, disparities among these ESG rating providers can increase the risks outlined in the paper by (Gibson Brandon et al., 2019). The relationship with stock returns became even murkier with the Covid pandemic. Pastor and Vorsatz show that the pandemic hiked investor sensibility to ESG, favoring companies with stronger ESG credentials (2020). That being said, heightened sensibility may be an issue more for corporate bonds than with equity.
According to (Gao & Geng, 2024; Göker & Sköld, 2021) in performed checking, there is no significant effect of the pandemic on the relationship between ESG and returns from where it could be adequately inferred that the status of COVID-19 concerning this phenomenon remains indefinite.
Also, the WGI (Worldwide Governance Indicators) reflects world governance in ESG stock return performance (Kraay et al., 2010). Good governance practices will increase corporate operations' transparency and raise investor confidence and financial results. The present study is meant to develop further the previous work of (Asteriou et al., 2023) in their analysis by integrating governance metrics in Eurozone and non-Eurozone countries to improve the analysis of the ESG factors. Such a wide approach would try to explain how the quality of governance influences ESG factors in determining stock returns, either in good economic times or in times of crisis. In this aspect, the current study contributes to these areas in that it looks at the significance of ESG in predicting stock returns with both absolute and risk-adjusted returns considered, and it further evaluates the impact of the COVID-19 pandemic on the relationship. The current study provides insights into how a global crisis, with all its attributes of uncertainty and shocks, moderates ESG-return relationships and their interaction with governance quality by presenting comparative results between the Eurozone and non-Eurozone countries. The derived results from the study, therefore, intend to fill in the empirical voids in the literature related to the interplay between ESG, country governance, and stock returns, more so in a Covid-19 period. These findings are expected to be relevant to investors and policymakers because they assist in navigating the financial complexities characteristic of global financial markets during uncertain times.
3. Data
Academic research on ESG investing has increased in recent years, predominantly due to more data availability and the rising importance of ESG factors. A large pool of initial empirical research studies used the dataset being heavily used by Kinder, Lyndenberg, and Domini (KLD) (Sharfman, 1996), which had established this so-called benchmark standard measure of Corporate Social Policy in academic literature. However, (Crane et al., 2017) criticized this dataset on several grounds—the inaccuracy and subjectivity of the weighting system and data aggregation into a single score. For our study, the information is taken from Refinitiv Reuters to keep quality and coverage in most of the information, mainly in the ESG scores (
Appendix A1) based on 16 different factors. Data provided are annual and cover the period from January 1, 2012, to December 31, 2022, in this study. Within this period, the most significant events at the international level are of great importance, such as the outbreak of the pandemic caused by COVID-19, which—in this research—is delimitated from January 2020 to March 2021. One interesting feature of the Reuters Eikon methodology is that it rates companies not only on an absolute basis but also on a relative basis compared to their peers for a given ESG score. The overall score for ESG that a company receives is the simple weighted average of the scores on its Environmental, Social, and Governance pillars. Note that these scores are continuously assessed and may be revised higher or lower based on new flow from the financial press that pertains to a company.
3.1. Variables
The following primary variables are in the dataset:
Returns: These consist of plain returns, absolute returns, and risk-adjusted returns. Regarding financial performance, all three kinds of returns provide a slightly different aspect of the same.
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ESG Scores: ESG scores provide a composite measurement of companies' environmental, social, and governance performance. Such scores, in turn, are derived from multiple indicators:
Environmental Pillar Score (EPS) consolidates the Resource Use, Emissions, and Innovation sub-scores.
Social Pillar Score (SPS) includes sub-scores for Workforce, Human Rights, Community, and Product Responsibility.
The Governance Pillar Score (GPS ) includes the company's subs scores in Management, Shareholders, CSR Strategy, and Cont.
Country Governance Scores: This is also a derivative of the WGI. The following six dimensions are used in developing the governance scores: Voice and Accountability, Political Stability and Absence of Violence/Terrorism, Government Effectiveness, Regulatory Quality, Rule of Law, and Control of Corruption.
3.2. Sample
The final dataset consists of 201 firms, with seven from each of the countries listed above, except for the United Kingdom, which is represented by only six firms. Also, four non-European countries are included in the dataset: Brazil, Canada, Singapore, and the United States. Portfolio companies have been classified based on their ESG scores, which makes some analysis possible to be presented in detail. Companies are classified as Low, Middle, and High ESG-score portfolios.
Low (1 to 3): Represented as D- to D+
Middle (4 to 9): Like a C- to B
High (10 to 12): A- to A+
In addition, companies are categorized as Low and High ESG based on a cyclically changing percentage of companies for each class of ESG score.
Methodology A portfolio framework is used in the analysis concerning the effects of ESG and Covid-19 on returns. These portfolios can incorporate weights based on ESG scores, resulting in three clear groups: ESG_low, ESG_median, and ESG_high, relating to the different ESG scores available in varied dimensions. This model makes it possible to examine how diverse ESG scores and the Covid-19 pandemic are combined to affect the stock returns, which are under consideration from varied countries. This rich dataset is a good basis for investigating the interplay of ESG, country governance, and stock return dynamics under economic regularity and crisis. We use multiple forms of measured returns and broad scopes of geographic coverage, ensuring this work's generalizability and wide applicability. The classification of portfolios in either Low or High concerns different percentages of companies for each ESG score (
Table 1B).
4. Methodology
We employed four models to answer our research questions according to (Asteriou et al., 2023). The first two answer about the joint importance of ESG and Covid-19, whereas the other two answer about the joint importance of ESG and country governance. The importance of ESG in return prediction is related to the importance of each ESG pillar. This is because investors value each pillar differently. Based on institutional investors that make up the biggest part of the market, they emphasize more in the Environmental pillar (44%), the Governance pillar (31%), and the Social pillar (25%) (Capital Group, 2023). This is why we provide results for the overall ESG score (total and combined) and for each pillar. We measure returns as either absolute or risk-adjusted returns for robustness (Asteriou et al., 2023).
4.1. Panel Data Regressions
The impact of ESG and COVID-19 on returns was assessed in a portfolio framework. Three ESG score-weighted portfolios were created. The ESG_low, ESG_median, and ESG_high refer to the inclusion of companies with ESG scores: a) from 1 to 3 inclusive, b) from 4 to 9 inclusive, and c) from 10 to 12 inclusive, respectively. These portfolios were created for each country and across all countries. Three-panel regression models answered such an impact.
Models 1, 2, and 3 try to explain the role of ESG and COVID-19 in return prediction (returns: absolute and risk-adjusted returns, respectively). All models were employed in versions without control variables. Models 4, 5, and 6 try to explain the importance of ESG and country governance in return prediction (returns: absolute and risk-adjusted returns, respectively). Even though (Bae et al., 2021) found no impact of the pandemic on the relationship between ESG and returns, we believe COVID-19 can reduce endogeneity as an exogenous increase in the demand for companies with ESG scores.
Models 2 and 3 are similar to Model 1; as they try to explain the joint role of ESG, Covid-19, and ESG change in return, absolute return (Rabs,it), and risk-adjusted return (Radj, I,t) predictability. ESG_low refers to a dummy variable with a value of 1 for companies with ESG scores from 1 up to 4 inclusive. ESG_high refers to a dummy variable with a value of 1 for companies with ESG scores from 10 to 12 inclusive.
4.2. ESG and Country Governance
The impact of ESG was also examined in cross-sectional regression models, as we tried to assess the ESG and WGI (country governance) and Covid importance in returns. The previous sub-sections portfolio framework was employed here as well.
Models 4, 5, and 6 explain the joint importance of ESG and country governance in returns, absolute and risk-adjusted returns, respectively. This endogeneity was also targeted with the use of a tri-variate variable of ESG (Δ, with the ith value of -1 when any ESG score decreases, 0 when there is no change, and +1 when the score increases. Models 5 and 6 are similar to Model 4; as they try to explain the joint role of ESG, COVID-19 and ESG change in, return (Rit), absolute return (Rabs, it), and risk-adjusted return (Radj,i,t) predictability.
Where,
Index_low refers to a dummy variable with a value of 1 for companies with ESG scores from 1 up to 4 inclusive.
Index_high refers to a dummy variable with a value of 1 for companies with ESG scores from 10 to 12 inclusive.
These refer to the ESG overall score (there are two: total and combined) or any pillar score (there are three: environmental, social, and governance); WGIHigh, i refers to a dummy variable equal to 1 if the firm’s country has a high WGI score (above average score) or 0, otherwise. This WGI score was a weighted average across all WGI sub-scores (Voice and accountability; Political Stability and Absence of Violence/Terrorism; Government effectiveness; Regulatory quality; Rule of law; and Control of corruption).
5. Empirical Findings
5.1. Panel Data Regressions
The results for the joint importance of ESG and COVID-19 concern models 1 and 2 (Tables 2, 3, and 4, respectively) are reported for different classes of ESG: overall, environment, social, and governance (5.1.1).
5.1.1. Returns
The results of panel data regression provided in Tables 2A to 2E (Appendix) give the full view of the relationship of returns across all dimensions of the E&S scores—whether the overall ESG scores, the Environmental score, Social pillar scores, Governance pillar scores, and Controversies scores.
Table 2A shows the results demonstrate that in general, ESG scores are positively related to return. Companies with higher overall ESG scores tend to produce better financial performance. Exactly the same effect is highly significant during COVID-19 as the interaction effect between ESG scores and COVID-19 shows a lift on return. This suggests that companies with sufficient ESG practices were more resilient and better placed not to stand the shock emanating from the pandemic, hence leading to higher returns. Table 2B shows a positive relationship between environmental scores and returns. Companies with higher Environmental scores, indicating better environmental practices, show increased financial returns. This relationship is even stronger in the COVID-19 period, with the high significance of the interaction terms. Such findings would underline the real role of environmental sustainability toward financial performances particularly during crisis times, in which environmentally responsible firms kept or even increased their financial results during the pandemic.
The regression analysis conducted for Table 2C demonstrates that social pillar scores are positively correlated with returns. Companies with higher social scores, which mirror good social responsibility practices regarding respect for issues such as employee welfare and community engagement, tend to perform better financially. Most of the social drivers that achieved significance interacted with COVID-19. This means that firms with better social practices were better positioned to deal with the issues that resulted from the pandemic, eventually leading to better financial performance.
Table 2D demonstrates Governance's robust positive coefficient with returns. Companies with better governance scores, which would reflect strong governance structure and practice, earn back more financially. The interaction terms between the governance scores and COVID-19 are further positive coefficients but not significant. These findings suggest that governance ensures financial stability and enhances returns for shareholders, which is greatly critical, especially in precarious times.
Lastly in Table 2E, the findings reveal that Controversies scores are negatively related to returns. Companies with higher score signals of controversies experience a lower financial return, which indicates negative events or reputational issues. This negative impact is further exacerbated in the COVID-19 period, as indicated by the significant interaction terms. The facts emphasize how heavy the controversies' financial risks are and how highly raised the penalty is during a crisis, thus underlining the significance of managing reputational risks toward safeguarding performances financially. Total, the results of the panel data regression for Table 2A-2E summarily portray that strong ESG performance, mainly under the governance and environmental aspects, will lead to financial resiliency and performance, but controversies pose excessive risk more so during periods of economic upheaval experienced with the COVID-19 pandemic.
5.1.2. Absolute Returns
Results about absolute returns and total ESG scores from the panel data regressions in Table 3A report a positive relationship with high ESG scores. In other words, high overall ESG scores will generally lead to—by and large—better financial performance. This suggests that amplifying this positive effect of the COVID-19 crisis would have made firms with stronger ESG practices more resilient. This affirms the findings' robustness, with the positive coefficients of statistically significant high ESG interaction with COVID-19. Results indicate the importance of the perceived economic benefits of strong performance in ESG, particularly when the economy becomes uncertain.
The same pattern is observed in Table 3B for the absolute returns and Environmental (E) scores. Firms with a higher environmental score showed a stronger tendency toward absolute returns, which amplified even more during COVID-19. The positive and significant interaction terms between the environmental score and COVID-19 show that only a firm with a high level of environment-oriented business conduct will likely outperform during this spell of crisis. In this perspective, corporate environmental sustainability improves financial performance under crisis situations. The results for absolute returns and S scores in Table 3C show that more positive social scores are associated with a better absolute return. Companies with relatively stronger social performance, in terms of good workforce policy and community engagement, tend to show higher financial returns. Moreover, the interactions with COVID-19 were significant, indicating that social practices had become all the more necessary in a crisis like the pandemic. This further highlights the social responsibility that drives financial performance, especially when society is backed into a corner.
Table 3D demonstrates that, for absolute returns and Governance scores, the regression results confirm a strong relationship exists between better governance practices and improved absolute returns. Over and above, it emerges from the positive and significant coefficients associated with high governance scores and its interaction with COVID-19 that companies with higher governance scores had higher resilience and better financial performance during the pandemic. In this view, it can be deduced that good governance promotes financial stability and increased performance, especially in times of economic turbulence.
Lastly, Table 3E examines the relation to absolute returns and Controversies scores. The results suggest an inverse relationship: a higher Controversies score leads to, on average, a lower absolute return. During the COVID-19 period, this negative valuation effect is much stronger, as seen from the interaction terms. The fact that it sticks with such serious severity works to get finance's attention on the risks informed by concerns over reputations. Such results underline the importance of controlling and mitigating controversies associated with safeguarded financial performance, or at least those threatening severe firm damage in crisis situations
5.1.3. Risk-Adjusted Returns
The risk-adjusted return panel data regressions provide further insights into the relationship between different ESG scores and financial performance under general economic conditions and crises.
The overall implication of Table 4A is that there is definitely a positive association between the ESG scores and risk-adjusted returns, whereby companies scoring higher in ESG usually reveal improved risk-adjusted financial outcomes. Both interaction terms with COVID-19 are significant, indicating that the positive effect of the ESG scores on the adjusted risk was stronger during the pandemic. This indicates a showing of resilience by companies with strong ESG orientations, which continued to demonstrate much better financial performance despite economic turbulence due to the pandemic. For instance, Table 4B reveals that with increased Environmental scores, there are positive relationships to higher risk-adjusted returns. This strength in relationship extends into the COVID-19 period, as evidenced by the significant interaction terms. It suggests that companies endowed with strong environmental practices were better placed in risk cushioning for sustained financial performance during the crisis, clearly highlighting the importance of environmental sustainability in managing financial risks.
The results in Exhibit 4C propose that Social scores positively correlate with risk-adjusted returns. Firms with better social practices, such as employee relations and community engagement, will earn better risk-adjusted returns. The COVID-19 interaction terms are also significant, indicating that the prominence that social responsibility gained in driving financial performance was enhanced during the pandemic. This clearly illustrates the social factors when people try to build financial capacity during social and economic turmoil.
Risk-Adjusted Return and Governance Pillar (G) Score as shown in Table 4D, it is observable that better Governance scores are significantly associated with good risk-adjusted returns. This is supported by positive coefficients of high governance scores interacting with COVID-19: companies with good governance structures have a higher ability to manage risks and maintain financial performance in light of a pandemic. This clearly shows how good governance plays a key role in the sustainability of financial stability and realizing maximum risk-adjusted returns amid economic uncertainty.
Finally, as shown in Table 4E, the results suggest that an increase in controversies scores is negatively related to risk-adjusted returns, where firms with higher controversies experience worse financial performance. Such impact is magnified during COVID-19, supported by the different significant interaction terms, which leads to higher financial penalties for companies following the crisis, while companies face high risks related to reputational issues. Managing controversies in protecting risk-adjusted returns becomes significant during crisis periods. In summary, the findings presented in these tables all point to the same conclusion: top ESG performance—especially in governance and environmental dimensions—strongly increases financial resilience and performance, whereas controversies significantly raise risks, particularly during economic shocks such as the COVID-19 crisis.
5.2. Cross-Sectional Regressions
The results for the combined importance of ESG, Covid, and country governance concern models 4, 5, and 6 (Table 5, Table 6 and Table 7) are reported for different categories of ESG: overall, environmental, social, and governance (5.2.1).
5.2.1. Returns
Table 5 (Appendix) presents the results of the estimation of the panel data regression, which addresses the joint importance of the ESG scores, COVID-19, and country governance determinants in explaining returns. The results are sufficiently informative on how these variables work together to determine financial performance under varying regions and governance contexts. General findings showed that ESG scores, in general, have a positive impact on the total return: high ESG scores are associated with strong financial performance, and a quite significantly important congruent relation is found when the quality of country governance is also included—a significant interaction term between high ESG scores and high governance quality. Better governance frameworks among countries have positive effects on high ESG scores to return higher. Therefore, it puts emphasis on the supportive governance environment to extract higher financial benefits from ESG practices.
The beneficial high ESG scores effects on returns were maximally realized in this coronavirus pandemic period in countries with strong governance. This implies that companies with strong ESG practices and situated in good-governed countries are more resilient and better positioned to sail through the multifarious challenges that have emerged due to the pandemic. The very large significant levels of the interaction terms between COVID-19 and high ESG scores indicate a stress test being faced by the pandemic but would expose strengths in companies with sound ESG credentials and good governance. On the other hand, low ESG scores are associated with low returns, but this is more accentuated, especially in countries with lower governance. The coefficients for the interaction terms of the indexes of low ESG scores and low governance quality are statistically significant, meaning that poor practices on ESG matters and weak governance systems worsen the already negative financial results. This indicates that compounded risks exist for these firms in less supportive governance environments, thus calling for strong ESG practice and governance to mitigate against the occurrence of financial risks. But the bottom line of all these is the fact that ESG performance and country governance determine what returns are important. Firms with strong ESG credentials had an upsurge of positive returns across most asset classes, especially in well-governed countries, while firms with poor ESG practices saw their financial risks heighten, particularly in weak governance contexts. Turned around, the COVID-19 crisis has only made these dynamics more pronounced, with robust ESG and governance practices now at the heart of ensuring financial resilience and performance in a crisis.
5.2.2. Absolute Returns
The results from Table 6 now constitute a discussion on the joint importance of ESG and COVID-19 events, along with country governance, as determinants for absolute returns. These effects portray an integrated view regarding how these variables operate jointly to influence firm financial performance across governance contexts both in stable periods and times of crises. In ESG, COVID-19, and Country Governance to Absolute Returns noted that, that absolute returns have a positive relationship with the overall ESG scores. Firms with higher ESG scores show better financial performance. More precisely, the interaction terms of high ESG and high governance quality are very significant in high-quality governance countries.
In other words, financial leverage benefits from strong ESG practices really increase in the context of strong governance, which represents a positive synergistic effect of ESG with good governance upon better returns. The interaction terms find that a positive relationship between high ESG scores and absolute returns is magnified in good governance countries during the period of the COVID-19 pandemic. This means that companies with high ESG could be more resilient and maintain continued good financial performance under some crisis conditions, especially in well-governed countries. A significant coefficient for interaction demonstrates that high ESG practices are going to help firms achieve economic disruptions.
However, low ESG scores are associated with low absolute returns, especially in countries with weak governance. Significant interaction terms mean poor governance amplifies compounded financial risks when low ESG scores. Now, this lays bare the critical importance of strong ESG practices and governance to mitigate the incidence of adverse financial outcomes even more so, mainly during times of crisis. Discussion The discussion above and the corresponding results in Table 6 unveil the important role of ESG performance and country governance on absolute returns. Companies with good ESG practices benefit from improved absolute returns, especially in well-governed countries, while those with poor ESG practices face extreme financial risk, being in a poorly governed country. These two important dimensions were underscored by the COVID-19 pandemic in that under an environment of economic uncertainties; strong ESG and governance practices work to support financial resilience as well as the performance of companies.
5.2.3. Risk-Adjusted Returns
Looking at Table 7, the panel data regression results explain how important ESG ratings, COVID-19, and country governance are in explaining variation over risk-adjusted returns. These results reveal how the stated factors collectively influence financial performance with regard to risk management and resilience during economic fluctuations. This means that ESG scores, in general, have a positive helpful effect on risk-adjusted returns as firms that have high ESG performance tend to deliver better financial outcomes on a risk-adjusted basis. The effect is particularly strong in countries of high governance quality, as can be observed from the significant interaction between high ESG scores and high governance quality.
Those findings indicate that when firm risk is associated with good governance and ESG practices, combining both can promote this ability to handle risk, leading to improved financial stability.
Therefore, the ESG 1 portfolio shows a higher weight on firms with high ESG scores, whereas the ESG 2 portfolio has a higher weight on firms with low ESG scores. The positive impact of high ESG-scored firms on increasing risk-adjusted returns in countries with good governance during the COVID-19 pandemic is immense. The interaction terms are significant as a result, whereas the main effect of COVID-19 is negative, implying that the firms with exemplary ESG performance are more resilient and can weather the risks posed by pandemics, especially in environments that are well-regulated. That is fairly material to ESG practices' role in supporting financial resilience at the peak of the crisis. In addition, countries with poor governance have a positive relationship with low ESG scores, which shows poor performance on a risk-adjusted basis. The large negative interaction between low ESG scores and low quality in governance shows that those firms with poor ESG practices are exposed to more financial risk and are least supportive of bad outcomes within less supportive governance environments.
This brings to the fore that risks such firms face get compounded, and therein lays an aspect of hard work in strong ESG practices and governance to help cover the adverse financial impacts. In general, the results in Table 7 emphasize that both ESG performance and country governance are of paramount importance with respect to risk-adjusted returns. As such, firms with good ESG credentials will enjoy high risk-adjusted returns in countries with good governance, while firms with weak governance countries will face severe financial risks. On the contrary, the unique characteristics relating to the COVID-19 pandemic served to amplify these dynamics relative to the role that strong ESG and governance practices play in ensuring financial stability and resilience during economic uncertainty.
6. Limitations
However, this study is broad and has some weaknesses. First, the study was primarily conducted in European countries, while most of the non-European regions were underrepresented, which limits the generalizability of the conclusions at the global level. This is a peculiar economic condition, not an atypical market condition, brought on by the pandemic. This could distort some of the relationships between ESG scores and financial performance that we are picking up. The third limitation is that reliance on Refinitiv Reuters data for the ESG scores ensures consistency and coverage across the largest number of companies but may introduce biases that are components of its methodology and rating criteria. Moreover, the classification of firms into categories based on their ESG rating does not throw light on the change in rating over time and, therefore, can miss out on any dynamic change in the level of ESG practice of firms. Finally, the emphasis on absolute and risk-adjusted returns relative to other dimensions of financial performance, including long-term growth and stability, should flag the need for more multidimensional financial metrics in future research.
6. Concluding Remarks and Future Research
The research delves into the intricate connection between ESG (Environmental, Social, and Governance) scores, country governance, and stock returns in the context of the COVID-19 pandemic. The study utilizes a comprehensive dataset spanning from January 1, 2012, to December 31, 2022, and encompasses various measures of stock returns, including plain, absolute, and risk-adjusted metrics. This expansive dataset allows for a robust analysis, shedding light on how ESG factors and governance quality influence financial performance in both stable economic conditions and times of crisis.
The findings underscore the significant role of ESG considerations in predicting stock returns, particularly in demonstrating a positive correlation between higher ESG scores and enhanced financial performance during the pandemic. This positive relationship is evident for overall ESG scores and individual environmental, social, and governance pillars. The research reveals that companies with strong ESG credentials have shown resilience amidst the uncertainties brought about by the COVID-19 crisis. Specifically, firms with higher environmental and governance scores exhibited greater stock returns, underscoring the importance of sustainability and robust corporate governance during turbulent times.
Moreover, the study emphasizes the pivotal role of good governance practices in enhancing corporate transparency, bolstering investor confidence, and ultimately improving financial performance. Additionally, the research highlights the differing impact of the COVID-19 outbreak on the relationship between ESG and stock returns across regions and ESG pillars. For instance, the study indicates that the growth-enhancing effect of high ESG scores on returns was more pronounced in European countries than in non-European nations, indicating regional disparities in investors' perception and valuation of ESG factors.
Overall, the study provides empirical evidence that ESG considerations are integral to financial performance, particularly in crisis scenarios. The implications of these findings are pertinent for investors, policymakers, and corporate managers. Integrating ESG factors into investment decisions can enhance portfolio resilience and performance, while policymakers and regulators should promote transparency and good governance practices to create a stable and appealing investment environment. Ultimately, corporate managers could elevate their overall financial performance and stakeholder trust by prioritizing ESG issues.
This research contributes to the growing body of literature examining the link between ESG and financial performance, emphasizing the importance of further exploration of these dynamics in diverse economic contexts and regions.
Another area that future research work could focus on is investigating whether the impacts of ESG performance on financial returns are equally longitudinal, covering effects not just during the time of the pandemic but also over time. Similarly, future studies would contribute to in-depth sectoral analysis of such impacts since a different sort of relation of the ESG scores and financial performance across industries may be existent. It would also be helpful to analyze in more detail the differential effects between each ESG pillar, that is, environmental, social, and governance. This would provide nuanced insights into which among them is actually responsible for driving financial performance most strongly. Second, it might become much more interesting to drill down into the interaction between the ESG performance and other major macroeconomic factors, like, for instance, economic cycles or geopolitical events, in understanding an even broader context of these relationships. Finally, allowing the geographic scope to also include emerging markets would provide a broad global perspective on the influence of ESG practices and governance frameworks in shaping financial outcomes.
Author Contributions
Conceptualization, I.P. and D.V.; methodology, I.P. and D.V.; software, I.P. and D.V.; validation, I.P., D.V. and C.F.; formal analysis, A.G.; investigation, I.P., D.V. and C.F.; resources, D.V.; data curation, D.V.; writing—original draft preparation, I.P.; writing—review and editing, I.P.; visualization, A.G.; supervision, I.P.; project administration, I.P.; funding acquisition, I.P., D.V., C.F. and A.G All authors have read and agreed to the published version of the manuscript.” Please turn to the CRediT taxonomy for the term explanation. Authorship must be limited to those who have contributed substantially to the work reported.
Funding
Please add: This research received no external funding.
Informed Consent Statement
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Written informed consent for publication must be obtained from participating patients who can be identified (including by the patients themselves). Please state “Written informed consent has been obtained from the patient(s) to publish this paper” if applicable.
Acknowledgments
In this section, you can acknowledge any support given which is not covered by the author contribution or funding sections. This may include administrative and technical support, or donations in kind (e.g., materials used for experiments).
Conflicts of Interest
The authors declare no conflicts of interest.
We used two overall ESG scores (total and combined) and one score per ESG pillar (environment, social, and governance).
Table A1.
ESG scores.
Symbol |
Panel A. Description |
CS |
ESG Combined Score |
S |
ESG Score |
EPS |
Environmental Pillar Score (Weight 16.8%) |
RU |
Resource Use (Weight 4.8%) |
E |
Emissions (Weight 6.0%) |
I |
Innovation (Weight 6.0%) |
SPS |
Social Pillar Score (Weight 47.3%) |
W |
Workforce (Weight 9.0%) |
HR |
Human Rights (Weight 12.0%) |
Co |
Community (Weight 12.0%) |
PR |
Product Responsibility (Weight 14.4%) |
GPS |
Governance Pillar Score (Weight 35.9%) |
M |
Management (Weight 24.0%) |
Sh |
Shareholders (Weight 7.2%) |
CSR_S |
CSR Strategy (Weight 4.8%) |
CoS |
Controversies |
Panel B. Numerical values of ESG scores |
Rating |
Numerical value |
D- |
1 |
D- |
2 |
D+ |
3 |
C- |
4 |
C |
5 |
C+ |
6 |
B- |
7 |
B |
8 |
B+ |
9 |
A- |
10 |
A |
11 |
A+ |
12 |
Table A2.
World governance indicator by country (2022).
Table A2.
World governance indicator by country (2022).
|
|
Overall |
Voice & Accountability |
Political stability & Absence of violence/terrorism |
Government Effectiveness |
Regulatory Quality |
Rule of Law |
Control of Corruption |
|
WGI
|
Governance score |
Percentile Rank |
Governance score |
Percentile Rank |
Governance score |
Percentile Rank |
Governance score |
Percentile Rank |
Governance score |
Percentile Rank |
Governance score |
Percentile Rank |
Governance score |
Percentile Rank |
Brazil |
Low |
-0.29 |
40.0 |
0.21 |
55.6 |
-0.33 |
34 |
-0.59 |
30.7 |
-0.22 |
43.9 |
-0.26 |
43.4 |
-0.57 |
32.1 |
Canada |
High |
1.45 |
91.0 |
1.43 |
95.7 |
0.77 |
73.6 |
1.57 |
94.3 |
1.68 |
95.8 |
1.57 |
92.9 |
1.66 |
93.4 |
France |
Low |
1.04 |
80.2 |
1.11 |
86 |
0.33 |
56.1 |
1.17 |
83 |
1.19 |
85.4 |
1.18 |
85.4 |
1.26 |
85.4 |
Germany |
High |
1.36 |
88.5 |
1.41 |
94.7 |
0.61 |
67.5 |
1.29 |
88.2 |
1.52 |
92.5 |
1.53 |
92 |
1.82 |
95.8 |
Netherlands |
High |
1.52 |
91.8 |
1.54 |
97.6 |
0.72 |
71.2 |
1.58 |
95.3 |
1.71 |
96.7 |
1.66 |
93.4 |
1.92 |
96.7 |
Singapore |
High |
1.61 |
89.9 |
-0.05 |
44.4 |
1.46 |
97.2 |
2.14 |
100 |
2.21 |
100 |
1.78 |
99.1 |
2.09 |
98.6 |
Spain |
Low |
0.75 |
73.2 |
1.01 |
79.7 |
0.27 |
53.3 |
0.92 |
77.8 |
0.8 |
75.9 |
0.8 |
77.4 |
0.69 |
75 |
Sweden |
High |
1.57 |
93.2 |
1.52 |
96.6 |
0.9 |
80.2 |
1.57 |
94.8 |
1.68 |
96.2 |
1.69 |
93.9 |
2.06 |
97.6 |
Switzerland |
High |
1.70 |
96.7 |
1.62 |
99 |
1.16 |
92.5 |
2.05 |
99.5 |
1.62 |
94.3 |
1.75 |
97.6 |
2.01 |
97.2 |
United Kingdom |
High |
1.26 |
85.5 |
1.23 |
89.4 |
0.5 |
62.3 |
1.24 |
85.8 |
1.57 |
93.4 |
1.42 |
89.2 |
1.62 |
92.9 |
United States |
Low |
0.99 |
77.9 |
0.85 |
72.9 |
-0.04 |
45.3 |
1.26 |
86.8 |
1.42 |
91 |
1.37 |
88.7 |
1.1 |
82.5 |
Table 1.
A. Data in panel and cross-sectional regressions.
Table 1.
A. Data in panel and cross-sectional regressions.
|
|
|
Europe |
nonEurope |
|
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
Panel data regressions |
Observations |
552,750 |
13,750 |
5,500 |
5,500 |
16,500 |
2,750 |
5,500 |
41,250 |
41,250 |
104,500 |
27,500 |
286,000 |
Number of companies |
201 |
5 |
2 |
2 |
6 |
1 |
2 |
15 |
15 |
38 |
10 |
104 |
Cross-sectional regressions |
Observations |
2,211 |
|
|
|
|
|
|
|
|
|
|
|
Table 1.
B. The percentage of companies that belong to either Low or High category of portfolios; for each ESG score.
Table 1.
B. The percentage of companies that belong to either Low or High category of portfolios; for each ESG score.
|
Low |
High |
CS |
4.2% |
2.6% |
S |
3.6% |
7.7% |
EPS |
15.9% |
16.9% |
RU |
15.9% |
32.8% |
E |
13.3% |
29.2% |
I |
44.6% |
7.2% |
SPS |
4.6% |
19.0% |
W |
5.6% |
38.5% |
HR |
35.4% |
16.4% |
Co |
5.0% |
47.3% |
PR |
13.8% |
26.7% |
GPS |
3.1% |
13.3% |
M |
4.6% |
23.1% |
Sh |
9.7% |
23.6% |
CSR_S |
17.9% |
33.8% |
CoS |
4.0% |
59.7% |
Table 2.
A. Panel data regression results for returns and overall ESG scores.
Table 2.
A. Panel data regression results for returns and overall ESG scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. ESG combined score |
Covid |
2.36E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
8.04E-03 |
-1.47E-03 |
8.64E-04 |
|
3.53E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
7.93E-03 |
8.39E-03 |
5.58E-03 |
ESG_low |
1.24E-01** |
- |
- |
- |
- |
- |
- |
- |
7.52E-02 |
3.04E-02 |
- |
2.84E-01** |
|
2.81E-02 |
- |
- |
- |
- |
- |
- |
- |
6.14E-02 |
1.97E-02 |
- |
9.21E-02 |
Covid*ESG_low |
1.75E-01** |
- |
- |
- |
- |
- |
- |
- |
1.35E-01 |
8.41E-02 |
- |
3.22E-01 |
|
8.09E-02 |
- |
- |
- |
- |
- |
- |
- |
1.76E-01 |
5.65E-02 |
- |
2.64E-01 |
ESG_high |
1.98E-01** |
3.54E-02 |
7.14E-03 |
- |
- |
- |
7.21E-03* |
- |
7.52E-02 |
- |
- |
5.68E-01** |
|
4.50E-02 |
1.28E-02 |
5.59E-03 |
- |
- |
- |
4.22E-03 |
- |
6.14E-02 |
- |
- |
1.84E-01 |
Covid*ESG_high |
2.79E-01** |
4.49E-02 |
1.23E-02 |
- |
- |
- |
4.33E-05 |
- |
1.35E-01 |
- |
- |
6.44E-01 |
|
1.29E-01 |
3.67E-02 |
1.60E-02 |
- |
- |
- |
1.21E-02 |
- |
1.76E-01 |
- |
- |
5.29E-01 |
Constant |
4.79E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
3.02E-03 |
5.14E-03* |
5.52E-03** |
|
1.23E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.77E-03 |
2.93E-03 |
1.95E-03 |
R-squared |
0.0435 |
0.0075 |
0.0115 |
0.0025 |
0.0117 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0160 |
0.0300 |
0.0225 |
|
Panel B. ESG score |
Covid |
2.33E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
8.04E-03 |
-1.47E-03 |
8.07E-04 |
|
3.53E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
7.93E-03 |
8.39E-03 |
5.57E-03 |
ESG_low |
1.41E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
3.04E-02 |
- |
2.83E-01** |
|
3.21E-02 |
- |
- |
- |
- |
- |
- |
- |
- |
1.97E-02 |
- |
9.20E-02 |
Covid*ESG_low |
1.98E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
8.41E-02 |
- |
3.18E-01 |
|
9.24E-02 |
- |
- |
- |
- |
- |
- |
- |
- |
5.65E-02 |
- |
2.64E-01 |
ESG_high |
6.59E-02** |
- |
3.57E-03 |
- |
- |
5.39E-03* |
3.60E-03* |
1.84E-02* |
- |
- |
- |
8.08E-02** |
|
1.50E-02 |
- |
2.79E-03 |
- |
- |
2.98E-03 |
2.11E-03 |
9.48E-03 |
- |
- |
- |
2.63E-02 |
Covid*ESG_high |
9.26E-02** |
- |
6.14E-03 |
- |
- |
2.24E-03 |
2.16E-05 |
9.13E-03 |
- |
- |
- |
9.10E-02 |
|
4.31E-02 |
- |
8.01E-03 |
- |
- |
8.54E-03 |
6.05E-03 |
2.72E-02 |
- |
- |
- |
7.54E-02 |
Constant |
4.79E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
3.02E-03 |
5.14E-03* |
5.50E-03** |
|
1.23E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.77E-03 |
2.93E-03 |
1.94E-03 |
R-squared |
0.0425 |
0.0075 |
0.0115 |
0.0025 |
0.0117 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0160 |
0.0300 |
0.0200 |
Table 2.
B. Panel data regression results for returns and Environmental (E) scores.
Table 2.
B. Panel data regression results for returns and Environmental (E) scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. Enviromental pillar score |
Covid |
2.36E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
7.86E-03 |
-1.47E-03 |
8.63E-04 |
|
3.53E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
7.63E-03 |
8.39E-03 |
5.51E-03 |
ESG_low |
3.20E-02** |
- |
- |
- |
- |
- |
- |
2.77E-02* |
3.76E-02 |
8.79E-03 |
- |
6.24E-02** |
|
7.26E-03 |
- |
- |
- |
- |
- |
- |
1.42E-02 |
3.07E-02 |
5.41E-03 |
- |
2.00E-02 |
Covid*ESG_low |
4.50E-02** |
- |
- |
- |
- |
- |
- |
1.37E-02 |
6.74E-02 |
2.38E-02 |
- |
7.08E-02 |
|
2.09E-02 |
- |
- |
- |
- |
- |
- |
4.08E-02 |
8.79E-02 |
1.55E-02 |
- |
5.74E-02 |
ESG_high |
3.00E-02** |
3.54E-02** |
3.57E-03 |
- |
- |
5.39E-03* |
3.60E-03* |
1.38E-02* |
2.51E-02 |
5.28E-02 |
2.48E-02* |
3.74E-02** |
|
6.82E-03 |
1.28E-02 |
2.79E-03 |
- |
- |
2.98E-03 |
2.11E-03 |
7.11E-03 |
2.05E-02 |
3.24E-02 |
1.37E-02 |
1.20E-02 |
Covid*ESG_high |
4.23E-02** |
4.49E-02 |
6.14E-03 |
- |
- |
2.24E-03 |
2.16E-05 |
6.85E-03 |
4.50E-02 |
1.42E-01 |
1.83E-02 |
4.25E-02 |
|
1.96E-02 |
3.67E-02 |
8.01E-03 |
- |
- |
8.54E-03 |
6.05E-03 |
2.04E-02 |
5.86E-02 |
9.30E-02 |
3.94E-02 |
3.45E-02 |
Constant |
4.79E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
3.10E-03 |
5.14E-03* |
5.51E-03** |
|
1.23E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.66E-03 |
2.93E-03 |
1.92E-03 |
R-squared |
0.0435 |
0.0075 |
0.0115 |
0.0025 |
0.0390 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0172 |
0.0300 |
0.0250 |
|
Panel B. Resource Use score |
Covid |
2.36E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
8.04E-03 |
-1.47E-03 |
8.64E-04 |
|
3.53E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
7.93E-03 |
8.39E-03 |
5.58E-03 |
ESG_low |
3.20E-02** |
- |
- |
- |
- |
- |
- |
2.77E-02* |
2.51E-02 |
1.01E-02 |
- |
5.16E-02** |
|
7.26E-03 |
- |
- |
- |
- |
- |
- |
1.42E-02 |
2.05E-02 |
6.57E-03 |
- |
1.68E-02 |
Covid*ESG_low |
4.50E-02** |
- |
- |
- |
- |
- |
- |
1.37E-02 |
4.50E-02 |
2.80E-02 |
- |
5.86E-02 |
|
2.09E-02 |
- |
- |
- |
- |
- |
- |
4.08E-02 |
5.86E-02 |
1.88E-02 |
- |
4.81E-02 |
ESG_high |
1.55E-02** |
8.84E-03** |
3.57E-03 |
- |
- |
5.39E-03* |
3.60E-03* |
9.22E-03* |
1.07E-02 |
5.07E-02 |
1.65E-02* |
1.58E-02** |
|
3.52E-03 |
3.19E-03 |
2.79E-03 |
- |
- |
2.98E-03 |
2.11E-03 |
4.74E-03 |
8.77E-03 |
3.28E-02 |
9.15E-03 |
5.12E-03 |
Covid*ESG_high |
2.18E-02** |
1.12E-02 |
6.14E-03 |
- |
- |
2.24E-03 |
2.16E-05 |
4.57E-03 |
1.93E-02 |
1.40E-01 |
1.22E-02 |
1.79E-02 |
|
1.01E-02 |
9.17E-03 |
8.01E-03 |
- |
- |
8.54E-03 |
6.05E-03 |
1.36E-02 |
2.51E-02 |
9.41E-02 |
2.62E-02 |
1.47E-02 |
Constant |
4.79E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
3.02E-03 |
5.14E-03* |
5.52E-03** |
|
1.23E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.77E-03 |
2.93E-03 |
1.95E-03 |
R-squared |
0.0435 |
0.0075 |
0.0115 |
0.0025 |
0.0390 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0333 |
0.0300 |
0.0225 |
|
Panel C. Emissions score |
Covid |
2.36E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
8.10E-03 |
-1.47E-03 |
8.42E-04 |
|
3.53E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
7.84E-03 |
8.39E-03 |
5.52E-03 |
ESG_low |
3.81E-02** |
- |
- |
- |
- |
- |
- |
- |
2.51E-02 |
1.17E-02 |
- |
5.68E-02** |
|
8.66E-03 |
- |
- |
- |
- |
- |
- |
- |
2.05E-02 |
7.49E-03 |
- |
1.82E-02 |
Covid*ESG_low |
5.37E-02** |
- |
- |
- |
- |
- |
- |
- |
4.50E-02 |
3.25E-02 |
- |
6.43E-02 |
|
2.49E-02 |
- |
- |
- |
- |
- |
- |
- |
5.86E-02 |
2.15E-02 |
- |
5.23E-02 |
ESG_high |
5.86E-03** |
7.07E-03** |
3.57E-03 |
4.03E-03 |
5.59E-03* |
5.39E-03* |
3.60E-03* |
3.95E-03* |
6.27E-03 |
6.07E-03 |
4.96E-03* |
6.24E-03** |
|
1.33E-03 |
2.56E-03 |
2.79E-03 |
2.91E-03 |
3.10E-03 |
2.98E-03 |
2.11E-03 |
2.03E-03 |
5.11E-03 |
3.89E-03 |
2.74E-03 |
2.00E-03 |
Covid*ESG_high |
8.26E-03** |
8.97E-03 |
6.14E-03 |
4.34E-03 |
1.28E-02 |
2.24E-03 |
2.16E-05 |
1.96E-03 |
1.12E-02 |
1.69E-02 |
3.67E-03 |
7.06E-03 |
|
3.83E-03 |
7.33E-03 |
8.01E-03 |
8.35E-03 |
8.89E-03 |
8.54E-03 |
6.05E-03 |
5.82E-03 |
1.47E-02 |
1.12E-02 |
7.87E-03 |
5.75E-03 |
Constant |
4.79E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
3.01E-03 |
5.14E-03* |
5.52E-03** |
|
1.23E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.73E-03 |
2.93E-03 |
1.93E-03 |
R-squared |
0.0435 |
0.0075 |
0.0115 |
0.0025 |
0.0390 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0345 |
0.0300 |
0.0225 |
|
Panel D. Innovation score |
Covid |
2.36E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
8.28E-03 |
-1.47E-03 |
8.46E-04 |
|
3.53E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
8.04E-03 |
8.39E-03 |
5.52E-03 |
ESG_low |
1.14E-02** |
3.54E-02** |
- |
- |
2.79E-02* |
- |
7.21E-03* |
9.22E-03* |
1.25E-02 |
5.07E-03 |
1.65E-02* |
1.43E-02** |
|
2.59E-03 |
1.28E-02 |
- |
- |
1.55E-02 |
- |
4.22E-03 |
4.74E-03 |
1.02E-02 |
3.35E-03 |
9.15E-03 |
4.60E-03 |
Covid*ESG_low |
1.61E-02** |
4.49E-02 |
- |
- |
6.41E-02 |
- |
4.33E-05 |
4.57E-03 |
2.25E-02 |
1.44E-02 |
1.22E-02 |
1.62E-02 |
|
7.44E-03 |
3.67E-02 |
- |
- |
4.45E-02 |
- |
1.21E-02 |
1.36E-02 |
2.93E-02 |
9.61E-03 |
2.62E-02 |
1.32E-02 |
ESG_high |
7.08E-02** |
- |
- |
- |
- |
- |
- |
5.53E-02* |
2.51E-02 |
7.35E-02 |
- |
7.16E-02** |
|
1.61E-02 |
- |
- |
- |
- |
- |
- |
2.84E-02 |
2.05E-02 |
4.86E-02 |
- |
2.30E-02 |
Covid*ESG_high |
9.97E-02** |
- |
- |
- |
- |
- |
- |
2.74E-02 |
4.50E-02 |
2.08E-01 |
- |
8.11E-02 |
|
4.62E-02 |
- |
- |
- |
- |
- |
- |
8.15E-02 |
5.86E-02 |
1.39E-01 |
- |
6.61E-02 |
Constant |
4.79E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
2.96E-03 |
5.14E-03* |
5.51E-03** |
|
1.23E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.80E-03 |
2.93E-03 |
1.93E-03 |
R-squared |
0.0435 |
0.0075 |
0.0115 |
0.0025 |
0.0390 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0343 |
0.0300 |
0.0225 |
Table 2.
C. Panel data regression results for returns and Social pillar (S) scores.
Table 2.
C. Panel data regression results for returns and Social pillar (S) scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. Social pillar score |
Covid |
2.20E-03 |
2.16E-03 |
2.93E-03 |
-3.54E-03 |
9.21E-03 |
-3.58E-03 |
-4.08E-03 |
-2.23E-03 |
4.47E-03 |
7.77E-03 |
-1.47E-03 |
7.55E-04 |
|
3.48E-03 |
7.82E-03 |
8.55E-03 |
5.43E-03 |
8.43E-03 |
9.11E-03 |
6.46E-03 |
5.95E-03 |
1.24E-02 |
7.31E-03 |
8.39E-03 |
5.14E-03 |
ESG_low |
1.13E-01** |
- |
- |
- |
- |
- |
- |
5.42E-02** |
7.17E-02 |
3.27E-02* |
- |
2.91E-01** |
|
2.53E-02 |
- |
- |
- |
- |
- |
- |
2.73E-02 |
6.06E-02 |
1.82E-02 |
- |
8.90E-02 |
Covid*ESG_low |
1.56E-01** |
- |
- |
- |
- |
- |
- |
2.68E-02 |
1.31E-01 |
8.45E-02 |
- |
3.26E-01 |
|
7.26E-02 |
- |
- |
- |
- |
- |
- |
7.82E-02 |
1.74E-01 |
5.21E-02 |
- |
2.56E-01 |
ESG_high |
2.74E-02** |
1.18E-02** |
3.57E-03 |
- |
2.91E-02** |
5.39E-03* |
3.60E-03* |
1.81E-02** |
2.39E-02 |
8.17E-02* |
- |
2.91E-02** |
|
6.14E-03 |
4.26E-03 |
2.79E-03 |
- |
1.38E-02 |
2.98E-03 |
2.11E-03 |
9.08E-03 |
2.02E-02 |
4.54E-02 |
- |
8.90E-03 |
Covid*ESG_high |
3.78E-02** |
1.50E-02 |
6.14E-03 |
- |
6.95E-02* |
2.24E-03 |
2.16E-05 |
8.93E-03 |
4.35E-02 |
2.11E-01 |
- |
3.26E-02 |
|
1.77E-02 |
1.22E-02 |
8.01E-03 |
- |
3.95E-02 |
8.54E-03 |
6.05E-03 |
2.61E-02 |
5.79E-02 |
1.30E-01 |
- |
2.56E-02 |
Constant |
4.80E-03** |
6.81E-03** |
3.21E-03 |
4.66E-03** |
4.69E-03 |
5.82E-03* |
4.10E-03* |
4.15E-03** |
4.24E-03 |
3.35E-03 |
5.14E-03* |
5.40E-03** |
|
1.21E-03 |
2.73E-03 |
2.98E-03 |
1.89E-03 |
2.94E-03 |
3.18E-03 |
2.25E-03 |
2.08E-03 |
4.31E-03 |
2.55E-03 |
2.93E-03 |
1.79E-03 |
R-squared |
0.0390 |
0.0075 |
0.0115 |
0.0413 |
0.0387 |
0.0150 |
0.0388 |
0.0135 |
0.0128 |
0.0366 |
0.0300 |
0.0200 |
|
Panel B. Workforce score |
Covid |
2.19E-03 |
2.16E-03 |
2.93E-03 |
7.34E-03 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.54E-03 |
4.53E-03 |
7.23E-03 |
-1.47E-03 |
7.37E-04 |
|
3.53E-03 |
7.82E-03 |
8.55E-03 |
9.09E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.07E-03 |
1.25E-02 |
7.41E-03 |
8.39E-03 |
5.46E-03 |
ESG_low |
9.39E-02** |
- |
- |
- |
- |
- |
- |
- |
7.52E-02 |
3.20E-02* |
- |
1.20E-01** |
|
2.10E-02 |
- |
- |
- |
- |
- |
- |
- |
6.14E-02 |
1.84E-02 |
- |
3.75E-02 |
Covid*ESG_low |
1.29E-01** |
- |
- |
- |
- |
- |
- |
- |
1.35E-01 |
8.03E-02 |
- |
1.34E-01 |
|
6.04E-02 |
- |
- |
- |
- |
- |
- |
- |
1.76E-01 |
5.28E-02 |
- |
1.08E-01 |
ESG_high |
1.38E-02** |
7.07E-03** |
3.57E-03 |
1.11E-02 |
6.99E-03* |
5.39E-03* |
3.60E-03* |
5.98E-03* |
1.07E-02 |
3.20E-02* |
1.24E-02* |
1.71E-02** |
|
3.08E-03 |
2.56E-03 |
2.79E-03 |
8.92E-03 |
3.88E-03 |
2.98E-03 |
2.11E-03 |
3.09E-03 |
8.77E-03 |
1.84E-02 |
6.86E-03 |
5.35E-03 |
Covid*ESG_high |
1.89E-02** |
8.97E-03 |
6.14E-03 |
3.04E-02 |
1.60E-02 |
2.24E-03 |
2.16E-05 |
2.50E-03 |
1.93E-02 |
8.03E-02 |
9.17E-03 |
1.91E-02 |
|
8.86E-03 |
7.33E-03 |
8.01E-03 |
2.56E-02 |
1.11E-02 |
8.54E-03 |
6.05E-03 |
8.86E-03 |
2.51E-02 |
5.28E-02 |
1.97E-02 |
1.54E-02 |
Constant |
4.90E-03** |
6.81E-03** |
3.21E-03 |
2.80E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.15E-03* |
4.46E-03 |
3.33E-03 |
5.14E-03* |
5.62E-03** |
|
1.23E-03 |
2.73E-03 |
2.98E-03 |
3.17E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.12E-03 |
4.37E-03 |
2.59E-03 |
2.93E-03 |
1.90E-03 |
R-squared |
0.0373 |
0.0075 |
0.0115 |
0.0316 |
0.0365 |
0.0150 |
0.0388 |
0.0170 |
0.0128 |
0.0308 |
0.0300 |
0.0175 |
|
Panel C. Human Rights score |
Covid |
2.25E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
7.91E-03 |
-1.47E-03 |
7.62E-04 |
|
3.55E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
7.82E-03 |
8.39E-03 |
5.52E-03 |
ESG_low |
1.48E-02** |
- |
- |
- |
- |
- |
- |
1.11E-02* |
3.76E-02 |
6.30E-03 |
1.24E-02* |
1.76E-02** |
|
3.37E-03 |
- |
- |
- |
- |
- |
- |
5.69E-03 |
3.07E-02 |
4.05E-03 |
6.86E-03 |
5.63E-03 |
Covid*ESG_low |
2.05E-02** |
- |
- |
- |
- |
- |
- |
5.48E-03 |
6.74E-02 |
1.73E-02 |
9.17E-03 |
1.97E-02 |
|
9.68E-03 |
- |
- |
- |
- |
- |
- |
1.63E-02 |
8.79E-02 |
1.16E-02 |
1.97E-02 |
1.62E-02 |
ESG_high |
3.20E-02** |
8.84E-03** |
3.57E-03 |
8.06E-03 |
1.40E-02* |
5.39E-03* |
3.60E-03* |
1.84E-02* |
2.51E-02 |
7.56E-02 |
- |
5.00E-02** |
|
7.26E-03 |
3.19E-03 |
2.79E-03 |
5.83E-03 |
7.76E-03 |
2.98E-03 |
2.11E-03 |
9.48E-03 |
2.05E-02 |
4.86E-02 |
- |
1.60E-02 |
Covid*ESG_high |
4.43E-02** |
1.12E-02 |
6.14E-03 |
8.69E-03 |
3.20E-02 |
2.24E-03 |
2.16E-05 |
9.13E-03 |
4.50E-02 |
2.08E-01 |
- |
5.59E-02 |
|
2.09E-02 |
9.17E-03 |
8.01E-03 |
1.67E-02 |
2.22E-02 |
8.54E-03 |
6.05E-03 |
2.72E-02 |
5.86E-02 |
1.39E-01 |
- |
4.58E-02 |
Constant |
4.84E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
3.01E-03 |
5.14E-03* |
5.57E-03** |
|
1.24E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.73E-03 |
2.93E-03 |
1.93E-03 |
R-squared |
0.0388 |
0.0075 |
0.0115 |
0.0025 |
0.0365 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0331 |
0.0300 |
0.0175 |
|
Panel D. Community score |
Covid |
2.25E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
5.55E-03 |
-3.58E-03 |
-4.08E-03 |
-2.40E-03 |
4.53E-03 |
8.04E-03 |
-1.47E-03 |
8.44E-04 |
|
3.51E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.18E-03 |
9.11E-03 |
6.46E-03 |
6.12E-03 |
1.25E-02 |
7.93E-03 |
8.39E-03 |
5.52E-03 |
ESG_low |
1.13E-01** |
- |
- |
- |
3.53E-02* |
- |
0.00E+00 |
2.06E-02** |
7.52E-02 |
7.61E-02 |
2.48E-02* |
- |
|
2.55E-02 |
- |
- |
- |
1.80E-02 |
- |
0.00E+00 |
1.00E-02 |
6.14E-02 |
4.92E-02 |
1.37E-02 |
- |
Covid*ESG_low |
1.57E-01** |
- |
- |
- |
6.46E-02 |
- |
0.00E+00 |
1.01E-02 |
1.35E-01 |
2.10E-01 |
1.83E-02 |
- |
|
7.33E-02 |
- |
- |
- |
5.17E-02 |
- |
0.00E+00 |
2.87E-02 |
1.76E-01 |
1.41E-01 |
3.94E-02 |
- |
ESG_high |
1.07E-02** |
3.54E-02 |
3.57E-03 |
4.03E-03 |
1.76E-02* |
5.39E-03* |
3.60E-03* |
1.24E-02** |
1.25E-02 |
1.52E-02 |
4.96E-02* |
9.20E-03** |
|
2.41E-03 |
1.28E-02 |
2.79E-03 |
2.91E-03 |
9.01E-03 |
2.98E-03 |
2.11E-03 |
6.01E-03 |
1.02E-02 |
9.85E-03 |
2.74E-02 |
2.98E-03 |
Covid*ESG_high |
1.49E-02** |
4.49E-02 |
6.14E-03 |
4.34E-03 |
3.23E-02 |
2.24E-03 |
2.16E-05 |
6.05E-03 |
2.25E-02 |
4.21E-02 |
3.67E-02 |
1.04E-02 |
|
6.94E-03 |
3.67E-02 |
8.01E-03 |
8.35E-03 |
2.58E-02 |
8.54E-03 |
6.05E-03 |
1.72E-02 |
2.93E-02 |
2.82E-02 |
7.87E-02 |
8.56E-03 |
Constant |
4.81E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
5.20E-03 |
5.82E-03* |
4.10E-03* |
4.42E-03* |
4.46E-03 |
3.02E-03 |
5.14E-03* |
5.47E-03* |
|
1.22E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.20E-03 |
3.18E-03 |
2.25E-03 |
2.14E-03 |
4.37E-03 |
2.77E-03 |
2.93E-03 |
1.93E-03 |
R-squared |
0.0398 |
0.0075 |
0.0115 |
0.0250 |
0.0355 |
0.0150 |
0.0388 |
0.0150 |
0.0128 |
0.0100 |
0.0300 |
0.0475 |
|
Panel E. Product Responsibility score |
Covid |
2.40E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.40E-03 |
4.53E-03 |
7.84E-03 |
-1.47E-03 |
1.05E-03 |
|
3.54E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.12E-03 |
1.25E-02 |
7.96E-03 |
8.39E-03 |
5.59E-03 |
ESG_low |
3.79E-02** |
- |
- |
- |
2.79E-02* |
- |
- |
3.09E-02** |
7.52E-02 |
1.05E-02 |
- |
7.35E-02** |
|
8.58E-03 |
- |
- |
- |
1.55E-02 |
- |
- |
1.50E-02 |
6.14E-02 |
6.77E-03 |
- |
2.38E-02 |
Covid*ESG_low |
5.35E-02** |
- |
- |
- |
6.41E-02 |
- |
- |
1.51E-02 |
1.35E-01 |
2.84E-02 |
- |
8.54E-02 |
|
2.47E-02 |
- |
- |
- |
4.45E-02 |
- |
- |
4.31E-02 |
1.76E-01 |
1.94E-02 |
- |
6.83E-02 |
ESG_high |
1.97E-02** |
1.18E-02** |
7.14E-03 |
- |
1.40E-02* |
5.39E-03* |
3.60E-03* |
1.03E-02** |
1.50E-02 |
5.26E-02 |
4.96E-02** |
2.10E-02** |
|
4.45E-03 |
4.26E-03 |
5.59E-03 |
- |
7.76E-03 |
2.98E-03 |
2.11E-03 |
5.00E-03 |
1.23E-02 |
3.38E-02 |
2.74E-02 |
6.79E-03 |
Covid*ESG_high |
2.78E-02** |
1.50E-02 |
1.23E-02 |
- |
3.20E-02 |
2.24E-03 |
2.16E-05 |
5.04E-03 |
2.70E-02 |
1.42E-01 |
3.67E-02 |
2.44E-02 |
|
1.28E-02 |
1.22E-02 |
1.60E-02 |
- |
2.22E-02 |
8.54E-03 |
6.05E-03 |
1.44E-02 |
3.52E-02 |
9.70E-02 |
7.87E-02 |
1.95E-02 |
Constant |
4.82E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.42E-03** |
4.46E-03 |
3.09E-03 |
5.14E-03* |
5.52E-03** |
|
1.24E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.14E-03 |
4.37E-03 |
2.78E-03 |
2.93E-03 |
1.95E-03 |
R-squared |
0.0443 |
0.0075 |
0.0115 |
0.0025 |
0.0365 |
0.0150 |
0.0388 |
0.0150 |
0.0128 |
0.0314 |
0.0300 |
0.0350 |
Table 2.
D. Panel data regression results for returns and Governance pillar (G) scores.
Table 2.
D. Panel data regression results for returns and Governance pillar (G) scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. Governance pillar score |
Covid |
2.20E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
7.22E-03 |
-1.47E-03 |
8.64E-04 |
|
3.51E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
7.71E-03 |
8.39E-03 |
5.58E-03 |
ESG_low |
1.65E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
4.94E-02 |
4.96E-02* |
2.84E-01** |
|
3.73E-02 |
- |
- |
- |
- |
- |
- |
- |
- |
3.19E-02 |
2.74E-02 |
9.21E-02 |
Covid*ESG_low |
2.27E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
1.30E-01 |
3.67E-02 |
3.22E-01 |
|
1.07E-01 |
- |
- |
- |
- |
- |
- |
- |
- |
9.15E-02 |
7.87E-02 |
2.64E-01 |
ESG_high |
3.80E-02** |
3.54E-02** |
3.57E-03 |
- |
- |
5.39E-03* |
7.21E-03* |
1.84E-02* |
3.76E-02 |
4.94E-02 |
4.96E-02* |
4.73E-02** |
|
8.61E-03 |
1.28E-02 |
2.79E-03 |
- |
- |
2.98E-03 |
4.22E-03 |
9.48E-03 |
3.07E-02 |
3.19E-02 |
2.74E-02 |
1.54E-02 |
Covid*ESG_high |
5.25E-02** |
4.49E-02 |
6.14E-03 |
- |
- |
2.24E-03 |
4.33E-05 |
9.13E-03 |
6.74E-02 |
1.30E-01 |
3.67E-02 |
5.37E-02 |
|
2.47E-02 |
3.67E-02 |
8.01E-03 |
- |
- |
8.54E-03 |
1.21E-02 |
2.72E-02 |
8.79E-02 |
9.15E-02 |
7.87E-02 |
4.41E-02 |
Constant |
4.79E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
3.02E-03 |
5.14E-03* |
5.52E-03** |
|
1.22E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.69E-03 |
2.93E-03 |
1.95E-03 |
R-squared |
0.0383 |
0.0075 |
0.0115 |
0.0025 |
0.0365 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0283 |
0.0300 |
0.0225 |
|
Panel B. Management score |
Covid |
2.36E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
8.04E-03 |
-1.47E-03 |
8.64E-04 |
|
3.53E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
7.93E-03 |
8.39E-03 |
5.58E-03 |
ESG_low |
1.10E-01** |
- |
- |
- |
- |
- |
- |
- |
7.52E-02 |
3.04E-02 |
4.96E-02* |
2.84E-01** |
|
2.50E-02 |
- |
- |
- |
- |
- |
- |
- |
6.14E-02 |
1.97E-02 |
2.74E-02 |
9.21E-02 |
Covid*ESG_low |
1.55E-01** |
- |
- |
- |
- |
- |
- |
- |
1.35E-01 |
8.41E-02 |
3.67E-02 |
3.22E-01 |
|
7.19E-02 |
- |
- |
- |
- |
- |
- |
- |
1.76E-01 |
5.65E-02 |
7.87E-02 |
2.64E-01 |
ESG_high |
2.20E-02** |
3.54E-02** |
3.57E-03 |
8.06E-03 |
- |
5.39E-03* |
3.60E-03* |
1.38E-02* |
2.51E-02 |
1.90E-02 |
4.96E-02* |
2.58E-02** |
|
5.00E-03 |
1.28E-02 |
2.79E-03 |
5.83E-03 |
- |
2.98E-03 |
2.11E-03 |
7.11E-03 |
2.05E-02 |
1.23E-02 |
2.74E-02 |
8.37E-03 |
Covid*ESG_high |
3.10E-02** |
4.49E-02 |
6.14E-03 |
8.69E-03 |
- |
2.24E-03 |
2.16E-05 |
6.85E-03 |
4.50E-02 |
5.26E-02 |
3.67E-02 |
2.93E-02 |
|
1.44E-02 |
3.67E-02 |
8.01E-03 |
1.67E-02 |
- |
8.54E-03 |
6.05E-03 |
2.04E-02 |
5.86E-02 |
3.53E-02 |
7.87E-02 |
2.40E-02 |
Constant |
4.79E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
3.02E-03 |
5.14E-03* |
5.52E-03** |
|
1.23E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.77E-03 |
2.93E-03 |
1.95E-03 |
R-squared |
0.0435 |
0.0075 |
0.0115 |
0.0025 |
0.0365 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0333 |
0.0300 |
0.0225 |
|
Panel C. Shareholders score |
Covid |
2.36E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
8.34E-03 |
-1.47E-03 |
9.70E-04 |
|
3.53E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
8.00E-03 |
8.39E-03 |
5.44E-03 |
ESG_low |
5.22E-02** |
3.54E-02** |
- |
8.06E-03 |
- |
- |
7.21E-03* |
- |
3.76E-02 |
3.41E-02 |
4.96E-02* |
6.48E-02** |
|
1.19E-02 |
1.28E-02 |
- |
5.83E-03 |
- |
- |
4.22E-03 |
- |
3.07E-02 |
2.29E-02 |
2.74E-02 |
2.05E-02 |
Covid*ESG_low |
7.35E-02** |
4.49E-02 |
- |
8.69E-03 |
- |
- |
4.33E-05 |
- |
6.74E-02 |
9.82E-02 |
3.67E-02 |
7.47E-02 |
|
3.41E-02 |
3.67E-02 |
- |
1.67E-02 |
- |
- |
1.21E-02 |
- |
8.79E-02 |
6.56E-02 |
7.87E-02 |
5.90E-02 |
ESG_high |
2.16E-02** |
3.54E-02** |
3.57E-03 |
- |
1.40E-02* |
5.39E-03** |
- |
1.84E-02* |
1.25E-02 |
3.41E-02 |
4.96E-02* |
2.24E-02** |
|
4.89E-03 |
1.28E-02 |
2.79E-03 |
- |
7.76E-03 |
2.98E-03 |
- |
9.48E-03 |
1.02E-02 |
2.29E-02 |
2.74E-02 |
7.11E-03 |
Covid*ESG_high |
3.04E-02** |
4.49E-02 |
6.14E-03 |
- |
3.20E-02 |
2.24E-03 |
- |
9.13E-03 |
2.25E-02 |
9.82E-02 |
3.67E-02 |
2.59E-02 |
|
1.41E-02 |
3.67E-02 |
8.01E-03 |
- |
2.22E-02 |
8.54E-03 |
- |
2.72E-02 |
2.93E-02 |
6.56E-02 |
7.87E-02 |
2.04E-02 |
Constant |
4.79E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
2.88E-03 |
5.14E-03* |
5.49E-03** |
|
1.23E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.79E-03 |
2.93E-03 |
1.90E-03 |
R-squared |
0.0435 |
0.0075 |
0.0115 |
0.0025 |
0.0365 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0351 |
0.0300 |
0.0300 |
|
Panel D. CSR Strategy score |
Covid |
2.38E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.27E-03 |
4.53E-03 |
8.28E-03 |
-1.47E-03 |
8.78E-04 |
|
3.53E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.21E-03 |
1.25E-02 |
8.04E-03 |
8.39E-03 |
5.52E-03 |
ESG_low |
2.86E-02** |
- |
- |
- |
2.79E-02* |
- |
- |
2.77E-02* |
1.88E-02 |
1.13E-02 |
- |
3.88E-02** |
|
6.43E-03 |
- |
- |
- |
1.55E-02 |
- |
- |
1.42E-02 |
1.53E-02 |
7.48E-03 |
- |
1.23E-02 |
Covid*ESG_low |
4.02E-02** |
- |
- |
- |
6.41E-02 |
- |
- |
1.37E-02 |
3.37E-02 |
3.20E-02 |
- |
4.40E-02 |
|
1.85E-02 |
- |
- |
- |
4.45E-02 |
- |
- |
4.08E-02 |
4.40E-02 |
2.14E-02 |
- |
3.52E-02 |
ESG_high |
1.51E-02** |
3.54E-02** |
3.57E-03 |
- |
- |
5.39E-03** |
7.21E-03* |
1.11E-02* |
1.50E-02 |
2.10E-02 |
1.24E-02* |
1.45E-02** |
|
3.41E-03 |
1.28E-02 |
2.79E-03 |
- |
- |
2.98E-03 |
4.22E-03 |
5.69E-03 |
1.23E-02 |
1.39E-02 |
6.86E-03 |
4.60E-03 |
Covid*ESG_high |
2.13E-02** |
4.49E-02 |
6.14E-03 |
- |
- |
2.24E-03 |
4.33E-05 |
5.48E-03 |
2.70E-02 |
5.95E-02 |
9.17E-03 |
1.65E-02 |
|
9.80E-03 |
3.67E-02 |
8.01E-03 |
- |
- |
8.54E-03 |
1.21E-02 |
1.63E-02 |
3.52E-02 |
3.98E-02 |
1.97E-02 |
1.32E-02 |
Constant |
4.84E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.23E-03* |
4.46E-03 |
2.96E-03 |
5.14E-03* |
5.59E-03** |
|
1.23E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.17E-03 |
4.37E-03 |
2.80E-03 |
2.93E-03 |
1.93E-03 |
R-squared |
0.0443 |
0.0075 |
0.0115 |
0.0025 |
0.0365 |
0.0150 |
0.0388 |
0.0130 |
0.0128 |
0.0343 |
0.0300 |
0.0250 |
Table 2.
E. Panel data regression results for returns and Controversies score.
Table 2.
E. Panel data regression results for returns and Controversies score.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
Covid |
2.52E-03 |
2.16E-03 |
2.93E-03 |
3.55E-04 |
8.23E-03 |
-3.58E-03 |
-4.08E-03 |
-2.11E-03 |
4.53E-03 |
7.80E-03 |
-1.47E-03 |
1.13E-03 |
|
3.57E-03 |
7.82E-03 |
8.55E-03 |
8.91E-03 |
9.49E-03 |
9.11E-03 |
6.46E-03 |
6.07E-03 |
1.25E-02 |
7.63E-03 |
8.39E-03 |
5.55E-03 |
ESG_low |
1.24E-01** |
- |
- |
- |
- |
- |
7.21E-03* |
- |
7.52E-02 |
- |
- |
9.46E-02** |
|
2.84E-02 |
- |
- |
- |
- |
- |
4.22E-03 |
- |
6.14E-02 |
- |
- |
3.05E-02 |
Covid*ESG_low |
1.78E-01** |
- |
- |
- |
- |
- |
4.33E-05 |
- |
1.35E-01 |
- |
- |
1.11E-01 |
|
8.17E-02 |
- |
- |
- |
- |
- |
1.21E-02 |
- |
1.76E-01 |
- |
- |
8.77E-02 |
ESG_high |
8.24E-03** |
1.18E-02** |
- |
4.03E-03 |
5.59E-03* |
- |
- |
9.50E-03 |
5.78E-03 |
4.37E-03 |
6.20E-03* |
1.16E-02** |
|
1.90E-03 |
4.26E-03 |
- |
2.91E-03 |
3.10E-03 |
- |
- |
4.30E-03 |
4.72E-03 |
2.86E-03 |
3.43E-03 |
3.74E-03 |
Covid*ESG_high |
1.18E-02** |
1.50E-02 |
- |
4.34E-03 |
1.28E-02 |
- |
- |
5.49E-03 |
1.04E-02 |
1.22E-02 |
4.59E-03 |
1.36E-02 |
|
5.45E-03 |
1.22E-02 |
- |
8.35E-03 |
8.89E-03 |
- |
- |
1.23E-02 |
1.35E-02 |
8.21E-03 |
9.84E-03 |
1.07E-02 |
Constant |
4.77E-03** |
6.81E-03** |
3.21E-03 |
3.99E-03 |
4.59E-03 |
5.82E-03* |
4.10E-03* |
4.64E-03** |
4.46E-03 |
2.86E-03 |
5.14E-03* |
5.48E-03** |
|
1.24E-03 |
2.73E-03 |
2.98E-03 |
3.11E-03 |
3.31E-03 |
3.18E-03 |
2.25E-03 |
2.12E-03 |
4.37E-03 |
2.66E-03 |
2.93E-03 |
1.94E-03 |
R-squared |
0.0241 |
0.0038 |
0.0058 |
0.0013 |
0.0183 |
0.0075 |
0.0194 |
0.0059 |
0.0064 |
0.0168 |
0.0150 |
0.0200 |
Table 3.
A. Panel data regression results for absolute returns and overall ESG scores.
Table 3.
A. Panel data regression results for absolute returns and overall ESG scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. ESG combined score |
Covid |
7.61E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.28E-03** |
1.18E-03** |
8.30E-03** |
|
2.79E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.19E-04 |
4.88E-04 |
3.71E-04 |
ESG_low |
3.15E-01** |
- |
- |
- |
- |
- |
- |
- |
3.24E-01** |
1.21E-01** |
- |
5.28E-01** |
|
2.52E-03 |
- |
- |
- |
- |
- |
- |
- |
3.69E-03 |
1.35E-03 |
- |
6.69E-03 |
Covid*ESG_low |
4.78E-01** |
- |
- |
- |
- |
- |
- |
- |
4.31E-01** |
1.76E-01** |
- |
8.96E-01** |
|
1.67E-02 |
- |
- |
- |
- |
- |
- |
- |
1.93E-02 |
7.05E-03 |
- |
3.07E-02 |
ESG_high |
5.04E-01** |
6.08E-02** |
2.20E-02** |
- |
- |
- |
1.70E-02** |
- |
3.24E-01** |
- |
- |
1.06E+00** |
|
4.03E-03 |
8.60E-04 |
3.83E-04 |
- |
- |
- |
2.79E-04 |
- |
3.69E-03 |
- |
- |
1.34E-02 |
Covid*ESG_high |
7.65E-01** |
8.08E-02** |
3.23E-02** |
- |
- |
- |
2.26E-02** |
- |
4.31E-01** |
- |
- |
1.79E+00** |
|
2.68E-02 |
3.92E-03 |
1.53E-03 |
- |
- |
- |
1.17E-03 |
- |
1.93E-02 |
- |
- |
6.15E-02 |
Constant |
1.20E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.49E-02** |
1.40E-02** |
9.45E-03** |
|
9.72E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.81E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0561 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0225 |
0.0113 |
0.0271 |
|
Panel B. ESG score |
Covid |
7.60E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.28E-03** |
1.18E-03** |
8.30E-03** |
|
2.78E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.19E-04 |
4.88E-04 |
3.70E-04 |
ESG_low |
3.60E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
1.21E-01** |
- |
5.27E-01** |
|
2.88E-03 |
- |
- |
- |
- |
- |
- |
- |
- |
1.35E-03 |
- |
6.68E-03 |
Covid*ESG_low |
5.46E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
1.76E-01** |
- |
8.95E-01** |
|
1.91E-02 |
- |
- |
- |
- |
- |
- |
- |
- |
7.05E-03 |
- |
3.07E-02 |
ESG_high |
1.68E-01** |
- |
1.10E-02** |
- |
- |
1.06E-02** |
8.52E-03** |
5.88E-02** |
- |
- |
- |
1.51E-01** |
|
1.34E-03 |
- |
1.92E-04 |
- |
- |
2.13E-04 |
1.40E-04 |
6.56E-04 |
- |
- |
- |
1.91E-03 |
Covid*ESG_high |
2.55E-01** |
- |
1.62E-02** |
- |
- |
1.52E-02** |
1.13E-02** |
8.89E-02** |
- |
- |
- |
2.56E-01** |
|
8.91E-03 |
- |
7.66E-04 |
- |
- |
8.01E-04 |
5.85E-04 |
3.39E-03 |
- |
- |
- |
8.77E-03 |
Constant |
1.20E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.49E-02** |
1.40E-02** |
9.43E-03** |
|
9.71E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.81E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0562 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0225 |
0.0113 |
0.0272 |
Table 3.
B. Panel data regression results for absolute returns and Environmental (E) scores.
Table 3.
B. Panel data regression results for absolute returns and Environmental (E) scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. Enviromental pillar score |
Covid |
7.61E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.49E-03** |
1.18E-03** |
8.22E-03** |
|
2.79E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.10E-04 |
4.88E-04 |
3.68E-04 |
ESG_low |
8.13E-02** |
- |
- |
- |
- |
- |
- |
8.81E-02** |
1.62E-01** |
3.43E-02** |
- |
1.16E-01** |
|
6.50E-04 |
- |
- |
- |
- |
- |
- |
9.84E-04 |
1.84E-03 |
3.80E-04 |
- |
1.46E-03 |
Covid*ESG_low |
1.23E-01** |
- |
- |
- |
- |
- |
- |
1.33E-01** |
2.15E-01** |
5.05E-02** |
- |
1.96E-01** |
|
4.32E-03 |
- |
- |
- |
- |
- |
- |
5.08E-03 |
9.67E-03 |
1.99E-03 |
- |
6.74E-03 |
ESG_high |
7.64E-02** |
6.08E-02** |
1.10E-02** |
- |
- |
1.06E-02** |
8.52E-03** |
4.41E-02** |
1.08E-01** |
2.06E-01** |
7.06E-02** |
6.96E-02** |
|
6.11E-04 |
8.60E-04 |
1.92E-04 |
- |
- |
2.13E-04 |
1.40E-04 |
4.92E-04 |
1.23E-03 |
2.28E-03 |
7.98E-04 |
8.76E-04 |
Covid*ESG_high |
1.16E-01** |
8.08E-02** |
1.62E-02** |
- |
- |
1.52E-02** |
1.13E-02** |
6.67E-02** |
1.44E-01** |
3.03E-01** |
7.58E-02** |
1.18E-01** |
|
4.05E-03 |
3.92E-03 |
7.66E-04 |
- |
- |
8.01E-04 |
5.85E-04 |
2.54E-03 |
6.44E-03 |
1.19E-02 |
4.35E-03 |
4.05E-03 |
Constant |
1.20E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.48E-02** |
1.40E-02** |
9.44E-03** |
|
9.72E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.78E-04 |
1.70E-04 |
1.28E-04 |
R-squared |
0.0561 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0243 |
0.0113 |
0.0270 |
|
Panel B. Resource Use score |
Covid |
7.61E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.28E-03** |
1.18E-03** |
8.30E-03** |
|
2.79E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.19E-04 |
4.88E-04 |
3.71E-04 |
ESG_low |
8.13E-02** |
- |
- |
- |
- |
- |
- |
8.81E-02** |
1.08E-01** |
4.04E-02** |
- |
9.60E-02** |
|
6.51E-04 |
- |
- |
- |
- |
- |
- |
9.84E-04 |
1.23E-03 |
4.50E-04 |
- |
1.22E-03 |
Covid*ESG_low |
1.23E-01** |
- |
- |
- |
- |
- |
- |
1.33E-01** |
1.44E-01** |
5.88E-02** |
- |
1.63E-01** |
|
4.32E-03 |
- |
- |
- |
- |
- |
- |
5.08E-03 |
6.44E-03 |
2.35E-03 |
- |
5.59E-03 |
ESG_high |
3.94E-02** |
1.52E-02** |
1.10E-02** |
- |
- |
1.06E-02** |
8.52E-03** |
2.94E-02** |
4.63E-02** |
2.02E-01** |
4.71E-02** |
2.93E-02** |
|
3.15E-04 |
2.15E-04 |
1.92E-04 |
- |
- |
2.13E-04 |
1.40E-04 |
3.28E-04 |
5.27E-04 |
2.25E-03 |
5.32E-04 |
3.72E-04 |
Covid*ESG_high |
5.97E-02** |
2.02E-02** |
1.62E-02** |
- |
- |
1.52E-02** |
1.13E-02** |
4.45E-02** |
6.15E-02** |
2.94E-01** |
5.05E-02** |
4.98E-02** |
|
2.09E-03 |
9.79E-04 |
7.66E-04 |
- |
- |
8.01E-04 |
5.85E-04 |
1.69E-03 |
2.76E-03 |
1.18E-02 |
2.90E-03 |
1.71E-03 |
Constant |
1.20E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.49E-02** |
1.40E-02** |
9.45E-03** |
|
9.72E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.81E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0561 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0225 |
0.0113 |
0.0271 |
|
Panel C. Emissions score |
Covid |
7.61E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.42E-03** |
1.18E-03** |
8.24E-03** |
|
2.79E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.16E-04 |
4.88E-04 |
3.69E-04 |
ESG_low |
9.69E-02** |
- |
- |
- |
- |
- |
- |
- |
1.08E-01** |
4.67E-02** |
- |
1.05E-01** |
|
7.76E-04 |
- |
- |
- |
- |
- |
- |
- |
1.23E-03 |
5.18E-04 |
- |
1.33E-03 |
Covid*ESG_low |
1.47E-01** |
- |
- |
- |
- |
- |
- |
- |
1.44E-01** |
6.84E-02** |
- |
1.79E-01** |
|
5.15E-03 |
- |
- |
- |
- |
- |
- |
- |
6.44E-03 |
2.71E-03 |
- |
6.13E-03 |
ESG_high |
1.49E-02** |
1.22E-02** |
1.10E-02** |
1.24E-02** |
1.61E-02** |
1.06E-02** |
8.52E-03** |
1.26E-02** |
2.70E-02** |
2.43E-02** |
1.41E-02** |
1.16E-02** |
|
1.19E-04 |
1.72E-04 |
1.92E-04 |
2.03E-04 |
2.15E-04 |
2.13E-04 |
1.40E-04 |
1.41E-04 |
3.07E-04 |
2.69E-04 |
1.60E-04 |
1.46E-04 |
Covid*ESG_high |
2.26E-02** |
1.62E-02** |
1.62E-02** |
1.76E-02** |
2.25E-02** |
1.52E-02** |
1.13E-02** |
1.91E-02** |
3.59E-02** |
3.55E-02** |
1.52E-02** |
1.96E-02** |
|
7.92E-04 |
7.83E-04 |
7.66E-04 |
8.44E-04 |
1.01E-03 |
8.01E-04 |
5.85E-04 |
7.26E-04 |
1.61E-03 |
1.41E-03 |
8.69E-04 |
6.74E-04 |
Constant |
1.20E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.50E-02** |
1.40E-02** |
9.44E-03** |
|
9.72E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.80E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0561 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0235 |
0.0113 |
0.0271 |
|
Panel D. Innovation score |
Covid |
7.61E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.41E-03** |
1.18E-03** |
8.25E-03** |
|
2.79E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.25E-04 |
4.88E-04 |
3.69E-04 |
ESG_low |
2.90E-02** |
6.08E-02** |
- |
- |
8.07E-02** |
- |
1.70E-02** |
2.94E-02** |
5.40E-02** |
2.06E-02** |
4.71E-02** |
2.66E-02** |
|
2.32E-04 |
8.60E-04 |
- |
- |
1.08E-03 |
- |
2.79E-04 |
3.28E-04 |
6.15E-04 |
2.30E-04 |
5.32E-04 |
3.36E-04 |
Covid*ESG_low |
4.39E-02** |
8.08E-02** |
- |
- |
1.12E-01** |
- |
2.26E-02** |
4.45E-02** |
7.18E-02** |
3.00E-02** |
5.05E-02** |
4.51E-02** |
|
1.54E-03 |
3.92E-03 |
- |
- |
5.03E-03 |
- |
1.17E-03 |
1.69E-03 |
3.22E-03 |
1.20E-03 |
2.90E-03 |
1.55E-03 |
ESG_high |
1.80E-01** |
- |
- |
- |
- |
- |
- |
1.76E-01** |
1.08E-01** |
2.99E-01** |
- |
1.33E-01** |
|
1.44E-03 |
- |
- |
- |
- |
- |
- |
1.97E-03 |
1.23E-03 |
3.33E-03 |
- |
1.68E-03 |
Covid*ESG_high |
2.73E-01** |
- |
- |
- |
- |
- |
- |
2.67E-01** |
1.44E-01** |
4.35E-01** |
- |
2.26E-01** |
|
9.56E-03 |
- |
- |
- |
- |
- |
- |
1.02E-02 |
6.44E-03 |
1.74E-02 |
- |
7.74E-03 |
Constant |
1.20E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.51E-02** |
1.40E-02** |
9.44E-03** |
|
9.72E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.83E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0561 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0226 |
0.0113 |
0.0271 |
Table 3.
C. Panel data regression results for absolute returns and Social pillar (S) scores.
Table 3.
C. Panel data regression results for absolute returns and Social pillar (S) scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. Social pillar score |
Covid |
7.59E-03** |
4.55E-03** |
5.87E-03** |
4.18E-03** |
6.23E-03** |
5.20E-03** |
3.15E-03** |
8.20E-03** |
8.29E-03** |
8.03E-03** |
1.18E-03** |
8.27E-03** |
|
2.75E-04 |
5.19E-04 |
5.75E-04 |
3.81E-04 |
5.84E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.28E-04 |
4.89E-04 |
4.88E-04 |
3.48E-04 |
ESG_low |
2.87E-01** |
- |
- |
- |
- |
- |
- |
1.90E-01** |
3.20E-01** |
1.18E-01** |
- |
5.67E-01** |
|
2.28E-03 |
- |
- |
- |
- |
- |
- |
2.00E-03 |
3.66E-03 |
1.28E-03 |
- |
6.66E-03 |
Covid*ESG_low |
4.35E-01** |
- |
- |
- |
- |
- |
- |
2.91E-01** |
4.29E-01** |
1.72E-01** |
- |
9.52E-01** |
|
1.52E-02 |
- |
- |
- |
- |
- |
- |
1.07E-02 |
1.91E-02 |
6.82E-03 |
- |
3.22E-02 |
ESG_high |
6.98E-02** |
2.03E-02** |
1.10E-02** |
- |
7.72E-02** |
1.06E-02** |
8.52E-03** |
6.32E-02** |
1.07E-01** |
2.96E-01** |
- |
5.67E-02** |
|
5.53E-04 |
2.87E-04 |
1.92E-04 |
- |
9.76E-04 |
2.13E-04 |
1.40E-04 |
6.65E-04 |
1.22E-03 |
3.19E-03 |
- |
6.66E-04 |
Covid*ESG_high |
1.06E-01** |
2.69E-02** |
1.62E-02** |
- |
1.05E-01** |
1.52E-02** |
1.13E-02** |
9.68E-02** |
1.43E-01** |
4.30E-01** |
- |
9.52E-02** |
|
3.70E-03 |
1.31E-03 |
7.66E-04 |
- |
4.75E-03 |
8.01E-04 |
5.85E-04 |
3.57E-03 |
6.36E-03 |
1.71E-02 |
- |
3.22E-03 |
Constant |
1.20E-02** |
1.16E-02** |
1.03E-02** |
8.54E-03** |
1.47E-02** |
9.95E-03** |
8.14E-03** |
1.26E-02** |
2.03E-02** |
1.46E-02** |
1.40E-02** |
9.70E-03** |
|
9.60E-05 |
1.81E-04 |
2.01E-04 |
1.33E-04 |
2.04E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.54E-04 |
1.71E-04 |
1.70E-04 |
1.21E-04 |
R-squared |
0.0570 |
0.0290 |
0.0389 |
0.0446 |
0.0211 |
0.0247 |
0.0212 |
0.0343 |
0.0120 |
0.0237 |
0.0113 |
0.0300 |
|
Panel B. Workforce score |
Covid |
7.55E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.18E-03** |
8.12E-03** |
8.39E-03** |
1.18E-03** |
8.16E-03** |
|
2.77E-04 |
5.19E-04 |
5.75E-04 |
6.29E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
3.97E-04 |
7.35E-04 |
4.91E-04 |
4.88E-04 |
3.65E-04 |
ESG_low |
2.34E-01** |
- |
- |
- |
- |
- |
- |
- |
3.24E-01** |
1.18E-01** |
- |
2.20E-01** |
|
1.87E-03 |
- |
- |
- |
- |
- |
- |
- |
3.69E-03 |
1.29E-03 |
- |
2.74E-03 |
Covid*ESG_low |
3.54E-01** |
- |
- |
- |
- |
- |
- |
- |
4.31E-01** |
1.74E-01** |
- |
3.70E-01** |
|
1.24E-02 |
- |
- |
- |
- |
- |
- |
- |
1.93E-02 |
6.81E-03 |
- |
1.27E-02 |
ESG_high |
3.43E-02** |
1.22E-02** |
1.10E-02** |
4.96E-02** |
2.02E-02** |
1.06E-02** |
8.52E-03** |
1.94E-02** |
4.63E-02** |
1.18E-01** |
3.53E-02** |
3.14E-02** |
|
2.74E-04 |
1.72E-04 |
1.92E-04 |
6.27E-04 |
2.69E-04 |
2.13E-04 |
1.40E-04 |
2.15E-04 |
5.27E-04 |
1.29E-03 |
3.99E-04 |
3.92E-04 |
Covid*ESG_high |
5.20E-02** |
1.62E-02** |
1.62E-02** |
6.50E-02** |
2.81E-02** |
1.52E-02** |
1.13E-02** |
2.92E-02** |
6.15E-02** |
1.74E-01** |
3.79E-02** |
5.29E-02** |
|
1.82E-03 |
7.83E-04 |
7.66E-04 |
3.07E-03 |
1.26E-03 |
8.01E-04 |
5.85E-04 |
1.12E-03 |
2.76E-03 |
6.81E-03 |
2.17E-03 |
1.82E-03 |
Constant |
1.19E-02** |
1.16E-02** |
1.03E-02** |
1.58E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.16E-02** |
2.06E-02** |
1.45E-02** |
1.40E-02** |
9.48E-03** |
|
9.67E-05 |
1.81E-04 |
2.01E-04 |
2.19E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.39E-04 |
2.56E-04 |
1.71E-04 |
1.70E-04 |
1.28E-04 |
R-squared |
0.0559 |
0.0290 |
0.0389 |
0.0327 |
0.0234 |
0.0247 |
0.0212 |
0.0281 |
0.0113 |
0.0254 |
0.0113 |
0.0270 |
|
Panel C. Human Rights score |
Covid |
7.61E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.38E-03** |
1.18E-03** |
8.23E-03** |
|
2.80E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.15E-04 |
4.88E-04 |
3.69E-04 |
ESG_low |
3.72E-02** |
- |
- |
- |
- |
- |
- |
3.53E-02** |
1.62E-01** |
2.52E-02** |
3.53E-02** |
3.24E-02** |
|
3.01E-04 |
- |
- |
- |
- |
- |
- |
3.94E-04 |
1.84E-03 |
2.80E-04 |
3.99E-04 |
4.11E-04 |
Covid*ESG_low |
5.65E-02** |
- |
- |
- |
- |
- |
- |
5.34E-02** |
2.15E-01** |
3.69E-02** |
3.79E-02** |
5.49E-02** |
|
1.98E-03 |
- |
- |
- |
- |
- |
- |
2.03E-03 |
9.67E-03 |
1.47E-03 |
2.17E-03 |
1.89E-03 |
ESG_high |
8.02E-02** |
1.52E-02** |
1.10E-02** |
2.49E-02** |
4.04E-02** |
1.06E-02** |
8.52E-03** |
5.88E-02** |
1.08E-01** |
3.03E-01** |
- |
9.18E-02** |
|
6.48E-04 |
2.15E-04 |
1.92E-04 |
4.06E-04 |
5.38E-04 |
2.13E-04 |
1.40E-04 |
6.56E-04 |
1.23E-03 |
3.36E-03 |
- |
1.16E-03 |
Covid*ESG_high |
1.22E-01** |
2.02E-02** |
1.62E-02** |
3.52E-02** |
5.62E-02** |
1.52E-02** |
1.13E-02** |
8.89E-02** |
1.44E-01** |
4.43E-01** |
- |
1.56E-01** |
|
4.26E-03 |
9.79E-04 |
7.66E-04 |
1.69E-03 |
2.52E-03 |
8.01E-04 |
5.85E-04 |
3.39E-03 |
6.44E-03 |
1.76E-02 |
- |
5.35E-03 |
Constant |
1.19E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.49E-02** |
1.40E-02** |
9.39E-03** |
|
9.76E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.80E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0557 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0232 |
0.0113 |
0.0270 |
|
Panel D. Community score |
Covid |
7.65E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.97E-03** |
5.20E-03** |
3.15E-03** |
7.34E-03** |
8.12E-03** |
8.28E-03** |
1.18E-03** |
8.33E-03** |
|
2.78E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.17E-04 |
6.44E-04 |
4.22E-04 |
4.06E-04 |
7.35E-04 |
5.19E-04 |
4.88E-04 |
3.70E-04 |
ESG_low |
2.86E-01** |
- |
- |
- |
9.31E-02** |
- |
- |
6.33E-02** |
3.24E-01** |
3.03E-01** |
7.06E-02** |
- |
|
2.30E-03 |
- |
- |
- |
1.25E-03 |
- |
- |
7.05E-04 |
3.69E-03 |
3.38E-03 |
7.98E-04 |
- |
Covid*ESG_low |
4.35E-01** |
- |
- |
- |
1.35E-01** |
- |
- |
9.56E-02** |
4.31E-01** |
4.41E-01** |
7.58E-02** |
- |
|
1.52E-02 |
- |
- |
- |
5.77E-03 |
- |
- |
3.65E-03 |
1.93E-02 |
1.76E-02 |
4.35E-03 |
- |
ESG_high |
2.71E-02** |
6.08E-02** |
1.10E-02** |
1.24E-02** |
4.66E-02** |
1.06E-02** |
8.52E-03** |
3.80E-02** |
5.40E-02** |
6.06E-02** |
1.41E-01** |
1.72E-02** |
|
2.18E-04 |
8.60E-04 |
1.92E-04 |
2.03E-04 |
6.24E-04 |
2.13E-04 |
1.40E-04 |
4.23E-04 |
6.15E-04 |
6.76E-04 |
1.60E-03 |
2.18E-04 |
Covid*ESG_high |
4.12E-02** |
8.08E-02** |
1.62E-02** |
1.76E-02** |
6.76E-02** |
1.52E-02** |
1.13E-02** |
5.73E-02** |
7.18E-02** |
8.82E-02** |
1.52E-01** |
2.93E-02** |
|
1.44E-03 |
3.92E-03 |
7.66E-04 |
8.44E-04 |
2.89E-03 |
8.01E-04 |
5.85E-04 |
2.19E-03 |
3.22E-03 |
3.53E-03 |
8.69E-03 |
1.00E-03 |
Constant |
1.19E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.46E-02** |
9.95E-03** |
8.14E-03** |
1.18E-02** |
2.06E-02** |
1.49E-02** |
1.40E-02** |
9.41E-03** |
|
9.69E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.15E-04 |
2.25E-04 |
1.47E-04 |
1.42E-04 |
2.56E-04 |
1.81E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0568 |
0.0225 |
0.0373 |
0.0206 |
0.0261 |
0.0218 |
0.0329 |
0.0383 |
0.0283 |
0.0362 |
0.0369 |
0.0277 |
|
Panel E. Product Responsibility score |
Covid |
5.35E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
6.14E-03** |
5.20E-03** |
3.15E-03** |
5.60E-03** |
6.76E-03** |
1.34E-03** |
1.18E-03** |
7.05E-03** |
|
1.95E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
5.36E-04 |
6.44E-04 |
4.22E-04 |
3.23E-04 |
6.35E-04 |
1.83E-04 |
4.88E-04 |
3.09E-04 |
ESG_low |
6.27E-02** |
- |
- |
- |
4.57E-02** |
- |
- |
6.90E-02** |
2.55E-01** |
4.40E-03** |
- |
1.14E-01** |
|
5.38E-04 |
- |
- |
- |
8.97E-04 |
- |
- |
8.37E-04 |
3.18E-03 |
1.58E-04 |
- |
1.44E-03 |
Covid*ESG_low |
9.76E-02** |
- |
- |
- |
7.27E-02** |
- |
- |
1.06E-01** |
3.44E-01** |
7.46E-03** |
- |
1.95E-01** |
|
3.35E-03 |
- |
- |
- |
3.35E-03 |
- |
- |
4.07E-03 |
1.56E-02 |
4.94E-04 |
- |
6.62E-03 |
ESG_high |
3.26E-02** |
2.03E-02** |
2.20E-02** |
- |
2.29E-02** |
1.06E-02** |
8.52E-03** |
2.30E-02** |
5.10E-02** |
2.20E-02** |
1.41E-01** |
3.26E-02** |
|
2.79E-04 |
2.87E-04 |
3.83E-04 |
- |
4.49E-04 |
2.13E-04 |
1.40E-04 |
2.79E-04 |
6.36E-04 |
7.88E-04 |
1.60E-03 |
4.11E-04 |
Covid*ESG_high |
5.07E-02** |
2.69E-02** |
3.23E-02** |
- |
3.63E-02** |
1.52E-02** |
1.13E-02** |
3.53E-02** |
6.88E-02** |
3.73E-02** |
1.52E-01** |
5.56E-02** |
|
1.74E-03 |
1.31E-03 |
1.53E-03 |
- |
1.68E-03 |
8.01E-04 |
5.85E-04 |
1.36E-03 |
3.13E-03 |
2.47E-03 |
8.69E-03 |
1.89E-03 |
Constant |
7.82E-03** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
8.40E-03** |
9.95E-03** |
8.14E-03** |
8.51E-03** |
1.62E-02** |
1.53E-03** |
1.40E-02** |
7.92E-03** |
|
6.82E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
1.87E-04 |
2.25E-04 |
1.47E-04 |
1.13E-04 |
2.22E-04 |
6.40E-05 |
1.70E-04 |
1.08E-04 |
R-squared |
0.0564 |
0.0290 |
0.0389 |
0.0346 |
0.0243 |
0.0247 |
0.0212 |
0.0261 |
0.0105 |
0.0051 |
0.0113 |
0.0280 |
Table 3.
D. Panel data regression results for absolute returns and Governance pillar (G) scores.
Table 3.
D. Panel data regression results for absolute returns and Governance pillar (G) scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. Governance pillar score |
Covid |
7.58E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.14E-03** |
1.18E-03** |
8.30E-03** |
|
2.78E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.09E-04 |
4.88E-04 |
3.71E-04 |
ESG_low |
4.17E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
1.95E-01** |
1.41E-01** |
5.28E-01** |
|
3.35E-03 |
- |
- |
- |
- |
- |
- |
- |
- |
2.21E-03 |
1.60E-03 |
6.69E-03 |
Covid*ESG_low |
6.33E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
2.86E-01** |
1.52E-01** |
8.96E-01** |
|
2.21E-02 |
- |
- |
- |
- |
- |
- |
- |
- |
1.14E-02 |
8.69E-03 |
3.07E-02 |
ESG_high |
9.61E-02** |
6.08E-02** |
1.10E-02** |
- |
- |
1.06E-02** |
1.70E-02** |
5.88E-02** |
1.62E-01** |
1.95E-01** |
1.41E-01** |
8.80E-02** |
|
7.74E-04 |
8.60E-04 |
1.92E-04 |
- |
- |
2.13E-04 |
2.79E-04 |
6.56E-04 |
1.84E-03 |
2.21E-03 |
1.60E-03 |
1.12E-03 |
Covid*ESG_high |
1.46E-01** |
8.08E-02** |
1.62E-02** |
- |
- |
1.52E-02** |
2.26E-02** |
8.89E-02** |
2.15E-01** |
2.86E-01** |
1.52E-01** |
1.49E-01** |
|
5.11E-03 |
3.92E-03 |
7.66E-04 |
- |
- |
8.01E-04 |
1.17E-03 |
3.39E-03 |
9.67E-03 |
1.14E-02 |
8.69E-03 |
5.12E-03 |
Constant |
1.19E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.44E-02** |
1.40E-02** |
9.45E-03** |
|
9.71E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.78E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0559 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0225 |
0.0113 |
0.0271 |
|
Panel B. Management score |
Covid |
7.61E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.28E-03** |
1.18E-03** |
8.30E-03** |
|
2.79E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.19E-04 |
4.88E-04 |
3.71E-04 |
ESG_low |
2.80E-01** |
- |
- |
- |
- |
- |
- |
- |
3.24E-01** |
1.21E-01** |
1.41E-01** |
5.28E-01** |
|
2.24E-03 |
- |
- |
- |
- |
- |
- |
- |
3.69E-03 |
1.35E-03 |
1.60E-03 |
6.69E-03 |
Covid*ESG_low |
4.25E-01** |
- |
- |
- |
- |
- |
- |
- |
4.31E-01** |
1.76E-01** |
1.52E-01** |
8.96E-01** |
|
1.49E-02 |
- |
- |
- |
- |
- |
- |
- |
1.93E-02 |
7.05E-03 |
8.69E-03 |
3.07E-02 |
ESG_high |
5.60E-02** |
6.08E-02** |
1.10E-02** |
2.49E-02** |
- |
1.06E-02** |
8.52E-03** |
4.41E-02** |
1.08E-01** |
7.58E-02** |
1.41E-01** |
4.80E-02** |
|
4.48E-04 |
8.60E-04 |
1.92E-04 |
4.06E-04 |
- |
2.13E-04 |
1.40E-04 |
4.92E-04 |
1.23E-03 |
8.44E-04 |
1.60E-03 |
6.08E-04 |
Covid*ESG_high |
8.49E-02** |
8.08E-02** |
1.62E-02** |
3.52E-02** |
- |
1.52E-02** |
1.13E-02** |
6.67E-02** |
1.44E-01** |
1.10E-01** |
1.52E-01** |
8.15E-02** |
|
2.97E-03 |
3.92E-03 |
7.66E-04 |
1.69E-03 |
- |
8.01E-04 |
5.85E-04 |
2.54E-03 |
6.44E-03 |
4.41E-03 |
8.69E-03 |
2.79E-03 |
Constant |
1.20E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.49E-02** |
1.40E-02** |
9.45E-03** |
|
9.72E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.81E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0561 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0225 |
0.0113 |
0.0271 |
|
Panel C. Shareholders score |
Covid |
7.61E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.66E-03** |
1.18E-03** |
8.17E-03** |
|
2.79E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.26E-04 |
4.88E-04 |
3.65E-04 |
ESG_low |
1.33E-01** |
6.08E-02** |
- |
2.49E-02** |
- |
- |
1.70E-02** |
- |
1.62E-01** |
1.40E-01** |
1.41E-01** |
1.23E-01** |
|
1.06E-03 |
8.60E-04 |
- |
4.06E-04 |
- |
- |
2.79E-04 |
- |
1.84E-03 |
1.58E-03 |
1.60E-03 |
1.51E-03 |
Covid*ESG_low |
2.01E-01** |
8.08E-02** |
- |
3.52E-02** |
- |
- |
2.26E-02** |
- |
2.15E-01** |
2.06E-01** |
1.52E-01** |
2.05E-01** |
|
7.04E-03 |
3.92E-03 |
- |
1.69E-03 |
- |
- |
1.17E-03 |
- |
9.67E-03 |
8.15E-03 |
8.69E-03 |
7.08E-03 |
ESG_high |
5.48E-02** |
6.08E-02** |
1.10E-02** |
- |
4.04E-02** |
1.06E-02** |
- |
5.88E-02** |
5.40E-02** |
1.40E-01** |
1.41E-01** |
4.24E-02** |
|
4.38E-04 |
8.60E-04 |
1.92E-04 |
- |
5.38E-04 |
2.13E-04 |
- |
6.56E-04 |
6.15E-04 |
1.58E-03 |
1.60E-03 |
5.21E-04 |
Covid*ESG_high |
8.31E-02** |
8.08E-02** |
1.62E-02** |
- |
5.62E-02** |
1.52E-02** |
- |
8.89E-02** |
7.18E-02** |
2.06E-01** |
1.52E-01** |
7.11E-02** |
|
2.91E-03 |
3.92E-03 |
7.66E-04 |
- |
2.52E-03 |
8.01E-04 |
- |
3.39E-03 |
3.22E-03 |
8.15E-03 |
8.69E-03 |
2.45E-03 |
Constant |
1.20E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.49E-02** |
1.40E-02** |
9.61E-03** |
|
9.72E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.83E-04 |
1.70E-04 |
1.27E-04 |
R-squared |
0.0561 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0238 |
0.0113 |
0.0272 |
|
Panel D. CSR Strategy score |
Covid |
7.61E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.36E-03** |
8.12E-03** |
8.41E-03** |
1.18E-03** |
8.25E-03** |
|
2.79E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
4.05E-04 |
7.35E-04 |
5.25E-04 |
4.88E-04 |
3.69E-04 |
ESG_low |
7.19E-02** |
- |
- |
- |
8.07E-02 |
- |
- |
8.81E-02** |
8.09E-02** |
4.59E-02** |
- |
7.07E-02** |
|
5.76E-04 |
- |
- |
- |
1.08E-03 |
- |
- |
9.84E-04 |
9.22E-04 |
5.13E-04 |
- |
8.97E-04 |
Covid*ESG_low |
1.09E-01** |
- |
- |
- |
1.12E-01 |
- |
- |
1.33E-01** |
1.08E-01** |
6.70E-02** |
- |
1.20E-01** |
|
3.82E-03 |
- |
- |
- |
5.03E-03 |
- |
- |
5.08E-03 |
4.83E-03 |
2.67E-03 |
- |
4.12E-03 |
ESG_high |
3.81E-02** |
6.08E-02** |
1.10E-02** |
- |
- |
1.06E-02** |
1.70E-02** |
3.53E-02** |
6.48E-02** |
8.53E-02** |
3.53E-02** |
2.65E-02** |
|
3.06E-04 |
8.60E-04 |
1.92E-04 |
- |
- |
2.13E-04 |
2.79E-04 |
3.94E-04 |
7.38E-04 |
9.52E-04 |
3.99E-04 |
3.36E-04 |
Covid*ESG_high |
5.78E-02** |
8.08E-02** |
1.62E-02** |
- |
- |
1.52E-02** |
2.26E-02** |
5.34E-02** |
8.62E-02** |
1.24E-01** |
3.79E-02** |
4.50E-02** |
|
2.02E-03 |
3.92E-03 |
7.66E-04 |
- |
- |
8.01E-04 |
1.17E-03 |
2.03E-03 |
3.87E-03 |
4.96E-03 |
2.17E-03 |
1.54E-03 |
Constant |
1.20E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.17E-02** |
2.06E-02** |
1.51E-02** |
1.40E-02** |
9.39E-03** |
|
9.73E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.41E-04 |
2.56E-04 |
1.83E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0560 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0285 |
0.0113 |
0.0226 |
0.0113 |
0.0270 |
Table 3.
E. Panel data regression results for absolute returns and Controversies score.
Table 3.
E. Panel data regression results for absolute returns and Controversies score.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
Covid |
7.66E-03** |
4.55E-03** |
5.87E-03** |
5.87E-03** |
7.23E-03** |
5.20E-03** |
3.15E-03** |
7.30E-03** |
8.12E-03** |
8.57E-03** |
1.18E-03** |
8.29E-03** |
|
2.81E-04 |
5.19E-04 |
5.75E-04 |
6.11E-04 |
6.42E-04 |
6.44E-04 |
4.22E-04 |
3.99E-04 |
7.35E-04 |
5.08E-04 |
4.88E-04 |
3.71E-04 |
ESG_low |
3.17E-01** |
- |
- |
- |
- |
- |
1.70E-02** |
- |
3.24E-01** |
- |
- |
1.79E-01** |
|
2.54E-03 |
- |
- |
- |
- |
- |
2.79E-04 |
- |
3.69E-03 |
- |
- |
2.23E-03 |
Covid*ESG_low |
4.81E-01** |
- |
- |
- |
- |
- |
2.26E-02** |
- |
4.31E-01** |
- |
- |
3.01E-01** |
|
1.68E-02 |
- |
- |
- |
- |
- |
1.17E-03 |
- |
1.93E-02 |
- |
- |
1.04E-02 |
ESG_high |
2.11E-02** |
2.03E-02** |
- |
1.24E-02** |
1.61E-02** |
- |
- |
2.69E-02** |
2.49E-02** |
1.83E-02** |
1.77E-02** |
2.19E-02** |
|
1.70E-04 |
2.87E-04 |
- |
2.03E-04 |
2.15E-04 |
- |
- |
3.01E-04 |
2.84E-04 |
2.01E-04 |
2.00E-04 |
2.73E-04 |
Covid*ESG_high |
3.21E-02** |
2.69E-02** |
- |
1.76E-02** |
2.25E-02** |
- |
- |
4.08E-02** |
3.31E-02** |
2.69E-02** |
1.89E-02** |
3.69E-02** |
|
1.12E-03 |
1.31E-03 |
- |
8.44E-04 |
1.01E-03 |
- |
- |
1.55E-03 |
1.49E-03 |
1.06E-03 |
1.09E-03 |
1.27E-03 |
Constant |
1.21E-02** |
1.16E-02** |
1.03E-02** |
1.17E-02** |
1.53E-02** |
9.95E-03** |
8.14E-03** |
1.15E-02** |
2.06E-02** |
1.49E-02** |
1.40E-02** |
9.61E-03** |
|
9.81E-05 |
1.81E-04 |
2.01E-04 |
2.13E-04 |
2.24E-04 |
2.25E-04 |
1.47E-04 |
1.39E-04 |
2.56E-04 |
1.77E-04 |
1.70E-04 |
1.29E-04 |
R-squared |
0.0559 |
0.0290 |
0.0389 |
0.0346 |
0.0234 |
0.0247 |
0.0212 |
0.0287 |
0.0113 |
0.0249 |
0.0113 |
0.0271 |
Table 4.
A. Panel data regression results for risk-adjusted returns and overall ESG scores.
Table 4.
A. Panel data regression results for risk-adjusted returns and overall ESG scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. ESG combined score |
Covid |
1.10E-03 |
1.64E-03 |
1.71E-03 |
-1.37E-03 |
1.58E-03 |
-4.28E-03 |
-2.64E-03 |
-4.88E-04 |
5.04E-03 |
5.33E-03 |
-2.26E-03 |
-4.19E-04 |
|
1.97E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.68E-03 |
3.43E-03 |
5.80E-03 |
3.28E-03 |
4.32E-03 |
3.33E-03 |
ESG_low |
1.26E-01** |
- |
- |
- |
- |
- |
- |
- |
2.74E-02 |
2.45E-02** |
- |
3.45E-01** |
|
1.57E-02 |
- |
- |
- |
- |
- |
- |
- |
2.84E-02 |
8.16E-03 |
- |
5.50E-02 |
Covid*ESG_low |
1.50E-01** |
- |
- |
- |
- |
- |
- |
- |
9.37E-02 |
6.00E-02** |
- |
3.26E-01** |
|
4.55E-02 |
- |
- |
- |
- |
- |
- |
- |
8.15E-02 |
2.34E-02 |
- |
1.59E-01 |
ESG_high |
2.02E-01** |
3.25E-02** |
1.05E-02** |
- |
- |
- |
1.22E-02** |
- |
2.74E-02 |
- |
- |
6.90E-01** |
|
2.52E-02 |
7.10E-03 |
3.51E-03 |
- |
- |
- |
3.71E-03 |
- |
2.84E-02 |
- |
- |
1.10E-01 |
Covid*ESG_high |
2.39E-01** |
3.97E-02* |
1.35E-02 |
- |
- |
- |
7.55E-03 |
- |
9.37E-02 |
- |
- |
6.53E-01** |
|
7.29E-02 |
2.04E-02 |
1.01E-02 |
- |
- |
- |
1.07E-02 |
- |
8.15E-02 |
- |
- |
3.18E-01 |
Constant |
5.04E-03** |
6.30E-03** |
5.03E-03** |
4.47E-03** |
3.54E-03** |
5.53E-03** |
6.41E-03** |
3.93E-03** |
1.21E-03 |
2.57E-03** |
3.11E-03** |
6.88E-03** |
|
6.89E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.02E-03 |
1.15E-03 |
1.51E-03 |
1.16E-03 |
R-squared |
0.0317 |
0.0147 |
0.0104 |
0.0080 |
0.0160 |
0.0255 |
0.0224 |
0.0213 |
0.0260 |
0.0272 |
0.0283 |
0.0160 |
|
Panel B. ESG score |
Covid |
1.05E-03 |
1.65E-03 |
1.71E-03 |
-1.34E-03 |
1.57E-03 |
-4.28E-03 |
-2.64E-03 |
-4.84E-04 |
4.92E-03 |
5.32E-03 |
-2.25E-03 |
-4.79E-04 |
|
1.97E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.68E-03 |
3.43E-03 |
5.75E-03 |
3.28E-03 |
4.32E-03 |
3.33E-03 |
ESG_low |
1.44E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
2.45E-02** |
- |
3.45E-01** |
|
1.80E-02 |
- |
- |
- |
- |
- |
- |
- |
- |
8.16E-03 |
- |
5.50E-02 |
Covid*ESG_low |
1.70E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
6.00E-02 |
- |
3.24E-01** |
|
5.21E-02 |
- |
- |
- |
- |
- |
- |
- |
- |
2.34E-02 |
- |
1.59E-01 |
ESG_high |
6.74E-02** |
- |
5.24E-03** |
- |
- |
5.00E-03** |
6.09E-03** |
1.80E-02** |
- |
- |
- |
9.86E-02** |
|
8.39E-03 |
- |
1.75E-03 |
- |
- |
2.00E-03 |
1.86E-03 |
5.24E-03 |
- |
- |
- |
1.57E-02 |
Covid*ESG_high |
7.95E-02** |
- |
6.74E-03 |
- |
- |
1.24E-03 |
3.78E-03 |
1.61E-02 |
- |
- |
- |
9.25E-02** |
|
2.43E-02 |
- |
5.03E-03 |
- |
- |
5.73E-03 |
5.33E-03 |
1.50E-02 |
- |
- |
- |
4.54E-02 |
Constant |
5.06E-03** |
6.29E-03** |
5.03E-03** |
4.45E-03** |
3.54E-03** |
5.53E-03** |
6.41E-03** |
3.92E-03** |
1.33E-03 |
2.58E-03** |
3.10E-03** |
6.89E-03** |
|
6.89E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.00E-03 |
1.15E-03 |
1.51E-03 |
1.16E-03 |
R-squared |
0.0296 |
0.0149 |
0.0104 |
0.0075 |
0.0160 |
0.0127 |
0.0224 |
0.0040 |
0.0114 |
0.0170 |
0.0140 |
0.0213 |
Table 4.
B. Panel data regression results for risk-adjusted returns and Environmental (E) scores.
Table 4.
B. Panel data regression results for risk-adjusted returns and Environmental (E) scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. Environmental pillar score |
Covid |
1.09E-03 |
1.65E-03 |
1.71E-03 |
-1.35E-03 |
1.57E-03 |
-4.28E-03 |
-2.64E-03 |
-4.84E-04 |
4.96E-03 |
5.06E-03 |
-2.25E-03 |
-3.78E-04 |
|
1.97E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.68E-03 |
3.43E-03 |
5.76E-03 |
3.14E-03 |
4.32E-03 |
3.30E-03 |
ESG_low |
3.26E-02** |
- |
- |
- |
- |
- |
- |
2.71E-02** |
1.42E-02 |
7.32E-03** |
- |
7.56E-02** |
|
4.06E-03 |
- |
- |
- |
- |
- |
- |
7.85E-03 |
1.41E-02 |
2.22E-03 |
- |
1.20E-02 |
Covid*ESG_low |
3.86E-02** |
- |
- |
- |
- |
- |
- |
2.41E-02 |
4.69E-02 |
1.70E-02** |
- |
7.19E-02** |
|
1.18E-02 |
- |
- |
- |
- |
- |
- |
2.26E-02 |
4.05E-02 |
6.37E-03 |
- |
3.45E-02 |
ESG_high |
3.06E-02** |
3.25E-02** |
5.24E-03** |
- |
- |
5.00E-03** |
6.09E-03** |
1.35E-02** |
9.45E-03 |
4.39E-02** |
1.42E-02** |
4.54E-02** |
|
3.81E-03 |
7.10E-03 |
1.75E-03 |
- |
- |
2.00E-03 |
1.86E-03 |
3.93E-03 |
9.42E-03 |
1.33E-02 |
7.07E-03 |
7.18E-03 |
Covid*ESG_high |
3.63E-02** |
3.97E-02* |
6.74E-03 |
- |
- |
1.24E-03 |
3.78E-03 |
1.20E-02 |
3.12E-02 |
1.02E-01** |
4.29E-03 |
4.32E-02** |
|
1.10E-02 |
2.04E-02 |
5.03E-03 |
- |
- |
5.73E-03 |
5.33E-03 |
1.13E-02 |
2.70E-02 |
3.82E-02 |
2.03E-02 |
2.07E-02 |
Constant |
5.05E-03** |
6.29E-03** |
5.03E-03** |
4.45E-03** |
3.55E-03** |
5.53E-03** |
6.41E-03** |
3.92E-03** |
1.29E-03 |
2.76E-03** |
3.10E-03** |
6.85E-03** |
|
6.89E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.01E-03 |
1.09E-03 |
1.51E-03 |
1.15E-03 |
R-squared |
0.0197 |
0.0093 |
0.0065 |
0.0048 |
0.0098 |
0.0318 |
0.0140 |
0.0013 |
0.0048 |
0.0168 |
0.0105 |
0.0200 |
|
Panel B. Resource Use score |
Covid |
1.11E-03 |
1.64E-03 |
1.71E-03 |
-1.37E-03 |
1.56E-03 |
-4.28E-03 |
-2.64E-03 |
-4.82E-04 |
5.15E-03 |
5.33E-03 |
-2.26E-03 |
-4.10E-04** |
|
1.98E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.68E-03 |
3.43E-03 |
5.86E-03 |
3.28E-03 |
4.32E-03 |
3.33E-03 |
ESG_low |
3.25E-02** |
- |
- |
- |
- |
- |
- |
2.70E-02** |
8.62E-03 |
8.16E-03** |
- |
6.26E-02** |
|
4.06E-03 |
- |
- |
- |
- |
- |
- |
7.86E-03 |
9.58E-03 |
2.72E-03 |
- |
1.00E-02 |
Covid*ESG_low |
3.86E-02** |
- |
- |
- |
- |
- |
- |
2.41E-02 |
3.12E-02 |
2.00E-02** |
- |
5.93E-02** |
|
1.18E-02 |
- |
- |
- |
- |
- |
- |
2.26E-02 |
2.74E-02 |
7.80E-03 |
- |
2.89E-02 |
ESG_high |
1.57E-02** |
8.13E-03** |
5.24E-03** |
- |
- |
5.00E-03** |
6.09E-03** |
9.01E-03** |
3.69E-03 |
4.08E-02** |
9.47E-03** |
1.91E-02** |
|
1.97E-03 |
1.77E-03 |
1.75E-03 |
- |
- |
2.00E-03 |
1.86E-03 |
2.62E-03 |
4.10E-03 |
1.36E-02 |
4.71E-03 |
3.06E-03 |
Covid*ESG_high |
1.87E-02** |
9.93E-03* |
6.74E-03 |
- |
- |
1.24E-03 |
3.78E-03 |
8.03E-03 |
1.34E-02 |
1.00E-01** |
2.86E-03 |
1.81E-02** |
|
5.70E-03 |
5.10E-03 |
5.03E-03 |
- |
- |
5.73E-03 |
5.33E-03 |
7.52E-03 |
1.18E-02 |
3.90E-02 |
1.35E-02 |
8.82E-03 |
Constant |
5.03E-03** |
6.30E-03** |
5.03E-03** |
4.47E-03** |
3.56E-03** |
5.53E-03** |
6.41E-03** |
3.92E-03** |
1.10E-03 |
2.57E-03** |
3.12E-03** |
6.87E-03** |
|
6.89E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.04E-03 |
1.15E-03 |
1.51E-03 |
1.16E-03 |
R-squared |
0.0203 |
0.0092 |
0.0065 |
0.0050 |
0.0097 |
0.0191 |
0.0140 |
0.0013 |
0.0050 |
0.0170 |
0.0106 |
0.0240 |
|
Panel C. Emissions score |
Covid |
1.09E-03 |
1.65E-03 |
1.72E-03 |
-1.34E-03 |
1.57E-03 |
-4.28E-03 |
-2.62E-03 |
-4.81E-04 |
4.96E-03 |
5.18E-03 |
-2.25E-03 |
-3.68E-04 |
|
1.97E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.67E-03 |
3.43E-03 |
5.76E-03 |
3.21E-03 |
4.32E-03 |
3.30E-03 |
ESG_low |
3.89E-02** |
- |
- |
- |
- |
- |
- |
- |
9.47E-03 |
9.56E-03** |
- |
6.88E-02** |
|
4.84E-03 |
- |
- |
- |
- |
- |
- |
- |
9.42E-03 |
3.07E-03 |
- |
1.09E-02 |
Covid*ESG_low |
4.60E-02** |
- |
- |
- |
- |
- |
- |
- |
3.12E-02 |
2.29E-02** |
- |
6.56E-02** |
|
1.40E-02 |
- |
- |
- |
- |
- |
- |
- |
2.70E-02 |
8.81E-03 |
- |
3.14E-02 |
ESG_high |
5.98E-03** |
6.49E-03** |
5.23E-03** |
4.28E-03** |
3.74E-03** |
5.01E-03** |
6.08E-03** |
3.86E-03** |
2.37E-03 |
4.97E-03** |
2.83E-03** |
7.56E-03** |
|
7.45E-04 |
1.42E-03 |
1.75E-03 |
1.62E-03 |
1.31E-03 |
2.00E-03 |
1.85E-03 |
1.12E-03 |
2.35E-03 |
1.60E-03 |
1.41E-03 |
1.20E-03 |
Covid*ESG_high |
7.08E-03** |
7.94E-03* |
6.74E-03 |
3.10E-03 |
5.12E-03 |
1.24E-03 |
3.78E-03 |
3.44E-03 |
7.81E-03 |
1.19E-02** |
8.58E-04 |
7.20E-03** |
|
2.16E-03 |
4.08E-03 |
5.03E-03 |
4.66E-03 |
3.77E-03 |
5.73E-03 |
5.33E-03 |
3.22E-03 |
6.75E-03 |
4.58E-03 |
4.05E-03 |
3.45E-03 |
Constant |
5.05E-03** |
6.29E-03** |
5.02E-03** |
4.45E-03** |
3.55E-03** |
5.53E-03** |
6.39E-03** |
3.92E-03** |
1.29E-03 |
2.64E-03** |
3.10E-03** |
6.86E-03** |
|
6.89E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.01E-03 |
1.12E-03 |
1.51E-03 |
1.15E-03 |
R-squared |
0.0256 |
0.0093 |
0.0067 |
0.0047 |
0.0098 |
0.0191 |
0.0138 |
0.0013 |
0.0048 |
0.0168 |
0.0105 |
0.0200 |
|
Panel D. Innovation score |
Covid |
1.09E-03 |
1.65E-03 |
1.72E-03 |
-1.34E-03 |
1.57E-03 |
-4.28E-03 |
-2.60E-03 |
-4.82E-04 |
4.96E-03 |
5.41E-03 |
-2.25E-03 |
-3.94E-04 |
|
1.97E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.67E-03 |
3.43E-03 |
5.76E-03 |
3.29E-03 |
4.32E-03 |
3.30E-03 |
ESG_low |
1.16E-02** |
3.24E-02** |
- |
- |
1.87E-02** |
- |
1.21E-02** |
9.01E-03** |
4.73E-03 |
4.04E-03** |
9.43E-03** |
1.74E-02** |
|
1.45E-03 |
7.10E-03 |
- |
- |
6.57E-03 |
- |
3.71E-03 |
2.62E-03 |
4.71E-03 |
1.37E-03 |
4.71E-03 |
2.75E-03 |
Covid*ESG_low |
1.38E-02** |
3.97E-02* |
- |
- |
2.56E-02 |
- |
7.55E-03 |
8.03E-03 |
1.56E-02 |
1.01E-02** |
2.86E-03 |
1.65E-02** |
|
4.19E-03 |
2.04E-02 |
- |
- |
1.88E-02 |
- |
1.06E-02 |
7.52E-03 |
1.35E-02 |
3.94E-03 |
1.35E-02 |
7.94E-03 |
ESG_high |
7.22E-02** |
- |
- |
- |
- |
- |
- |
5.41E-02** |
9.46E-03 |
5.86E-02** |
- |
8.69E-02** |
|
8.99E-03 |
- |
- |
- |
- |
- |
- |
1.57E-02 |
9.42E-03 |
1.99E-02 |
- |
1.38E-02 |
Covid*ESG_high |
8.55E-02** |
- |
- |
- |
- |
- |
- |
4.82E-02 |
3.12E-02 |
1.47E-01** |
- |
8.25E-02** |
|
2.60E-02 |
- |
- |
- |
- |
- |
- |
4.51E-02 |
2.70E-02 |
5.71E-02 |
- |
3.97E-02 |
Constant |
5.05E-03** |
6.29E-03** |
5.02E-03** |
4.45E-03** |
3.54E-03** |
5.53E-03** |
6.38E-03** |
3.92E-03** |
1.29E-03 |
2.51E-03** |
3.10E-03** |
6.86E-03** |
|
6.89E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.01E-03 |
1.15E-03 |
1.51E-03 |
1.15E-03 |
R-squared |
0.025566667 |
0.009333333 |
0.006666667 |
0.004666667 |
0.009833333 |
0.0191 |
0.013666667 |
0.001333333 |
0.0048 |
0.01745 |
0.0105 |
0.024 |
Table 4.
C. Panel data regression results for risk-adjusted returns and Social pillar (S) scores.
Table 4.
C. Panel data regression results for risk-adjusted returns and Social pillar (S) scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. Social pillar score |
Covid |
9.87E-04 |
1.65E-03 |
1.72E-03 |
-2.53E-03 |
2.06E-03 |
-4.28E-03 |
-2.62E-03 |
-6.18E-04 |
4.67E-03 |
5.08E-03* |
-2.24E-03 |
-3.96E-04 |
|
1.94E-03 |
4.34E-03 |
5.36E-03 |
4.28E-03 |
3.49E-03 |
6.11E-03 |
5.67E-03 |
3.19E-03 |
5.73E-03 |
3.06E-03 |
4.32E-03 |
3.06E-03 |
ESG_low |
1.15E-01** |
- |
- |
- |
- |
- |
- |
5.17E-02** |
2.97E-02 |
2.75E-02** |
- |
3.47E-01** |
|
1.41E-02 |
- |
- |
- |
- |
- |
- |
1.46E-02 |
2.81E-02 |
7.61E-03 |
- |
5.29E-02 |
Covid*ESG_low |
1.34E-01** |
- |
- |
- |
- |
- |
- |
4.42E-02 |
9.12E-02 |
6.14E-02** |
- |
3.29E-01** |
|
4.08E-02 |
- |
- |
- |
- |
- |
- |
4.19E-02 |
8.06E-02 |
2.18E-02 |
- |
1.53E-01 |
ESG_high |
2.80E-02** |
1.08E-02** |
5.23E-03** |
- |
2.23E-02** |
5.01E-03** |
6.08E-03** |
1.72E-02** |
9.90E-03 |
6.88E-02** |
- |
3.47E-02** |
|
3.43E-03 |
2.37E-03 |
1.75E-03 |
- |
5.70E-03 |
2.00E-03 |
1.85E-03 |
4.87E-03 |
9.38E-03 |
1.90E-02 |
- |
5.29E-03 |
Covid*ESG_high |
3.27E-02** |
1.32E-02** |
6.74E-03 |
- |
3.14E-02* |
1.24E-03 |
3.78E-03 |
1.47E-02 |
3.04E-02 |
1.54E-01** |
- |
3.29E-02** |
|
9.93E-03 |
6.80E-03 |
5.03E-03 |
- |
1.64E-02 |
5.73E-03 |
5.33E-03 |
1.40E-02 |
2.69E-02 |
5.46E-02 |
- |
1.53E-02 |
Constant |
5.06E-03** |
6.29E-03** |
5.02E-03** |
6.35E-03** |
4.22E-03** |
5.53E-03** |
6.39E-03** |
3.77E-03** |
1.41E-03 |
3.00E-03** |
3.10E-03** |
6.60E-03** |
|
6.77E-04 |
1.52E-03 |
1.87E-03 |
1.49E-03 |
1.22E-03 |
2.13E-03 |
1.98E-03 |
1.11E-03 |
2.00E-03 |
1.07E-03 |
1.51E-03 |
1.07E-03 |
R-squared |
0.0219 |
0.0093 |
0.0067 |
0.0227 |
0.0225 |
0.0191 |
0.0138 |
0.0025 |
0.0043 |
0.0178 |
0.0104 |
0.0257 |
|
Panel B. Workforce score |
Covid |
9.30E-04 |
1.65E-03 |
1.72E-03 |
7.80E-04 |
1.57E-03 |
-4.28E-03 |
-2.59E-03 |
-7.93E-04 |
4.96E-03 |
4.74E-03 |
-2.25E-03 |
-4.53E-04 |
|
1.99E-03 |
4.34E-03 |
5.36E-03 |
3.89E-03 |
4.02E-03 |
6.11E-03 |
5.67E-03 |
3.33E-03 |
5.76E-03 |
3.05E-03 |
4.32E-03 |
3.27E-03 |
ESG_low |
9.64E-02** |
- |
- |
- |
- |
- |
- |
- |
2.84E-02 |
2.71E-02** |
- |
1.45E-01** |
|
1.18E-02 |
- |
- |
- |
- |
- |
- |
- |
2.83E-02 |
7.59E-03 |
- |
2.25E-02 |
Covid*ESG_low |
1.11E-01** |
- |
- |
- |
- |
- |
- |
- |
9.37E-02 |
5.88E-02** |
- |
1.36E-01** |
|
3.43E-02 |
- |
- |
- |
- |
- |
- |
- |
8.10E-02 |
2.18E-02 |
- |
6.49E-02 |
ESG_high |
1.41E-02** |
6.49E-03** |
5.23E-03** |
1.00E-02** |
4.67E-03** |
5.01E-03** |
6.05E-03** |
6.15E-03** |
4.06E-03 |
2.71E-02** |
7.07E-03** |
2.07E-02** |
|
1.73E-03 |
1.42E-03 |
1.75E-03 |
3.81E-03 |
1.64E-03 |
2.00E-03 |
1.85E-03 |
1.69E-03 |
4.04E-03 |
7.59E-03 |
3.53E-03 |
3.21E-03 |
Covid*ESG_high |
1.63E-02** |
7.94E-03* |
6.74E-03 |
1.21E-02 |
6.40E-03 |
1.24E-03 |
3.78E-03 |
5.07E-03 |
1.34E-02 |
5.88E-02** |
2.14E-03 |
1.95E-02** |
|
5.03E-03 |
4.08E-03 |
5.03E-03 |
1.09E-02 |
4.71E-03 |
5.73E-03 |
5.32E-03 |
4.87E-03 |
1.16E-02 |
2.18E-02 |
1.01E-02 |
9.27E-03 |
Constant |
5.19E-03** |
6.29E-03** |
5.02E-03** |
3.24E-03** |
3.54E-03** |
5.53E-03** |
6.36E-03** |
4.05E-03** |
1.29E-03 |
2.99E-03** |
3.10E-03** |
6.95E-03** |
|
6.94E-04 |
1.52E-03 |
1.87E-03 |
1.36E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.16E-03 |
2.01E-03 |
1.07E-03 |
1.51E-03 |
1.14E-03 |
R-squared |
0.0255 |
0.0093 |
0.0067 |
0.0027 |
0.0100 |
0.0191 |
0.0135 |
0.0037 |
0.0048 |
0.0156 |
0.0105 |
0.0257 |
|
Panel C. Human Rights score |
Covid |
9.92E-04 |
1.64E-03 |
1.71E-03 |
-1.37E-03 |
1.58E-03 |
-4.28E-03 |
-2.64E-03 |
-4.85E-04 |
5.04E-03 |
5.21E-03 |
-2.25E-03 |
-4.99E-04 |
|
2.01E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.68E-03 |
3.43E-03 |
5.80E-03 |
3.21E-03 |
4.32E-03 |
3.32E-03 |
ESG_low |
1.53E-02** |
- |
- |
- |
- |
- |
- |
1.08E-02** |
1.37E-02 |
5.21E-03** |
7.09E-03** |
2.15E-02** |
|
1.90E-03 |
- |
- |
- |
- |
- |
- |
3.14E-03 |
1.42E-02 |
1.66E-03 |
3.53E-03 |
3.38E-03 |
Covid*ESG_low |
1.78E-02** |
- |
- |
- |
- |
- |
- |
9.63E-03 |
4.69E-02 |
1.24E-02** |
2.14E-03 |
2.02E-02** |
|
5.50E-03 |
- |
- |
- |
- |
- |
- |
9.02E-03 |
4.07E-02 |
4.76E-03 |
1.01E-02 |
9.76E-03 |
ESG_high |
3.30E-02** |
8.13E-03** |
5.24E-03** |
8.61E-03** |
9.33E-03** |
5.00E-03** |
6.09E-03** |
1.80E-02** |
9.13E-03 |
6.25E-02** |
- |
6.10E-02** |
|
4.10E-03 |
1.77E-03 |
1.75E-03 |
3.25E-03 |
3.28E-03 |
2.00E-03 |
1.86E-03 |
5.24E-03 |
9.47E-03 |
1.99E-02 |
- |
9.58E-03 |
Covid*ESG_high |
3.84E-02** |
9.93E-03* |
6.74E-03 |
6.20E-03 |
1.28E-02 |
1.24E-03 |
3.78E-03 |
1.61E-02 |
3.12E-02 |
1.49E-01** |
- |
5.71E-02** |
|
1.19E-02 |
5.10E-03 |
5.03E-03 |
9.32E-03 |
9.42E-03 |
5.73E-03 |
5.33E-03 |
1.50E-02 |
2.72E-02 |
5.72E-02 |
- |
2.77E-02 |
Constant |
5.15E-03** |
6.30E-03** |
5.03E-03** |
4.47E-03** |
3.54E-03** |
5.53E-03** |
6.41E-03** |
3.93E-03** |
1.21E-03 |
2.65E-03** |
3.11E-03** |
6.97E-03** |
|
7.00E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.02E-03 |
1.12E-03 |
1.51E-03 |
1.16E-03 |
R-squared |
0.0206 |
0.0092 |
0.0065 |
0.0050 |
0.0100 |
0.0191 |
0.0140 |
0.0013 |
0.0049 |
0.0170 |
0.0105 |
0.0330 |
|
Panel D. Community score |
Covid |
1.05E-03 |
1.64E-03 |
1.72E-03 |
-1.35E-03 |
3.64E-04 |
-4.28E-03 |
-2.62E-03 |
-4.95E-04 |
4.97E-03 |
5.32E-03 |
-2.25E-03 |
-3.78E-04 |
|
1.97E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.13E-03 |
6.11E-03 |
5.67E-03 |
3.37E-03 |
5.76E-03 |
3.28E-03 |
4.32E-03 |
3.32E-03 |
ESG_low |
1.16E-01** |
- |
- |
- |
2.66E-02** |
- |
- |
1.98E-02** |
2.83E-02 |
6.13E-02** |
1.42E-02** |
- |
|
1.43E-02 |
- |
- |
- |
8.10E-03 |
- |
- |
5.50E-03 |
2.83E-02 |
2.04E-02 |
7.07E-03 |
- |
Covid*ESG_low |
1.36E-01** |
- |
- |
- |
2.85E-02 |
- |
- |
1.76E-02 |
9.37E-02 |
1.50E-01** |
4.29E-03 |
- |
|
4.14E-02 |
- |
- |
- |
2.33E-02 |
- |
- |
1.58E-02 |
8.10E-02 |
5.85E-02 |
2.03E-02 |
- |
ESG_high |
1.10E-02** |
3.25E-02** |
5.23E-03** |
4.29E-03** |
1.33E-02** |
5.01E-03** |
6.08E-03** |
1.19E-02** |
4.72E-03 |
1.23E-02** |
2.84E-02** |
1.13E-02** |
|
1.36E-03 |
7.10E-03 |
1.75E-03 |
1.62E-03 |
4.05E-03 |
2.00E-03 |
1.85E-03 |
3.30E-03 |
4.71E-03 |
4.08E-03 |
1.41E-02 |
1.79E-03 |
Covid*ESG_high |
1.29E-02** |
3.97E-02 |
6.74E-03 |
3.10E-03 |
1.42E-02 |
1.24E-03 |
3.78E-03 |
1.06E-02 |
1.56E-02 |
3.00E-02** |
8.58E-03 |
1.07E-02** |
|
3.93E-03 |
2.04E-02 |
5.03E-03 |
4.66E-03 |
1.16E-02 |
5.73E-03 |
5.33E-03 |
9.49E-03 |
1.35E-02 |
1.17E-02 |
4.05E-02 |
5.17E-03 |
Constant |
5.09E-03** |
6.30E-03** |
5.02E-03** |
4.45E-03** |
4.38E-03** |
5.53E-03** |
6.39E-03** |
4.02E-03** |
1.28E-03 |
2.58E-03** |
3.11E-03** |
6.87E-03** |
|
6.87E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.44E-03 |
2.13E-03 |
1.98E-03 |
1.18E-03 |
2.01E-03 |
1.15E-03 |
1.51E-03 |
1.16E-03 |
R-squared |
0.0236 |
0.0119 |
0.0087 |
0.0063 |
0.0065 |
0.0041 |
0.0180 |
0.0173 |
0.0006 |
0.0221 |
0.0228 |
0.0258 |
|
Panel E. Product Responsibility score |
Covid |
1.07E-03 |
1.64E-03 |
1.72E-03 |
-1.35E-03 |
1.57E-03 |
-4.28E-03 |
-2.64E-03 |
-4.96E-04 |
4.96E-03 |
5.25E-03** |
-2.25E-03 |
-4.03E-04** |
|
1.97E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.68E-03 |
3.37E-03 |
5.76E-03 |
3.28E-03 |
4.32E-03 |
3.33E-03 |
ESG_low |
3.86E-02** |
- |
- |
- |
1.87E-02** |
- |
- |
2.97E-02** |
2.83E-02 |
8.39E-03** |
- |
8.90E-02** |
|
4.78E-03 |
- |
- |
- |
6.57E-03 |
- |
- |
8.26E-03 |
2.83E-02 |
2.79E-03 |
- |
1.42E-02 |
Covid*ESG_low |
4.55E-02** |
- |
- |
- |
2.56E-02 |
- |
- |
2.64E-02 |
9.37E-02 |
2.04E-02** |
- |
8.44E-02** |
|
1.38E-02 |
- |
- |
- |
1.88E-02 |
- |
- |
2.37E-02 |
8.10E-02 |
8.00E-03 |
- |
4.09E-02 |
ESG_high |
2.00E-02** |
1.08E-02** |
1.05E-02** |
- |
9.34E-03** |
5.00E-03** |
6.09E-03** |
9.91E-03** |
5.67E-03 |
4.19E-02** |
2.83E-02** |
2.54E-02** |
|
2.48E-03 |
2.37E-03 |
3.51E-03 |
- |
3.28E-03 |
2.00E-03 |
1.86E-03 |
2.75E-03 |
5.65E-03 |
1.40E-02 |
1.41E-02 |
4.05E-03 |
Covid*ESG_high |
2.36E-02** |
1.32E-02* |
1.35E-02 |
- |
1.28E-02 |
1.24E-03 |
3.78E-03 |
8.82E-03 |
1.87E-02 |
1.02E-01** |
8.58E-03 |
2.41E-02** |
|
7.18E-03 |
6.80E-03 |
1.01E-02 |
- |
9.42E-03 |
5.73E-03 |
5.33E-03 |
7.91E-03 |
1.62E-02 |
4.00E-02 |
4.05E-02 |
1.17E-02 |
Constant |
5.08E-03** |
6.30E-03** |
5.02E-03** |
4.45E-03** |
3.55E-03** |
5.53E-03** |
6.41E-03** |
4.02E-03** |
1.29E-03 |
2.59E-03** |
3.10E-03** |
6.90E-03** |
|
6.88E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.18E-03 |
2.01E-03 |
1.15E-03 |
1.51E-03 |
1.16E-03 |
R-squared |
0.0249 |
0.0093 |
0.0067 |
0.0048 |
0.0098 |
0.0191 |
0.0140 |
0.0013 |
0.0048 |
0.0165 |
0.0105 |
0.0240 |
Table 4.
D. Panel data regression results for risk-adjusted returns and Governance pillar (G) scores.
Table 4.
D. Panel data regression results for risk-adjusted returns and Governance pillar (G) scores.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
|
Panel A. Governance pillar score |
Covid |
1.10E-03 |
1.65E-03 |
1.72E-03 |
-1.35E-03 |
1.57E-03 |
-4.28E-03 |
-2.60E-03 |
-4.80E-04 |
4.96E-03 |
5.36E-03 |
-2.25E-03 |
-4.22E-04 |
|
1.98E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.67E-03 |
3.43E-03 |
5.76E-03 |
3.31E-03 |
4.32E-03 |
3.33E-03 |
ESG_low |
1.69E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
4.19E-02** |
2.83E-02** |
3.45E-01** |
|
2.10E-02 |
- |
- |
- |
- |
- |
- |
- |
- |
1.37E-02 |
1.41E-02 |
5.50E-02 |
Covid*ESG_low |
2.00E-01** |
- |
- |
- |
- |
- |
- |
- |
- |
1.02E-01** |
8.58E-03 |
3.26E-01** |
|
6.09E-02 |
- |
- |
- |
- |
- |
- |
- |
- |
3.94E-02 |
4.05E-02 |
1.59E-01 |
ESG_high |
3.90E-02** |
3.24E-02** |
5.23E-03** |
- |
- |
5.01E-03** |
1.21E-02** |
1.80E-02** |
1.42E-02 |
4.19E-02** |
2.83E-02** |
5.75E-02** |
|
4.85E-03 |
7.10E-03 |
1.75E-03 |
- |
- |
2.00E-03 |
3.71E-03 |
5.24E-03 |
1.41E-02 |
1.37E-02 |
1.41E-02 |
9.17E-03 |
Covid*ESG_high |
4.62E-02** |
3.97E-02* |
6.74E-03 |
- |
- |
1.24E-03 |
7.55E-03 |
1.61E-02 |
4.69E-02 |
1.02E-01** |
8.58E-03 |
5.44E-02** |
|
1.41E-02 |
2.04E-02 |
5.03E-03 |
- |
- |
5.73E-03 |
1.06E-02 |
1.50E-02 |
4.05E-02 |
3.94E-02 |
4.05E-02 |
2.65E-02 |
Constant |
5.07E-03** |
6.29E-03** |
5.02E-03** |
4.45E-03** |
3.55E-03** |
5.53E-03** |
6.38E-03** |
3.92E-03** |
1.29E-03 |
2.66E-03** |
3.10E-03** |
6.88E-03** |
|
6.91E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.01E-03 |
1.16E-03 |
1.51E-03 |
1.16E-03 |
R-squared |
0.0258 |
0.0093 |
0.0067 |
0.0048 |
0.0098 |
0.0191 |
0.0137 |
0.0013 |
0.0048 |
0.0169 |
0.0105 |
0.0240 |
|
Panel B. Management score |
Covid |
1.09E-03 |
1.65E-03 |
1.72E-03 |
-1.35E-03 |
1.57E-03 |
-4.28E-03 |
-2.62E-03 |
-4.81E-04 |
4.96E-03 |
5.32E-03 |
-2.25E-03 |
-4.23E-04 |
|
1.97E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.67E-03 |
3.43E-03 |
5.76E-03 |
3.28E-03 |
4.32E-03 |
3.33E-03 |
ESG_low |
1.12E-01** |
- |
- |
- |
- |
- |
- |
- |
2.84E-02 |
2.45E-02** |
2.83E-02** |
3.45E-01** |
|
1.40E-02 |
- |
- |
- |
- |
- |
- |
- |
2.83E-02 |
8.16E-03 |
1.41E-02 |
5.50E-02 |
Covid*ESG_low |
1.33E-01** |
- |
- |
- |
- |
- |
- |
- |
9.37E-02 |
6.00E-02** |
8.58E-03 |
3.26E-01** |
|
4.05E-02 |
- |
- |
- |
- |
- |
- |
- |
8.10E-02 |
2.34E-02 |
4.05E-02 |
1.59E-01 |
ESG_high |
2.25E-02** |
3.24E-02** |
5.23E-03** |
8.58E-03** |
- |
5.01E-03** |
6.08E-03** |
1.35E-02** |
9.47E-03 |
1.53E-02** |
2.83E-02** |
3.14E-02** |
|
2.80E-03 |
7.10E-03 |
1.75E-03 |
3.25E-03 |
- |
2.00E-03 |
1.85E-03 |
3.93E-03 |
9.42E-03 |
5.10E-03 |
1.41E-02 |
5.00E-03 |
Covid*ESG_high |
2.66E-02** |
3.97E-02* |
6.74E-03 |
6.20E-03 |
- |
1.24E-03 |
3.78E-03 |
1.20E-02 |
3.12E-02 |
3.75E-02** |
8.58E-03 |
2.97E-02** |
|
8.10E-03 |
2.04E-02 |
5.03E-03 |
9.32E-03 |
- |
5.73E-03 |
5.33E-03 |
1.13E-02 |
2.70E-02 |
1.46E-02 |
4.05E-02 |
1.44E-02 |
Constant |
5.05E-03** |
6.29E-03** |
5.02E-03** |
4.45E-03** |
3.55E-03** |
5.53E-03** |
6.39E-03** |
3.92E-03** |
1.29E-03 |
2.58E-03** |
3.10E-03** |
6.88E-03** |
|
6.89E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.01E-03 |
1.15E-03 |
1.51E-03 |
1.16E-03 |
R-squared |
0.0256 |
0.0093 |
0.0067 |
0.0048 |
0.0098 |
0.0191 |
0.0138 |
0.0013 |
0.0048 |
0.0170 |
0.0105 |
0.0240 |
|
Panel C. Shareholders score |
Covid |
1.09E-03 |
1.64E-03 |
1.72E-03 |
-1.36E-03 |
1.57E-03 |
-4.28E-03 |
-2.63E-03 |
-4.86E-04 |
4.96E-03 |
5.52E-03* |
-2.25E-03 |
-3.19E-04 |
|
1.97E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.68E-03 |
3.43E-03 |
5.76E-03 |
3.30E-03 |
4.32E-03 |
3.24E-03 |
ESG_low |
5.32E-02** |
3.25E-02** |
- |
8.60E-03** |
- |
- |
1.22E-02** |
- |
1.42E-02 |
2.78E-02** |
2.84E-02** |
7.79E-02** |
|
6.62E-03 |
7.10E-03 |
- |
3.25E-03 |
- |
- |
3.71E-03 |
- |
1.41E-02 |
9.45E-03 |
1.41E-02 |
1.22E-02 |
Covid*ESG_low |
6.30E-02** |
3.97E-02* |
- |
6.20E-03 |
- |
- |
7.55E-03 |
- |
4.69E-02 |
7.02E-02** |
8.58E-03 |
7.47E-02** |
|
1.92E-02 |
2.04E-02 |
- |
9.32E-03 |
- |
- |
1.07E-02 |
- |
4.05E-02 |
2.71E-02 |
4.05E-02 |
3.53E-02 |
ESG_high |
2.20E-02** |
3.25E-02** |
5.23E-03 |
- |
9.34E-03** |
5.01E-03** |
- |
1.80E-02** |
4.73E-03 |
2.78E-02** |
2.84E-02** |
2.70E-02** |
|
2.74E-03 |
7.10E-03 |
1.75E-03 |
- |
3.28E-03 |
2.00E-03 |
- |
5.24E-03 |
4.71E-03 |
9.45E-03 |
1.41E-02 |
4.24E-03 |
Covid*ESG_high |
2.60E-02** |
3.97E-02* |
6.74E-03 |
- |
1.28E-02 |
1.24E-03 |
- |
1.61E-02 |
1.56E-02 |
7.02E-02** |
8.58E-03 |
2.58E-02** |
|
7.92E-03 |
2.04E-02 |
5.03E-03 |
- |
9.42E-03 |
5.73E-03 |
- |
1.50E-02 |
1.35E-02 |
2.71E-02 |
4.05E-02 |
1.22E-02 |
Constant |
5.05E-03** |
6.30E-03** |
5.02E-03** |
4.47E-03** |
3.54E-03** |
5.53E-03** |
6.41E-03** |
3.93E-03** |
1.29E-03 |
2.50E-03** |
3.11E-03** |
6.78E-03** |
|
6.89E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.01E-03 |
1.15E-03 |
1.51E-03 |
1.13E-03 |
R-squared |
0.0256 |
0.0093 |
0.0067 |
0.0048 |
0.0100 |
0.0191 |
0.0140 |
0.0013 |
0.0048 |
0.0181 |
0.0105 |
0.0160 |
|
Panel D. CSR Strategy score |
Covid |
1.07E-03 |
1.65E-03 |
1.72E-03 |
-1.35E-03 |
1.57E-03 |
-4.28E-03 |
-2.62E-03 |
-4.81E-04 |
4.96E-03 |
5.41E-03 |
-2.25E-03 |
-4.27E-04 |
|
1.97E-03 |
4.34E-03 |
5.36E-03 |
4.97E-03 |
4.02E-03 |
6.11E-03 |
5.67E-03 |
3.43E-03 |
5.76E-03 |
3.29E-03 |
4.32E-03 |
3.31E-03 |
ESG_low |
2.91E-02** |
- |
- |
- |
1.87E-02** |
- |
- |
2.70E-02** |
7.10E-03 |
9.02E-03** |
- |
4.70E-02** |
|
3.60E-03 |
- |
- |
- |
6.57E-03 |
- |
- |
7.86E-03 |
7.07E-03 |
3.06E-03 |
- |
7.35E-03 |
Covid*ESG_low |
3.44E-02** |
- |
- |
- |
2.56E-02 |
- |
- |
2.41E-02 |
2.34E-02 |
2.25E-02** |
- |
4.44E-02** |
|
1.04E-02 |
- |
- |
- |
1.88E-02 |
- |
- |
2.26E-02 |
2.02E-02 |
8.78E-03 |
- |
2.12E-02 |
ESG_high |
1.54E-02** |
3.24E-02** |
5.23E-03** |
- |
- |
5.01E-03** |
1.22E-02** |
1.08E-02** |
5.68E-03 |
1.68E-02** |
7.07E-03** |
1.76E-02** |
|
1.91E-03 |
7.10E-03 |
1.75E-03 |
- |
- |
2.00E-03 |
3.71E-03 |
3.14E-03 |
5.65E-03 |
5.69E-03 |
3.53E-03 |
2.76E-03 |
Covid*ESG_high |
1.82E-02** |
3.97E-02* |
6.74E-03 |
- |
- |
1.24E-03 |
7.55E-03 |
9.63E-03 |
1.87E-02 |
4.19E-02** |
2.14E-03 |
1.67E-02** |
|
5.52E-03 |
2.04E-02 |
5.03E-03 |
- |
- |
5.73E-03 |
1.07E-02 |
9.02E-03 |
1.62E-02 |
1.63E-02 |
1.01E-02 |
7.95E-03 |
Constant |
5.10E-03** |
6.29E-03** |
5.02E-03** |
4.45E-03** |
3.55E-03** |
5.53E-03** |
6.39E-03** |
3.92E-03** |
1.29E-03 |
2.51E-03** |
3.10E-03** |
6.96E-03** |
|
6.89E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.13E-03 |
1.98E-03 |
1.20E-03 |
2.01E-03 |
1.15E-03 |
1.51E-03 |
1.15E-03 |
R-squared |
0.0249 |
0.0093 |
0.0067 |
0.0048 |
0.0098 |
0.0191 |
0.0138 |
0.0013 |
0.0048 |
0.0175 |
0.0105 |
0.0240 |
Table 4.
E. Panel data regression results for risk-adjusted returns and Controversies score.
Table 4.
E. Panel data regression results for risk-adjusted returns and Controversies score.
|
|
Europe |
nonEurope |
|
All countries |
France |
Germany |
Netherlands |
Spain |
Sweden |
Switzerland |
United Kingdom |
Brazil |
Canada |
Singapore |
United States |
Covid |
1.14E-03 |
1.75E-03 |
2.55E-03 |
-1.37E-03 |
1.58E-03 |
-4.41E-03 |
-2.66E-03 |
-5.69E-04 |
5.07E-03 |
5.13E-03 |
-2.38E-03 |
-3.09E-04 |
|
1.98E-03 |
4.34E-03 |
5.37E-03 |
4.97E-03 |
4.02E-03 |
6.09E-03 |
5.68E-03 |
3.42E-03 |
5.80E-03 |
3.13E-03 |
4.32E-03 |
3.30E-03 |
ESG_low |
1.25E-01** |
- |
- |
- |
- |
- |
1.19E-02** |
- |
2.73E-02 |
- |
- |
1.13E-01** |
|
1.58E-02 |
- |
- |
- |
- |
- |
3.71E-03 |
- |
2.84E-02 |
- |
- |
1.82E-02 |
Covid*ESG_low |
1.49E-01** |
- |
- |
- |
- |
- |
7.19E-03 |
- |
9.41E-02 |
- |
- |
1.08E-01** |
|
4.56E-02 |
- |
- |
- |
- |
- |
1.07E-02 |
- |
8.15E-02 |
- |
- |
5.24E-02 |
ESG_high |
8.31E-03** |
1.08E-02** |
- |
4.31E-03** |
3.73E-03** |
- |
- |
9.17E-03** |
2.10E-03 |
3.62E-03** |
3.53E-03** |
1.38E-02** |
|
1.05E-03 |
2.37E-03 |
- |
1.62E-03 |
1.31E-03 |
- |
- |
2.42E-03 |
2.19E-03 |
1.18E-03 |
1.77E-03 |
2.22E-03 |
Covid*ESG_high |
9.94E-03** |
1.34E-02** |
- |
3.10E-03 |
5.12E-03 |
- |
- |
8.08E-03 |
7.24E-03 |
8.78E-03** |
9.21E-04 |
1.32E-02** |
|
3.04E-03 |
6.81E-03 |
- |
4.66E-03 |
3.77E-03 |
- |
- |
6.96E-03 |
6.27E-03 |
3.37E-03 |
5.07E-03 |
6.41E-03 |
Constant |
4.97E-03** |
6.27E-03** |
4.82E-03** |
4.47E-03** |
3.54E-03** |
5.91E-03** |
6.26E-03** |
4.30E-03** |
1.20E-03 |
2.53E-03** |
3.11E-03** |
6.73E-03** |
|
6.90E-04 |
1.52E-03 |
1.87E-03 |
1.73E-03 |
1.40E-03 |
2.12E-03 |
1.98E-03 |
1.19E-03 |
2.02E-03 |
1.09E-03 |
1.51E-03 |
1.15E-03 |
R-squared |
0.0260 |
0.0126 |
0.0174 |
0.0060 |
0.0120 |
0.0203 |
0.0017 |
0.0035 |
0.0059 |
0.0038 |
0.0023 |
0.0250 |
Table 5.
Cross-sectional results for returns against ESG score indices and WGI_high.
Table 5.
Cross-sectional results for returns against ESG score indices and WGI_high.
|
CS |
S |
EPS |
RU |
E |
I |
SPS |
W |
HR |
Co |
PR |
GPS |
M |
Sh |
CSR_S |
CoS |
|
Panel A. Full sample |
Covid |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
|
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
Index_low |
1.37E-02** |
1.59E-02** |
3.59E-03** |
3.59E-03** |
4.29E-03** |
1.28E-03** |
1.24E-02** |
1.01E-02** |
1.62E-03** |
1.15E-02** |
4.13E-03** |
1.86E-02** |
1.24E-02** |
5.86E-03** |
3.18E-03** |
1.44E-02** |
|
4.28E-03 |
4.97E-03 |
1.12E-03 |
1.12E-03 |
1.34E-03 |
4.00E-04 |
3.86E-03 |
3.16E-03 |
5.04E-04 |
3.59E-03 |
1.29E-03 |
5.80E-03 |
3.86E-03 |
1.83E-03 |
9.94E-04 |
4.48E-03 |
Index_high |
2.19E-02** |
7.43E-03** |
3.38E-03** |
1.74E-03** |
1.96E-03** |
7.96E-03** |
3.01E-03** |
1.49E-03** |
3.48E-03** |
1.21E-03** |
2.14E-03** |
4.29E-03** |
2.48E-03** |
2.42E-03** |
1.69E-03** |
9.57E-04** |
|
6.85E-03 |
2.32E-03 |
1.05E-03 |
5.43E-04 |
6.10E-04 |
2.48E-03 |
9.40E-04 |
4.64E-04 |
1.09E-03 |
3.77E-04 |
6.69E-04 |
1.34E-03 |
7.73E-04 |
7.56E-04 |
5.27E-04 |
2.99E-04 |
WGI_high |
1.61E-03** |
1.62E-03** |
1.59E-03** |
1.62E-03** |
1.62E-03** |
1.64E-03** |
1.66E-03** |
1.63E-03** |
1.62E-03** |
1.62E-03** |
1.61E-03** |
1.62E-03** |
1.62E-03** |
1.69E-03** |
1.64E-03** |
1.63E-03** |
|
5.04E-04 |
5.04E-04 |
4.97E-04 |
5.04E-04 |
5.04E-04 |
5.11E-04 |
5.17E-04 |
5.10E-04 |
5.06E-04 |
5.06E-04 |
5.02E-04 |
5.04E-04 |
5.04E-04 |
5.27E-04 |
5.11E-04 |
5.08E-04 |
Index_low * WGI_high |
3.87E-02** |
4.50E-02** |
1.00E-02** |
1.02E-02** |
1.21E-02** |
3.67E-03** |
3.59E-02** |
2.90E-02** |
4.58E-03** |
3.26E-02** |
1.16E-02** |
5.25E-02** |
3.50E-02** |
1.73E-02** |
9.13E-03** |
4.09E-02** |
|
1.21E-02 |
1.40E-02 |
3.13E-03 |
3.17E-03 |
3.78E-03 |
1.15E-03 |
1.12E-02 |
9.04E-03 |
1.43E-03 |
1.02E-02 |
3.62E-03 |
1.64E-02 |
1.09E-02 |
5.41E-03 |
2.85E-03 |
1.28E-02 |
Index_high * WGI_high |
6.20E-02** |
2.10E-02** |
9.41E-03** |
4.92E-03** |
5.52E-03** |
2.28E-02** |
8.73E-03** |
4.25E-03** |
9.88E-03** |
3.43E-03** |
6.03E-03** |
1.21E-02** |
7.00E-03** |
7.16E-03** |
4.84E-03** |
2.72E-03** |
|
1.93E-02 |
6.55E-03 |
2.94E-03 |
1.54E-03 |
1.72E-03 |
7.12E-03 |
2.72E-03 |
1.33E-03 |
3.09E-03 |
1.07E-03 |
1.88E-03 |
3.78E-03 |
2.18E-03 |
2.23E-03 |
1.51E-03 |
8.50E-04 |
Δ ESG |
1.81E-05** |
1.63E-05** |
3.82E-05** |
5.08E-05** |
2.81E-05** |
-5.37E-05* |
2.86E-05** |
2.67E-05 |
5.17E-05 |
2.99E-05 |
1.83E-05 |
9.44E-06 |
4.66E-06 |
-1.12E-05 |
5.85E-05** |
1.30E-05 |
|
6.80E-06 |
7.36E-06 |
1.30E-05 |
1.91E-05 |
1.36E-05 |
3.00E-05 |
1.06E-05 |
1.93E-05 |
5.41E-05 |
2.53E-05 |
1.63E-05 |
1.30E-05 |
1.72E-05 |
1.68E-05 |
2.67E-05 |
2.39E-05 |
Constant |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.89E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
|
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
2.09E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
R-squared |
0.0305 |
0.0202 |
0.0242 |
0.0218 |
0.0226 |
0.0252 |
0.0305 |
0.0272 |
0.0216 |
0.0280 |
0.0226 |
0.0198 |
0.0298 |
0.0245 |
0.0215 |
0.1209 |
|
Panel B. High ESG scores |
Covid |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
|
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
Index_low |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
Index_high |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
|
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
WGI_high |
1.43E-03** |
1.07E-03** |
1.35E-03** |
2.15E-03** |
2.33E-03** |
2.67E-03** |
2.11E-03** |
1.79E-03** |
1.66E-03** |
2.36E-03** |
2.12E-03** |
1.35E-03** |
1.35E-03** |
2.39E-03** |
1.89E-03** |
1.37E-03** |
|
4.46E-04 |
3.34E-04 |
4.20E-04 |
6.71E-04 |
7.26E-04 |
8.32E-04 |
6.60E-04 |
5.57E-04 |
5.19E-04 |
7.37E-04 |
6.62E-04 |
4.22E-04 |
4.22E-04 |
7.46E-04 |
5.89E-04 |
4.28E-04 |
Index_low * WGI_high |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
Index_high * WGI_high |
1.43E-03** |
1.07E-03** |
1.35E-03** |
2.15E-03** |
2.33E-03** |
2.67E-03** |
2.11E-03** |
1.79E-03** |
1.66E-03** |
2.36E-03** |
2.12E-03** |
1.35E-03** |
1.35E-03** |
2.39E-03** |
1.89E-03** |
1.37E-03 |
|
4.46E-04 |
3.34E-04 |
4.20E-04 |
6.71E-04 |
7.26E-04 |
8.32E-04 |
6.60E-04 |
5.57E-04 |
5.19E-04 |
7.37E-04 |
6.62E-04 |
4.22E-04 |
4.22E-04 |
7.46E-04 |
5.89E-04 |
4.28E-04 |
Δ ESG |
-1.70E-04 |
8.93E-06 |
6.16E-05 |
3.83E-05* |
5.23E-05 |
1.38E-05 |
5.43E-05 |
6.48E-05** |
2.58E-05 |
3.15E-05 |
3.28E-05 |
-2.05E-05 |
-1.78E-05 |
5.38E-06 |
1.64E-05 |
1.66E-05 |
|
1.14E-04 |
5.69E-05 |
4.22E-05 |
2.35E-05 |
3.13E-05 |
7.71E-05 |
3.91E-05 |
2.58E-05 |
4.01E-05 |
2.20E-05 |
3.48E-05 |
3.86E-05 |
3.95E-05 |
2.84E-05 |
3.13E-05 |
2.99E-05 |
Constant |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.62E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
|
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.90E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
R-squared |
0.01585 |
0.0138 |
0.0157 |
0.020875 |
0.022075 |
0.024325 |
0.0207 |
0.01855 |
0.017675 |
0.022225 |
0.0207 |
0.015525 |
0.01555 |
0.022375 |
0.0191 |
0.0629 |
|
Panel C. Low ESG scores |
Covid |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
6.36E-04 |
|
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
5.12E-04 |
Index_low |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
|
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
Index_high |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
WGI_high |
9.14E-04** |
8.00E-04** |
8.86E-04** |
1.04E-03** |
1.14E-03** |
1.28E-03** |
8.57E-04** |
1.26E-03** |
1.20E-03** |
2.36E-03** |
9.07E-04** |
8.57E-04** |
8.57E-04** |
1.55E-03** |
1.33E-03** |
4.57E-03** |
|
2.85E-04 |
2.50E-04 |
2.76E-04 |
3.25E-04 |
3.57E-04 |
3.98E-04 |
2.68E-04 |
3.92E-04 |
3.73E-04 |
7.37E-04 |
2.83E-04 |
2.68E-04 |
2.68E-04 |
4.84E-04 |
4.16E-04 |
1.43E-03 |
Index_low * WGI_high |
9.14E-04** |
8.00E-04** |
8.86E-04** |
1.04E-03** |
1.14E-03** |
1.28E-03** |
8.57E-04** |
1.26E-03** |
1.20E-03** |
2.36E-03** |
9.07E-04** |
8.57E-04** |
8.57E-04** |
1.55E-03** |
1.33E-03** |
4.57E-03** |
|
2.85E-04 |
2.50E-04 |
2.76E-04 |
3.25E-04 |
3.57E-04 |
3.98E-04 |
2.68E-04 |
3.92E-04 |
3.73E-04 |
7.37E-04 |
2.83E-04 |
2.68E-04 |
2.68E-04 |
4.84E-04 |
4.16E-04 |
1.43E-03 |
Index_high * WGI_high |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
Δ ESG |
9.85E-05 |
1.47E-04 |
8.21E-05** |
9.31E-05** |
1.17E-04** |
1.56E-05 |
6.91E-05 |
7.39E-05 |
3.16E-05 |
3.15E-05 |
1.25E-04* |
-2.94E-05 |
-6.37E-05 |
-7.55E-06 |
8.74E-05 |
-2.13E-04** |
|
1.21E-04 |
1.52E-04 |
2.92E-05 |
4.14E-05 |
4.71E-05 |
5.05E-05 |
7.76E-05 |
1.01E-04 |
3.07E-05 |
2.20E-05 |
6.56E-05 |
7.99E-05 |
5.86E-05 |
4.72E-05 |
5.71E-05 |
9.80E-05 |
Constant |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
5.71E-04** |
|
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
1.78E-04 |
R-squared |
0.01315 |
0.012625 |
0.0127 |
0.013775 |
0.145025 |
0.01515 |
0.0126 |
0.0153 |
0.0146 |
0.022225 |
0.01305 |
0.012375 |
0.012225 |
0.0169 |
0.015725 |
0.1453 |
Table 6.
Cross-sectional results for absolute returns against ESG score indices and WGI_high.
Table 6.
Cross-sectional results for absolute returns against ESG score indices and WGI_high.
|
CS |
S |
EPS |
RU |
E |
I |
SPS |
W |
HR |
Co |
PR |
GPS |
M |
Sh |
CSR_S |
CoS |
|
Panel A. Full sample |
Covid |
7.35E-03** |
7.37E-03** |
7.57E-03** |
7.55E-03** |
7.48E-03** |
7.62E-03** |
7.25E-03** |
7.36E-03** |
7.47E-03** |
8.15E-03** |
7.62E-03** |
7.10E-03** |
7.21E-03** |
7.30E-03** |
7.40E-03** |
7.63E-03** |
|
3.10E-04 |
3.09E-04 |
3.10E-04 |
3.08E-04 |
3.07E-04 |
3.11E-04 |
3.05E-04 |
3.07E-04 |
3.10E-04 |
3.28E-04 |
3.14E-04 |
3.03E-04 |
3.06E-04 |
3.06E-04 |
3.06E-04 |
3.11E-04 |
Index_low |
1.02E-01** |
1.19E-01** |
2.75E-02** |
2.74E-02** |
3.24E-02** |
1.00E-02** |
9.21E-02** |
7.65E-02** |
1.23E-02** |
9.75E-02** |
3.25E-02** |
1.34E-01** |
9.07E-02** |
4.37E-02** |
2.39E-02** |
1.10E-01** |
|
2.05E-03 |
2.36E-03 |
5.24E-04 |
5.22E-04 |
6.23E-04 |
1.84E-04 |
1.79E-03 |
1.47E-03 |
2.35E-04 |
1.69E-03 |
5.99E-04 |
2.73E-03 |
1.82E-03 |
8.50E-04 |
4.61E-04 |
2.11E-03 |
Index_high |
1.63E-01** |
5.54E-02** |
2.59E-02** |
1.33E-02** |
1.48E-02** |
6.23E-02** |
2.24E-02** |
1.12E-02** |
2.66E-02** |
1.03E-02** |
1.69E-02** |
3.08E-02** |
1.82E-02** |
1.80E-02** |
1.27E-02** |
7.37E-03** |
|
3.27E-03 |
1.10E-03 |
4.92E-04 |
2.53E-04 |
2.84E-04 |
1.14E-03 |
4.34E-04 |
2.15E-04 |
5.07E-04 |
1.78E-04 |
3.11E-04 |
6.29E-04 |
3.64E-04 |
3.51E-04 |
2.45E-04 |
1.41E-04 |
WGI_high |
1.20E-02** |
1.20E-02** |
1.22E-02** |
1.23E-02** |
1.22E-02** |
1.28E-02** |
1.23E-02** |
1.23E-02** |
1.24E-02** |
1.38E-02** |
1.27E-02** |
1.16E-02** |
1.18E-02** |
1.26E-02** |
1.23E-02** |
1.25E-02** |
|
2.41E-04 |
2.39E-04 |
2.32E-04 |
2.34E-04 |
2.35E-04 |
2.35E-04 |
2.39E-04 |
2.36E-04 |
2.36E-04 |
2.39E-04 |
2.33E-04 |
2.37E-04 |
2.38E-04 |
2.45E-04 |
2.37E-04 |
2.39E-04 |
Index_low * WGI_high |
2.87E-01** |
3.35E-01** |
7.67E-02** |
7.76E-02** |
9.16E-02** |
2.88E-02** |
2.67E-01** |
2.19E-01** |
3.50E-02** |
2.77E-01** |
9.15E-02** |
3.77E-01** |
2.56E-01** |
1.29E-01** |
6.85E-02** |
3.14E-01** |
|
5.78E-03 |
6.67E-03 |
1.46E-03 |
1.47E-03 |
1.76E-03 |
5.27E-04 |
5.17E-03 |
4.19E-03 |
6.67E-04 |
4.80E-03 |
1.68E-03 |
7.71E-03 |
5.15E-03 |
2.51E-03 |
1.32E-03 |
6.00E-03 |
Index_high * WGI_high |
4.60E-01** |
1.56E-01** |
7.21E-02** |
3.76E-02** |
4.18E-02** |
1.79E-01** |
6.49E-02** |
3.21E-02** |
7.55E-02** |
2.92E-02** |
4.75E-02** |
8.71E-02** |
5.13E-02** |
5.33E-02** |
3.63E-02** |
2.10E-02** |
|
9.24E-03 |
3.11E-03 |
1.37E-03 |
7.14E-04 |
8.03E-04 |
3.28E-03 |
1.26E-03 |
6.15E-04 |
1.44E-03 |
5.06E-04 |
8.74E-04 |
1.78E-03 |
1.03E-03 |
1.04E-03 |
7.02E-04 |
4.00E-04 |
Δ ESG |
1.33E-04** |
1.39E-04** |
2.59E-04** |
3.55E-04** |
2.66E-04** |
-2.83E-04** |
2.09E-04** |
3.03E-04** |
4.70E-04** |
3.53E-04** |
1.55E-04** |
1.19E-04** |
4.91E-05** |
-6.97E-05** |
4.44E-04** |
-4.26E-05** |
|
3.72E-06 |
4.07E-06 |
7.12E-06 |
1.07E-05 |
7.40E-06 |
1.94E-05 |
5.65E-06 |
1.13E-05 |
3.50E-05 |
1.67E-05 |
1.07E-05 |
8.13E-06 |
1.13E-05 |
1.10E-05 |
1.54E-05 |
1.61E-05 |
Constant |
4.24E-03** |
4.26E-03** |
4.38E-03** |
4.36E-03** |
4.32E-03** |
4.48E-03** |
4.25E-03** |
4.31E-03** |
4.37E-03** |
4.85E-03** |
4.51E-03** |
4.11E-03** |
4.19E-03** |
4.26E-03** |
4.29E-03** |
4.40E-03** |
|
8.52E-05 |
8.47E-05 |
8.33E-05 |
8.29E-05 |
8.30E-05 |
8.20E-05 |
8.24E-05 |
8.27E-05 |
8.32E-05 |
8.42E-05 |
8.29E-05 |
8.39E-05 |
8.40E-05 |
8.28E-05 |
8.28E-05 |
8.40E-05 |
R-squared |
0.0464 |
0.0420 |
0.0193 |
0.0153 |
0.0174 |
0.0259 |
0.0400 |
0.0308 |
0.0148 |
0.0374 |
0.0181 |
0.0554 |
0.0374 |
0.0228 |
0.0141 |
0.0406 |
|
Panel B. High ESG scores |
Covid |
9.17E-03** |
6.43E-03** |
6.29E-03** |
6.44E-03** |
7.38E-03** |
1.16E-02** |
6.65E-03** |
6.16E-03** |
6.13E-03** |
7.87E-03** |
6.51E-03** |
6.88E-03** |
6.93E-03** |
8.12E-03** |
7.38E-03** |
6.90E-03** |
|
4.44E-04 |
2.97E-04 |
3.01E-04 |
2.86E-04 |
3.13E-04 |
4.72E-04 |
3.03E-04 |
2.79E-04 |
2.90E-04 |
3.41E-04 |
2.85E-04 |
3.05E-04 |
3.13E-04 |
3.26E-04 |
3.13E-04 |
3.16E-04 |
Index_low |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
Index_high |
6.33E-03** |
4.17E-03** |
4.15E-03** |
3.88E-03** |
4.13E-03** |
6.57E-03** |
4.05E-03** |
3.79E-03** |
4.06E-03** |
4.39E-03** |
3.84E-03** |
4.12E-03** |
4.11E-03** |
4.48E-03** |
4.11E-03** |
4.25E-03** |
|
1.12E-04 |
7.68E-05 |
7.88E-05 |
7.81E-05 |
8.86E-05 |
1.29E-04 |
8.31E-05 |
7.53E-05 |
7.51E-05 |
9.79E-05 |
7.86E-05 |
8.34E-05 |
8.75E-05 |
9.10E-05 |
8.91E-05 |
8.59E-05 |
WGI_high |
1.58E-02** |
7.83E-03** |
9.79E-03** |
1.46E-02** |
1.68E-02** |
3.07E-02** |
1.50E-02** |
1.18E-02** |
1.18E-02** |
1.81E-02** |
1.42E-02** |
9.73E-03** |
9.73E-03** |
1.87E-02** |
1.36E-02** |
1.02E-02** |
|
2.79E-04 |
1.44E-04 |
1.86E-04 |
2.94E-04 |
3.61E-04 |
6.02E-04 |
3.08E-04 |
2.35E-04 |
2.19E-04 |
4.04E-04 |
2.92E-04 |
1.97E-04 |
2.07E-04 |
3.81E-04 |
2.94E-04 |
2.06E-04 |
Index_low * WGI_high |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
Index_high * WGI_high |
1.58E-02** |
7.83E-03** |
9.79E-03** |
1.46E-02** |
1.68E-02** |
3.07E-02** |
1.50E-02** |
1.18E-02** |
1.18E-02** |
1.81E-02** |
1.42E-02** |
9.73E-03** |
9.73E-03** |
1.87E-02** |
1.36E-02** |
1.02E-02** |
|
2.79E-04 |
1.44E-04 |
1.86E-04 |
2.94E-04 |
3.61E-04 |
6.02E-04 |
3.08E-04 |
2.35E-04 |
2.19E-04 |
4.04E-04 |
2.92E-04 |
1.97E-04 |
2.07E-04 |
3.81E-04 |
2.94E-04 |
2.06E-04 |
Δ ESG |
-9.25E-04** |
2.62E-04** |
5.61E-04** |
2.09E-04** |
4.67E-04** |
8.06E-05 |
4.07E-04** |
4.19E-04** |
3.38E-04** |
3.31E-04** |
2.21E-04** |
3.12E-06 |
2.36E-05 |
1.29E-05 |
2.26E-04** |
-6.99E-05** |
|
1.06E-04 |
3.54E-05 |
2.44E-05 |
1.37E-05 |
1.90E-05 |
7.89E-05 |
2.39E-05 |
1.29E-05 |
2.37E-05 |
1.47E-05 |
2.08E-05 |
2.51E-05 |
2.64E-05 |
2.01E-05 |
2.06E-05 |
2.00E-05 |
Constant |
6.33E-03** |
4.17E-03** |
4.15E-03** |
3.88E-03** |
4.13E-03** |
6.57E-03** |
4.05E-03** |
3.79E-03** |
4.06E-03** |
4.39E-03** |
3.84E-03** |
4.12E-03** |
4.11E-03** |
4.48E-03 |
4.11E-03** |
4.25E-03** |
|
1.12E-04 |
7.68E-05 |
7.88E-05 |
7.81E-05 |
8.86E-05 |
1.29E-04 |
8.31E-05 |
7.53E-05 |
7.51E-05 |
9.79E-05 |
7.86E-05 |
8.34E-05 |
8.75E-05 |
9.10E-05 |
8.91E-05 |
8.59E-05 |
R-squared |
0.0299 |
0.0175 |
0.0198 |
0.0248 |
0.0283 |
0.0490 |
0.0257 |
0.0215 |
0.0217 |
0.0303 |
0.0244 |
0.0197 |
0.0198 |
0.0310 |
0.0245 |
0.0204 |
|
Panel C. Low ESG scores |
Covid |
1.30E-02** |
1.27E-02** |
9.65E-03** |
8.99E-03** |
1.01E-02** |
7.73E-03** |
1.20E-02** |
8.89E-03** |
8.16E-03** |
2.21E-02** |
1.03E-02** |
9.33E-03** |
1.05E-02** |
7.32E-03** |
8.70E-03** |
1.12E-02** |
|
6.16E-04 |
5.81E-04 |
4.20E-04 |
3.90E-04 |
4.27E-04 |
3.59E-04 |
6.08E-04 |
4.60E-04 |
3.60E-04 |
9.68E-04 |
5.31E-04 |
4.64E-04 |
4.61E-04 |
3.39E-04 |
3.85E-04 |
4.68E-04 |
Index_low |
8.31E-03** |
7.84E-03** |
5.59E-03** |
5.18E-03** |
5.70E-03** |
4.80E-03** |
8.30E-03** |
6.20E-03** |
4.65E-03** |
1.72E-02** |
7.13E-03** |
6.33E-03** |
6.27E-03** |
4.66E-03** |
5.19E-03** |
6.50E-03** |
|
1.65E-04 |
1.58E-04 |
1.18E-04 |
1.09E-04 |
1.20E-04 |
9.80E-05 |
1.58E-04 |
1.21E-04 |
1.02E-04 |
1.51E-04 |
1.40E-04 |
1.22E-04 |
1.26E-04 |
9.00E-05 |
1.06E-04 |
1.27E-04 |
Index_high |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
WGI_high |
1.33E-02** |
1.10E-02** |
8.66E-03** |
9.44E-03** |
1.14E-02** |
1.07E-02** |
1.24E-02** |
1.36E-02** |
9.72E-03** |
2.21E-02** |
1.13E-02** |
9.49E-03** |
9.40E-03** |
1.26E-02** |
1.21E-02** |
5.20E-02** |
|
2.65E-04 |
2.21E-04 |
1.82E-04 |
1.99E-04 |
2.40E-04 |
2.19E-04 |
2.37E-04 |
2.66E-04 |
2.14E-04 |
1.94E-04 |
2.23E-04 |
1.83E-04 |
1.88E-04 |
2.44E-04 |
2.47E-04 |
1.02E-03 |
Index_low * WGI_high |
1.33E-02** |
1.10E-02** |
8.66E-03** |
9.44E-03** |
1.14E-02** |
1.07E-02** |
1.24E-02** |
1.36E-02** |
9.72E-03** |
2.21E-02** |
1.13E-02** |
9.49E-03** |
9.40E-03** |
1.26E-02** |
1.21E-02** |
5.20E-02** |
|
2.65E-04 |
2.21E-04 |
1.82E-04 |
1.99E-04 |
2.40E-04 |
2.19E-04 |
2.37E-04 |
2.66E-04 |
2.14E-04 |
1.94E-04 |
2.23E-04 |
1.83E-04 |
1.88E-04 |
2.44E-04 |
2.47E-04 |
1.02E-03 |
Index_high * WGI_high |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
Δ ESG |
2.41E-03** |
3.48E-03** |
6.18E-04** |
8.28E-04** |
7.86E-04** |
5.76E-04** |
1.73E-03** |
1.29E-03** |
4.14E-04** |
2.13E-03** |
1.62E-03** |
-7.16E-04** |
-8.06E-04** |
1.88E-04** |
1.15E-03** |
-1.82E-03** |
|
1.51E-04 |
1.74E-04 |
2.34E-05 |
3.06E-05 |
4.05E-05 |
3.68E-05 |
9.28E-05 |
9.35E-05 |
2.22E-05 |
1.28E-04 |
6.55E-05 |
7.67E-05 |
5.56E-05 |
3.38E-05 |
4.12E-05 |
9.24E-05 |
Constant |
8.31E-03** |
7.84E-03** |
5.59E-03** |
5.18E-03** |
5.70E-03** |
4.80E-03** |
8.30E-03** |
6.20E-03** |
4.65E-03** |
1.72E-02** |
7.13E-03** |
6.33E-03** |
6.27E-03** |
4.66E-03** |
5.19E-03** |
6.50E-03** |
|
1.65E-04 |
1.58E-04 |
1.18E-04 |
1.09E-04 |
1.20E-04 |
9.80E-05 |
1.58E-04 |
1.21E-04 |
1.02E-04 |
1.51E-04 |
1.40E-04 |
1.22E-04 |
1.26E-04 |
9.00E-05 |
1.06E-04 |
1.27E-04 |
R-squared |
0.0261 |
0.0240 |
0.0172 |
0.0174 |
0.0201 |
0.0175 |
0.0246 |
0.0222 |
0.0166 |
0.0453 |
0.0217 |
0.0179 |
0.0183 |
0.0187 |
0.0197 |
0.0560 |
Table 7.
Cross-sectional results for risk-adjusted returns against ESG score indices and WGI_high.
Table 7.
Cross-sectional results for risk-adjusted returns against ESG score indices and WGI_high.
|
CS |
S |
EPS |
RU |
E |
I |
SPS |
W |
HR |
Co |
PR |
GPS |
M |
Sh |
CSR_S |
CoS |
|
Panel A. Full sample |
Covid |
2.02E-01** |
2.01E-01** |
1.91E-01** |
1.90E-01** |
1.95E-01** |
1.90E-01** |
1.95E-01** |
1.92E-01** |
1.87E-01** |
1.89E-01** |
1.87E-01** |
2.07E-01** |
2.04E-01** |
2.04E-01** |
1.98E-01** |
2.02E-01** |
|
5.72E-02 |
5.60E-02 |
5.38E-02 |
5.35E-02 |
5.44E-02 |
5.20E-02 |
5.58E-02 |
5.42E-02 |
5.32E-02 |
5.38E-02 |
5.29E-02 |
5.72E-02 |
5.63E-02 |
5.49E-02 |
5.47E-02 |
5.37E-02 |
Index_low |
4.09E+00** |
4.63E+00** |
9.82E-01** |
9.84E-01** |
1.19E+00** |
3.44E-01** |
3.56E+00** |
2.88E+00** |
4.43E-01** |
3.18E+00** |
1.13E+00** |
5.60E+00** |
3.62E+00** |
1.66E+00** |
8.95E-01** |
3.98E+00** |
|
4.74E-01 |
5.38E-01 |
1.17E-01 |
1.16E-01 |
1.41E-01 |
4.02E-02 |
4.17E-01 |
3.31E-01 |
5.19E-02 |
3.73E-01 |
1.32E-01 |
6.41E-01 |
4.21E-01 |
1.95E-01 |
1.05E-01 |
4.66E-01 |
Index_high |
6.55E+00** |
2.16E+00** |
9.22E-01** |
4.76E-01** |
5.44E-01** |
2.14E+00** |
8.66E-01** |
4.22E-01** |
9.56E-01** |
3.35E-01** |
5.88E-01** |
1.29E+00** |
7.24E-01** |
6.85E-01** |
4.75E-01** |
2.65E-01** |
|
7.58E-01 |
2.51E-01 |
1.10E-01 |
5.62E-02 |
6.42E-02 |
2.50E-01 |
1.01E-01 |
4.86E-02 |
1.12E-01 |
3.93E-02 |
6.84E-02 |
1.48E-01 |
8.42E-02 |
8.04E-02 |
5.57E-02 |
3.10E-02 |
WGI_high |
4.82E-01** |
4.70E-01** |
4.35E-01** |
4.42E-01** |
4.50E-01** |
4.41E-01** |
4.76E-01** |
4.64E-01** |
4.45E-01** |
4.49E-01** |
4.41E-01** |
4.87E-01** |
4.72E-01** |
4.78E-01** |
4.61E-01** |
4.51E-01** |
|
5.58E-02 |
5.46E-02 |
5.17E-02 |
5.22E-02 |
5.31E-02 |
5.15E-02 |
5.58E-02 |
5.35E-02 |
5.21E-02 |
5.27E-02 |
5.13E-02 |
5.57E-02 |
5.49E-02 |
5.60E-02 |
5.41E-02 |
5.27E-02 |
Index_low * WGI_high |
1.16E+01** |
1.31E+01** |
2.73E+00** |
2.78E+00** |
3.37E+00** |
9.87E-01** |
1.03E+01** |
8.22E+00** |
1.26E+00** |
9.03E+00** |
3.19E+00** |
1.58E+01** |
1.02E+01** |
4.90E+00** |
2.57E+00** |
1.13E+01** |
|
1.34E+00 |
1.52E+00 |
3.25E-01 |
3.28E-01 |
3.98E-01 |
1.15E-01 |
1.21E+00 |
9.48E-01 |
1.47E-01 |
1.06E+00 |
3.71E-01 |
1.81E+00 |
1.19E+00 |
5.75E-01 |
3.01E-01 |
1.33E+00 |
Index_high * WGI_high |
1.85E+01** |
6.11E+00** |
2.57E+00** |
1.35E+00** |
1.54E+00** |
6.14E+00** |
2.51E+00** |
1.21E+00** |
2.71E+00** |
9.50E-01** |
1.65E+00** |
3.65E+00** |
2.05E+00** |
2.02E+00** |
1.36E+00** |
7.56E-01** |
|
2.14E+00 |
7.10E-01 |
3.06E-01 |
1.59E-01 |
1.82E-01 |
7.17E-01 |
2.94E-01 |
1.39E-01 |
3.18E-01 |
1.11E-01 |
1.92E-01 |
4.18E-01 |
2.38E-01 |
2.37E-01 |
1.60E-01 |
8.83E-02 |
Δ ESG |
6.06E-03** |
5.62E-03** |
1.16E-02** |
1.54E-02** |
9.12E-03** |
-1.11E-02** |
9.41E-03** |
8.34E-03** |
2.48E-02** |
1.15E-02** |
6.23E-03** |
4.90E-03** |
3.98E-03** |
-4.45E-03** |
1.96E-02** |
2.03E-03 |
|
7.54E-04 |
8.00E-04 |
1.36E-03 |
1.97E-03 |
1.44E-03 |
3.05E-03 |
1.15E-03 |
2.04E-03 |
5.62E-03 |
2.66E-03 |
1.68E-03 |
1.45E-03 |
1.89E-03 |
1.80E-03 |
2.84E-03 |
2.52E-03 |
Constant |
1.70E-01** |
1.66E-01** |
1.56E-01** |
1.56E-01** |
1.59E-01** |
1.54E-01** |
1.64E-01** |
1.62E-01** |
1.57E-01** |
1.58E-01** |
1.57E-01** |
1.72E-01** |
1.67E-01** |
1.62E-01** |
1.61E-01** |
1.58E-01** |
|
1.97E-02 |
1.93E-02 |
1.86E-02 |
1.85E-02 |
1.88E-02 |
1.79E-02 |
1.92E-02 |
1.87E-02 |
1.84E-02 |
1.86E-02 |
1.82E-02 |
1.97E-02 |
1.94E-02 |
1.90E-02 |
1.89E-02 |
1.85E-02 |
R-squared |
0.0387 |
0.0250 |
0.0225 |
0.0179 |
0.0209 |
0.0291 |
0.0338 |
0.0252 |
0.0174 |
0.0267 |
0.0206 |
0.0253 |
0.0326 |
0.0283 |
0.0172 |
0.0320 |
|
Panel B. High ESG scores |
Covid |
6.53E-02 |
1.03E-01* |
1.81E-01** |
1.71E-01** |
1.65E-01** |
1.15E-01** |
1.48E-01** |
1.80E-01** |
1.39E-01** |
1.77E-01** |
1.66E-01** |
1.43E-01** |
2.07E-01** |
1.61E-01** |
1.63E-01** |
2.28E-01** |
|
5.73E-02 |
5.80E-02 |
5.89E-02 |
5.92E-02 |
5.92E-02 |
5.80E-02 |
5.84E-02 |
5.94E-02 |
5.81E-02 |
5.95E-02 |
5.86E-02 |
5.86E-02 |
5.90E-02 |
5.85E-02 |
5.92E-02 |
5.90E-02 |
Index_low |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
Index_high |
7.19E-02** |
1.11E-01** |
1.46E-01** |
1.68E-01** |
1.70E-01** |
1.08E-01** |
1.31E-01** |
1.76E-01** |
1.31E-01** |
1.63E-01** |
1.49E-01** |
1.38E-01** |
1.58E-01** |
1.37E-01** |
1.53E-01** |
1.55E-01** |
|
1.99E-02 |
2.01E-02 |
2.04E-02 |
2.04E-02 |
2.04E-02 |
2.01E-02 |
2.03E-02 |
2.05E-02 |
2.01E-02 |
2.05E-02 |
2.03E-02 |
2.03E-02 |
2.04E-02 |
2.03E-02 |
2.05E-02 |
2.04E-02 |
WGI_high |
1.80E-01** |
2.09E-01** |
3.44E-01** |
6.31E-01** |
6.90E-01** |
5.03E-01** |
4.86E-01** |
5.49E-01** |
3.82E-01** |
6.72E-01** |
5.53E-01** |
3.26E-01** |
3.75E-01** |
5.74E-01** |
5.05E-01** |
3.72E-01** |
|
4.98E-02 |
3.77E-02 |
4.81E-02 |
7.69E-02 |
8.31E-02 |
9.40E-02 |
7.49E-02 |
6.39E-02 |
5.85E-02 |
8.48E-02 |
7.52E-02 |
4.80E-02 |
4.83E-02 |
8.47E-02 |
6.75E-02 |
4.90E-02 |
Index_low * WGI_high |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
Index_high * WGI_high |
1.80E-01** |
2.09E-01** |
3.44E-01** |
6.31E-01** |
6.90E-01** |
5.03E-01** |
4.86E-01** |
5.49E-01** |
3.82E-01** |
6.72E-01** |
5.53E-01** |
3.26E-01** |
3.75E-01** |
5.74E-01** |
5.05E-01** |
3.72E-01** |
|
4.98E-02 |
3.77E-02 |
4.81E-02 |
7.69E-02 |
8.31E-02 |
9.40E-02 |
7.49E-02 |
6.39E-02 |
5.85E-02 |
8.48E-02 |
7.52E-02 |
4.80E-02 |
4.83E-02 |
8.47E-02 |
6.75E-02 |
4.90E-02 |
Δ ESG |
-2.35E-02* |
6.55E-03 |
1.50E-02** |
8.68E-03** |
1.67E-02** |
1.18E-02 |
1.63E-02** |
2.18E-02** |
5.51E-03 |
1.26E-02** |
8.72E-03** |
-3.49E-03 |
-5.24E-03 |
-2.85E-03 |
1.23E-02** |
1.84E-03 |
|
1.28E-02 |
6.44E-03 |
4.86E-03 |
2.71E-03 |
3.61E-03 |
8.74E-03 |
4.46E-03 |
2.97E-03 |
4.56E-03 |
2.55E-03 |
3.98E-03 |
4.42E-03 |
4.56E-03 |
3.25E-03 |
3.61E-03 |
3.45E-03 |
Constant |
7.19E-02** |
1.11E-01** |
1.46E-01** |
1.68E-01** |
1.70E-01** |
1.08E-01** |
1.31E-01** |
1.76E-01** |
1.31E-01** |
1.63E-01** |
1.49E-01** |
1.38E-01** |
1.58E-01** |
1.37E-01** |
1.53E-01** |
1.55E-01** |
|
1.99E-02 |
2.01E-02 |
2.04E-02 |
2.04E-02 |
2.04E-02 |
2.01E-02 |
2.03E-02 |
2.05E-02 |
2.01E-02 |
2.05E-02 |
2.03E-02 |
2.03E-02 |
2.04E-02 |
2.03E-02 |
2.05E-02 |
2.04E-02 |
R-squared |
0.0286 |
0.0352 |
0.0209 |
0.0308 |
0.0329 |
0.0249 |
0.0250 |
0.0285 |
0.0211 |
0.0323 |
0.0278 |
0.0192 |
0.0223 |
0.0281 |
0.0262 |
0.0225 |
|
Panel C. Low ESG scores |
Covid |
1.97E-01** |
1.63E-01** |
2.27E-01** |
2.18E-01** |
2.17E-01** |
2.25E-01** |
1.96E-01** |
2.12E-01** |
1.99E-01** |
6.34E-02** |
1.77E-01** |
1.73E-01** |
1.65E-01** |
2.01E-01** |
2.58E-01** |
9.83E-02* |
|
5.76E-02 |
5.74E-02 |
5.84E-02 |
5.84E-02 |
5.85E-02 |
5.91E-02 |
5.73E-02 |
5.79E-02 |
5.91E-02 |
2.18E-02 |
5.76E-02 |
5.73E-02 |
5.79E-02 |
5.84E-02 |
5.87E-02 |
5.78E-02 |
Index_low |
9.07E-02** |
9.18E-02** |
1.37E-01** |
1.37E-01** |
1.23E-01** |
1.58E-01** |
9.51E-02** |
1.13E-01** |
1.62E-01** |
3.91E-02** |
1.02E-01** |
1.07E-01** |
9.85E-02** |
1.44E-01** |
1.46E-01** |
1.12E-01** |
|
2.00E-02 |
2.00E-02 |
2.02E-02 |
2.03E-02 |
2.03E-02 |
2.04E-02 |
2.00E-02 |
2.01E-02 |
2.04E-02 |
7.57E-03 |
2.00E-02 |
1.99E-02 |
2.02E-02 |
2.02E-02 |
2.04E-02 |
2.01E-02 |
Index_high |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
WGI_high |
1.45E-01** |
1.29E-01** |
2.13E-01** |
2.50E-01** |
2.45E-01** |
3.52E-01** |
1.43E-01** |
2.49E-01** |
3.38E-01** |
5.03E-02** |
1.62E-01** |
1.60E-01** |
1.48E-01** |
3.91E-01** |
3.41E-01** |
8.99E-01** |
|
3.21E-02 |
2.80E-02 |
3.14E-02 |
3.69E-02 |
4.07E-02 |
4.56E-02 |
2.99E-02 |
4.43E-02 |
4.27E-02 |
9.73E-03 |
3.18E-02 |
2.99E-02 |
3.02E-02 |
5.49E-02 |
4.75E-02 |
1.60E-01 |
Index_low * WGI_high |
1.45E-01** |
1.29E-01** |
2.13E-01** |
2.50E-01** |
2.45E-01** |
3.52E-01** |
1.43E-01** |
2.49E-01** |
3.38E-01** |
5.03E-02** |
1.62E-01** |
1.60E-01** |
1.48E-01** |
3.91E-01** |
3.41E-01** |
8.99E-01** |
|
3.21E-02 |
2.80E-02 |
3.14E-02 |
3.69E-02 |
4.07E-02 |
4.56E-02 |
2.99E-02 |
4.43E-02 |
4.27E-02 |
9.73E-03 |
3.18E-02 |
2.99E-02 |
3.02E-02 |
5.49E-02 |
4.75E-02 |
1.60E-01 |
Index_high * WGI_high |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
|
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
- |
Δ ESG |
4.70E-02** |
2.28E-02 |
2.23E-02** |
2.96E-02** |
3.33E-02** |
1.61E-02** |
3.35E-02** |
2.57E-02** |
1.34E-02** |
8.32E-03** |
2.74E-02** |
-4.90E-04 |
-1.42E-02** |
1.68E-03 |
2.60E-02** |
-3.56E-02** |
|
1.36E-02 |
1.70E-02 |
3.32E-03 |
4.70E-03 |
5.37E-03 |
5.83E-03 |
8.68E-03 |
1.14E-02 |
3.54E-03 |
2.75E-03 |
7.37E-03 |
8.97E-03 |
6.64E-03 |
5.40E-03 |
6.55E-03 |
1.10E-02 |
Constant |
9.07E-02** |
9.18E-02** |
1.37E-01** |
1.37E-01** |
1.23E-01** |
1.58E-01** |
9.51E-02** |
1.13E-01** |
1.62E-01** |
3.91E-02** |
1.02E-01** |
1.07E-01** |
9.85E-02** |
1.44E-01** |
1.46E-01** |
1.12E-01** |
|
2.00E-02 |
2.00E-02 |
2.02E-02 |
2.03E-02 |
2.03E-02 |
2.04E-02 |
2.00E-02 |
2.01E-02 |
2.04E-02 |
7.57E-03 |
2.00E-02 |
1.99E-02 |
2.02E-02 |
2.02E-02 |
2.04E-02 |
2.01E-02 |
R-squared |
0.0248 |
0.0118 |
0.0165 |
0.0178 |
0.0174 |
0.0216 |
0.0129 |
0.0172 |
0.0208 |
0.0086 |
0.0133 |
0.0129 |
0.0120 |
0.0220 |
0.0216 |
0.0280 |
References
- Asteriou, D., Pilbeam, K., & Pouliot, W. (2023). Does ESG investing pay-off? An analysis of the Eurozone area before and during the Covid-19 pandemic. International Journal of Finance & Economics. https://doi.org/10.1002/IJFE.2865. [CrossRef]
- Bae, K. H., El Ghoul, S., Gong, Z. (Jason), & Guedhami, O. (2021). Does CSR matter in times of crisis? Evidence from the COVID-19 pandemic. Journal of Corporate Finance, 67. https://doi.org/10.1016/j.jcorpfin.2020.101876. [CrossRef]
- Berg, F., Kö Lbel, J. F., Rigobon, R., King, A., Orts, E., Jay, J., Kaminski, K., Goldberg, L., Bohnsack, R. E., Eccles, R., Ramelli, S., Lyon, T., Busch, T., Le, Y., Hsieh, J., Gori, A., Lu, A., Duddy, E., Rajaram, S., & Dettwiler, N. (2022). Aggregate Confusion: The Divergence of ESG Ratings. Review of Finance, 26(6), 1315–1344. https://doi.org/10.1093/ROF/RFAC033. [CrossRef]
- Capital Group. (2023). ESG Global Study 2023. https://www.capitalgroup.com/institutional/investments/esg/perspectives/esg-global-study.html.
- Champagne, C., Coggins, F., & Sodjahin, A. (2022). Can extra-financial ratings serve as an indicator of ESG risk? Global Finance Journal, 54. https://doi.org/10.1016/J.GFJ.2021.100638. [CrossRef]
- Chen, C. Da, Su, C. H. (Joan), & Chen, M. H. (2022). Understanding how ESG-focused airlines reduce the impact of the COVID-19 pandemic on stock returns. Journal of Air Transport Management, 102. https://doi.org/10.1016/J.JAIRTRAMAN.2022.102229. [CrossRef]
- Christensen, D. M., Serafeim, G., & Sikochi, A. (2022). Why is Corporate Virtue in the Eye of The Beholder? The Case of ESG Ratings. The Accounting Review, 97(1), 147–175. https://doi.org/10.2308/TAR-2019-0506. [CrossRef]
- Cornell, B. (2021). ESG preferences, risk and return. European Financial Management, 27(1), 12–19. https://doi.org/10.1111/EUFM.12295. [CrossRef]
- Crane, A., Henriques, I., Husted, B. W., & Matten, D. (2017). Measuring Corporate Social Responsibility and Impact: Enhancing Quantitative Research Design and Methods in Business and Society Research. Http://Dx.Doi.Org/10.1177/0007650317713267, 56(6), 787–795. https://doi.org/10.1177/0007650317713267. [CrossRef]
- Crifo, P., Diaye, M. A., & Oueghlissi, R. (2017). The effect of countries’ ESG ratings on their sovereign borrowing costs. Quarterly Review of Economics and Finance, 66, 13–20. https://doi.org/10.1016/j.qref.2017.04.011. [CrossRef]
- Cui, B., & Docherty, P. (2020). Stock Price Overreaction to ESG Controversies.
- DasGupta, R. (2022). Financial performance shortfall, ESG controversies, and ESG performance: Evidence from firms around the world. Finance Research Letters, 46. https://doi.org/10.1016/J.FRL.2021.102487. [CrossRef]
- Eng, L. L., Fikru, M., & Vichitsarawong, T. (2022). Comparing the informativeness of sustainability disclosures versus ESG disclosure ratings. Sustainability Accounting, Management and Policy Journal, 13(2), 494–518. https://doi.org/10.1108/SAMPJ-03-2021-0095/FULL/HTML.
- Folger-Laronde, Z., Pashang, S., Feor, L., & ElAlfy, A. (2022). ESG ratings and financial performance of exchange-traded funds during the COVID-19 pandemic. Journal of Sustainable Finance & Investment, 12(2), 490–496. https://doi.org/10.1080/20430795.2020.1782814. [CrossRef]
- Gao, M., & Geng, X. (2024). The role of ESG performance during times of COVID-19 pandemic. Scientific Reports 2024 14:1, 14(1), 1–15. https://doi.org/10.1038/s41598-024-52245-7. [CrossRef]
- Garefalakis, A., Dimitras, A., Floros, C., & Lemonakis, C. (2016). How narrative reporting changed the business world: Providing a new measurement tool. https://papers.ssrn.com/abstract=4006303.
- Gibson Brandon, R., Krueger, P., & Schmidt, P. S. (2019). ESG Rating Disagreement and Stock Returns. http://ssrn.com/abstract_id=3433728www.ecgi.global/content/working-papers.
- Göker, A., & Sköld, J. (2021). The impact of ESG during COVID-19 A quantitative study targeting ESG and stock returns on the Swedish stock market during COVID-19.
- Kraay, A., Kaufmann, D., & Mastruzzi, M. (2010). The worldwide governance indicators : methodology and analytical issues. https://doi.org/10.1596/1813-9450-5430. [CrossRef]
- Nirino, N., Santoro, G., Miglietta, N., & Quaglia, R. (2021). Corporate controversies and company’s financial performance: Exploring the moderating role of ESG practices. Technological Forecasting and Social Change, 162. https://doi.org/10.1016/j.techfore.2020.120341. [CrossRef]
- Passas, I. (2023). Accounting for integrity: ESG and financial disclosures: the challenge of internal fraud in management decision-making. https://doi.org/10.12681/EADD/55359. [CrossRef]
- Passas, I., Ragazou, K., Zafeiriou, E., Garefalakis, A., & Zopounidis, C. (2022). ESG Controversies: A Quantitative and Qualitative Analysis for the Sociopolitical Determinants in EU Firms. Sustainability 2022, Vol. 14, Page 12879, 14(19), 12879. https://doi.org/10.3390/SU141912879. [CrossRef]
- Pástor, Ł., & Vorsatz, M. B. (2020). Mutual Fund Performance and Flows during the COVID-19 Crisis. The Review of Asset Pricing Studies, 10(4), 791–833. https://doi.org/10.1093/RAPSTU/RAAA015. [CrossRef]
- Pedersen, L. H., Fitzgibbons, S., & Pomorski, L. (2021). Responsible investing: The ESG-efficient frontier. Journal of Financial Economics, 142(2), 572–597. https://doi.org/10.1016/J.JFINECO.2020.11.001. [CrossRef]
- PwC. (2022). Asset wealth management revolution ESG | PwC. https://www.pwc.com/gx/en/industries/financial-services/asset-management/publications/asset-and-wealth-management-revolution-2022.html.
- Sharfman, M. (1996). The construct validity of the Kinder, Lydenberg & Domini social performance ratings data. Journal of Business Ethics, 15(3), 287–296. https://doi.org/10.1007/BF00382954/METRICS. [CrossRef]
- Singh, A. (2022). COVID-19 and ESG preferences: Corporate bonds versus equities. International Review of Finance, 22(2), 298–307. https://doi.org/10.1111/IRFI.12351. [CrossRef]
- Xue, R., Wang, H., Yang, Y., Linnenluecke, M. K., Jin, K., & Cai, C. W. (2023). The adverse impact of corporate ESG controversies on sustainable investment. Journal of Cleaner Production, 427, 139237. https://doi.org/10.1016/J.JCLEPRO.2023.139237. [CrossRef]
- Zopounidis, C., Garefalakis, A., Lemonakis, C., & Passas, I. (2020). Environmental, social and corporate governance framework for corporate disclosure: a multicriteria dimension analysis approach. Management Decision, 58(11), 2473–2496. https://doi.org/10.1108/MD-10-2019-1341/FULL/WWW.OECD.ORG/DATAOECD/39/19/40556222.PDF. [CrossRef]
Table 1.
The percentage of companies that belong to either Low or High category of portfolios; for each ESG score.
Table 1.
The percentage of companies that belong to either Low or High category of portfolios; for each ESG score.
|
Low |
High |
CS |
4.2% |
2.6% |
S |
3.6% |
7.7% |
EPS |
15.9% |
16.9% |
RU |
15.9% |
32.8% |
E |
13.3% |
29.2% |
I |
44.6% |
7.2% |
SPS |
4.6% |
19.0% |
W |
5.6% |
38.5% |
HR |
35.4% |
16.4% |
Co |
5.0% |
47.3% |
PR |
13.8% |
26.7% |
GPS |
3.1% |
13.3% |
M |
4.6% |
23.1% |
Sh |
9.7% |
23.6% |
CSR_S |
17.9% |
33.8% |
CoS |
4.0% |
59.7% |
|
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