| Literature DB >> 35967486 |
Dawn Yi Lin Chow1, Andreas Petrou2, Andreas Procopiou3.
Abstract
This first wave study of the Covid-19 pandemic investigates why the governments of different countries proceeded to lockdown at different speeds. We draw upon the literature on Corporate Governance Institutions (CGIs) to theorize that governments' decision-making is undertaken in the light of prevailing beliefs, norms, and rules of the collectivity, as portrayed by the focal country's CGIs, in their effort to maintain legitimacy. In addition, drawing on motivated cognition we posit that the government's political ideology moderates this relationship because decision-makers are biased when assessing the impact of lockdown on commerce. Running negative binomial regressions on a sample of 125 countries, we find that the more shareholder-oriented the CGIs, the slower the governmental response in shutting down the economy to protect from the pandemic. Moreover, the main relationship is stronger the more right-leaning the government's ideology. Our study contributes to the research on corporate governance institutions and political ideology and illustrates how societal and ideological biases affect government decision-making, especially when important decisions about public welfare are taken with little information on hand.Entities:
Keywords: COVID-19; National CGIs; Pandemic response
Year: 2022 PMID: 35967486 PMCID: PMC9362367 DOI: 10.1007/s10551-022-05216-9
Source DB: PubMed Journal: J Bus Ethics ISSN: 0167-4544
Fig. 1Theoretical framework
Correlations and descriptive statistics
| Mean | S.D | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | ||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Days to lockdown | 10.960 | 15.290 | 1 | |||||||
| 2 | CGI Index | 0.008 | 0.550 | 0.393*** | 1 | ||||||
| 3 | Government’s Political Ideology | 2.976 | 1.066 | 0.418*** | 0.341*** | 1 | |||||
| 4 | Population density | 206.586 | 658.693 | −0.054 | 0.334*** | 0.004 | 1 | ||||
| 5 | GDP growth | 3.442 | 1.979 | −0.181** | −0.115 | −0.027 | 0.033 | 1 | |||
| 6 | Air travelers | 0.997 | 1.397 | 0.266*** | 0.483*** | 0.091 | 0.358*** | −0.229** | 1 | ||
| 7 | Emerging Market | 0.056 | 0.231 | 0.247*** | 0.034 | 0.169* | −0.032 | 0.019 | −0.065 | 1 | |
| 8 | Authoritarianism | 0.032 | 0.177 | −0.116 | 0.212** | −0.082 | −0.031 | −0.190** | 0.044 | −0.044 | 1 |
| 9 | Lockdown before pandemic declaration | 0.680 | 0.468 | 0.526*** | 0.428*** | 0.453*** | 0.085 | −0.127 | 0.172* | 0.092 | 0.027 |
The number of observations is 125. *, **, and *** represent significance at the 10%, 5%, and 1% levels, respectively (two-tailed tests)
Negative binomial regression on the days to lockdown
| Model 1 | Model 2 | Model 3 | |
|---|---|---|---|
| Constant | 0.832*** (0.209) | 0.924*** (0.213) | 0.866*** (0.219) |
| Population density | −0.286*** (0.056) | −0.317*** (0.054) | −0.320*** (0.054) |
| GDP growth | −0.078 (0.065) | −0.091 (0.066) | −0.084 (0.065) |
| Air travelers | 0.264** (0.116) | 0.143 (0.114) | 0.160 (0.118) |
| Emerging Market | 0.619*** (0.193) | 0.634*** (0.203) | 0.634*** (0.211) |
| Authoritarianism | −1.123*** (0.417) | −1.497*** (0.459) | −1.450*** (0.457) |
| Lockdown before pandemic declaration | 1.776*** (0.233) | 1.637*** (0.239) | 1.648*** (0.240) |
| Government’s Political Ideology | 0.224*** (0.077) | 0.157** (0.077) | 0.159** (0.075) |
| CGI Index | 0.252*** (0.093) | 0.246*** (0.091) | |
| CGI Index x Government’s Political Ideology | 0.142** (0.067) | ||
| Number of Observations | 125 | 125 | 125 |
| Pseudo R2 | 0.127 | 0.134 | 0.136 |
| Log likelihood | −383.063 | −380.324 | −379.238 |
| Chi-square value | 187.028*** | 193.835*** | 199.211*** |
This table reports the coefficient estimated in Negative Binomial regression on the number of days between the date of the first verified Covid-19 case and the date of lockdown (dependent variable). CGI Index is the Corporate governance institution index which is calculated as the average of the following standardized five indicators: (i) reliance on professional management; (ii) shareholder-oriented governance; (iii) property rights protection; (iv) flexibility of wage determination; (v) (inverted) workers’ rights. High values of CGI Index correspond to more shareholder-oriented corporate governance institutions. Government’s Political Ideology is an ordinal variable that takes five values: left, center-left, center, center-right, and right. Robust standard errors are reported in parenthesis. *, **, and *** represent significance at the 10%, 5%, and 1% levels, respectively (two-tailed tests)
Fig. 2Plot of the interaction effect of CGI Index with the government’s political ideology on the days to lockdown
Robustness check—omitted variable bias
| OLS Coefficients | Bias-adjusted coefficient | Value of δ in order to nullify the coefficients | |
|---|---|---|---|
| Population density | −3.223*** (0.692) | −4.122 | −3.595 |
| GDP growth | −1.540** (0.719) | −1.084 | 3.004 |
| Air travelers | 2.652** (1.135) | 1.785 | 2.166 |
| Emerging Market | 2.747* (1.453) | 2.376 | 5.913 |
| Authoritarianism | −15.594*** (4.022) | −17.621 | −9.853 |
| Lockdown before pandemic declaration | 11.163*** (1.847) | 5.186 | 1.464 |
| Government’s Political Ideology | 2.276* (1.204) | 1.006 | 1.356 |
| CGI Index | 3.407*** (1.229) | 1.150 | 1.414 |
| CGI Index x Government’s Political Ideology | 2.460** (1.119) | 3.880 | −4.253 |
This table reports the results of the coefficient stability approach of Oster (2019) for evaluating the robustness to omitted variables bias. The first column reports the OLS regression results. The second column reports the estimated coefficients of the variables in the hypothetical case that: (i) the controlled variables and the omitted ones have the same effect on the coefficient of the variable in question (i.e., δ = 1); and (ii) the maximum R2 that the inclusion of the omitted variable result is 1.3 times the R2 of the estimated models (i.e., assumed maximum R2 is 0.617, given that the R2 of OLS model is 0.475). The third column reports the values of δ, i.e., how large would have to be the effect of the omitted variables in comparison to the observable variables in order to nullify the effect of the estimated variable (i.e., β = 0). The number of observations is 125. Robust standard errors are reported in parenthesis. *, **, and *** represent significance at the 10%, 5%, and 1% levels, respectively (two-tailed tests)
Robustness check—Cox regression on the days to lockdown
| Model 1 | Model 2 | Model 3 | |
|---|---|---|---|
| Population density | 0.320*** (0.068) | 0.349*** (0.063) | 0.355*** (0.065) |
| GDP growth | 0.058 (0.068) | 0.073 (0.071) | 0.062 (0.070) |
| Air travelers | −0.342** (0.169) | −0.233 (0.169) | −0.256 (0.178) |
| Emerging Market | −0.806** (0.352) | −0.843** (0.389) | −0.846** (0.403) |
| Authoritarianism | 0.867** (0.399) | 1.152** (0.468) | 1.109** (0.467) |
| Lockdown before pandemic declaration | −1.698*** (0.294) | −1.583*** (0.299) | −1.581*** (0.293) |
| Government’s Political Ideology | −0.221** (0.087) | −0.166* (0.087) | −0.194** (0.085) |
| CGI Index | −0.228** (0.104) | −0.233** (0.101) | |
| CGI Index x Government’s Political Ideology | −0.164** (0.071) | ||
| Number of Observations | 125 | 125 | 125 |
| Pseudo | 0.076 | 0.079 | 0.081 |
| Log likelihood | −453.014 | −451.626 | −450.657 |
| Chi-square value | 99.130*** | 108.680*** | 108.011*** |
This table reports the coefficients estimated by Cox proportional hazard regression. The dependent variable is the Hazard ratio which indicates the odds of forcing a lockdown. CGI Index is the Corporate governance institution index which is calculated as the average of the following standardized five indicators: (i) reliance on professional management; (ii) shareholder-oriented governance; (iii) property rights protection; (iv) flexibility of wage determination; (v) (inverted) workers’ rights. High values of CGI Index correspond to more shareholder-oriented corporate governance institutions. Government’s Political Ideology is an ordinal variable that takes five values: left, center-left, center, center-right, and right. Robust standard errors are reported in parenthesis. *, **, and *** represent significance at the 10%, 5%, and 1% levels, respectively (two-tailed tests)
Additional analysis—number of years to next elections
| Model 1 | |
|---|---|
| Constant | 0.932*** (0.175) |
| Population density | −0.337*** (0.055) |
| GDP growth | −0.107* (0.061) |
| Air travelers | 0.108 (0.098) |
| Emerging Market | 0.553** (0.216) |
| Authoritarianism | −1.551*** (0.598) |
| Lockdown before pandemic declaration | 1.602*** (0.209) |
| Government’s Political Ideology | 0.191*** (0.072) |
| Years to next elections | 0.302*** (0.095) |
| CGI Index | 0.220** (0.097) |
| CGI Index x Years to next elections | −0.121** (0.060) |
| Number of Observations | 125 |
| Pseudo | 0.145 |
| Log likelihood | −375.375 |
| Chi-square value | 299.559*** |
This table reports the coefficient estimated in Negative Binomial regression on the number of days between the date of the first verified Covid-19 case and the date of lockdown (dependent variable). CGI Index is the Corporate governance institution index which is calculated as the average of the following standardized five indicators: (i) reliance on professional management; (ii) shareholder-oriented governance; (iii) property rights protection; (iv) flexibility of wage determination; (v) (inverted) workers’ rights. High values of CGI Index correspond to more shareholder-oriented corporate governance institutions. Years to next elections is the number of years that elapse between 2020 and the year of the next general election in the country. Robust standard errors are reported in parenthesis. *, **, and *** represent significance at the 10%, 5%, and 1% levels, respectively (two-tailed tests)