| Literature DB >> 33821047 |
Bryan C McCannon1, Joshua C Hall1.
Abstract
Stay-at-home orders curtailed the individual liberty of those across the United States. Governors of some states moved swiftly to impose the lockdowns. Others delayed and a few even refused to implement these policies. We explore common narratives of what determines the speed of implementation, namely partisanship and virus exposure. While correlation exists, we show that the most consistent explanation for the speed of the implementation of these orders is the state's economic freedom. It was the economically unfree states that issued stay-at-home orders earlier.Entities:
Keywords: coronavirus; economic freedom; economic freedom of North America; freedom of the 50 states; liberty; stay‐at‐home orders
Year: 2021 PMID: 33821047 PMCID: PMC8012998 DOI: 10.1002/soej.12495
Source DB: PubMed Journal: South Econ J ISSN: 0038-4038
FIGURE 1Timing of the stay‐at‐home orders each column represents the number of states that adopted the order during the associated week. Week 1 is the week of March 15–21. Week 2 is the week of March 22–28. Week 3 is the week of March 29–April 4. Week 4 is the week of April 5–11
Pairwise correlations between days and exposure
| Variable | Correlation coefficient |
|---|---|
| Presence of a large city | −0.23 |
| Asian population share | −0.27* |
| Direct flight from China | −0.27* |
| Date of the first death | 0.32** |
| Total deaths | −0.17 |
Note: Asterisks report the results from a t test; *** 1%; ** 5%; * 10% level of significance.
Pairwise correlations between days and liberty
| Variable | Correlation coefficient |
|---|---|
|
| −0.22 |
|
| 0.34*** |
| Economic Freedom of North America | 0.29*** |
Note: Asterisks report the results from a t test; *** 1%; ** 5%; * 10% level of significance.
Pairwise correlations between days and partisanship
| Variable | Correlation coefficient |
|---|---|
| Democratic governor | −0.47*** |
| Governor up for re‐election in 2020 | −0.07 |
| Governor's approval rating | 0.27* |
| Bond rating | 0.39*** |
Note: Asterisks report the results from a t‐test; *** 1%; ** 5%; * 10% level of significance.
Economic freedom and speed of adoption
| Freedom of the 50 States | EFNA | |||
|---|---|---|---|---|
| OLS | Poisson | OLS | Poisson | |
| Model | (1) | (2) | (3) | (4) |
| Economic freedom | 11.34** | 0.159*** | 3.22** | 0.043** |
| (4.29) | (0.054) | (1.57) | (0.019) | |
| Personal freedom | −12.33 | −0.160 | ||
| (16.44) | (0.204) | |||
| Democratic governor | −6.75** | −0.092** | −7.81** | −0.107*** |
| (3.01) | (0.036) | (2.88) | (0.035) | |
| Governor's RE‐election in 2020 | −3.67 | −0.047 | −3.99 | −0.051 |
| (3.13) | (0.038) | (3.18) | (0.039) | |
| Governor's approval rating | −12.71 | −0.184 | −18.34 | −0.256 |
| (14.75) | (0.173) | (15.52) | (0.184) | |
| Bond rating | 1.99** | 0.029*** | 1.72** | 0.024** |
| (0.76) | (0.010) | (0.75) | (0.01) | |
| Presence of a large city | −3.66 | −0.053* | −4.17* | −0.059** |
| (2.24) | (0.028) | (2.29) | (0.028) | |
| Asian population share | −16.69 | −0.251 | −31.38** | −0462** |
| (15.71) | (0.203) | (14.08) | (0.188) | |
| Date of the first death | 0.51** | 0.007*** | 0.53** | 0.007*** |
| (0.20) | (0.002) | (0.20) | (0.002) | |
| Total deaths | 13.49** | 0.172*** | 12.49** | 0.156** |
| (5.35) | (0.060) | (5.58) | (0.067) | |
|
| 0.458 | 0.087 | 0.454 | 0.086 |
| AIC | 364.4 | 361.7 | 362.7 | 360.1 |
Note: Dependent variable is equal to the number of days since the first recorded case in the U.S. until the state issued a Stay‐at‐Home order. A constant is included in each specification, but not reported. Heteroscedasticity‐robust standard errors presented in parentheses; *** 1%, ** 5%, * 10% level of significance. Columns (1) and (2) use the Freedom of the 50 States index. Columns (3) and (4) use the Economic Freedom of North America index.
Economic freedom and early adoption
| (1) | (2) | |
|---|---|---|
| Economic freedom | −0.735*** | −0.845*** |
| (0.225) | (0.199) | |
| Personal freedom | −0.471 | −0.725 |
| (0.555) | (0.611) | |
| Democratic governor | −0.002 | |
| (0.101) | ||
| Governor's re‐election in 2020 | −0.112 | |
| (0.087) | ||
| Governor's approval rating | −0.212 | |
| (0.571) | ||
| Bond rating | −0.075* | |
| (0.044) | ||
| Presence of a large city | 0.150 | |
| (0.119) | ||
| Asian population share | −1.368 | |
| (0.928) | ||
| Date of first death | −0.014* | |
| (0.008) | ||
| Total deaths | −0.304 | |
| (0.319) | ||
|
| 0.214 | 0.419 |
| AIC | 35.5 | 36.4 |
Note: Dependent variable is equal to one if the state was an early adopter of a stay‐at‐home order. A constant is included in each specification, but not reported. Heteroscedasticity‐robust standard errors presented in parentheses; *** 1%, ** 5%, * 10% level of significance. Freedom of the 50 States is used.
FIGURE 2Distribution of coefficients histogram presents the number of coefficient estimates that fall within each bin from the leave‐out sensitivity check. The number on the x‐axis is the upper bound for the bin
Stepwise elimination of insignificant variables
| Days | Early adopter | |
|---|---|---|
| Dep. Var. | (1) | (2) |
| Economic freedom | 9.57** | −0.640*** |
| (3.69) | (0.203) | |
| Democratic governor | −5.53** | |
| (2.26) | ||
| Governor's re‐election in 2020 | −0.155* | |
| (0.077) | ||
| Bond rating | 1.92** | −0.080** |
| (0.76) | (0.035) | |
| Presence of a large city | −4.18* | |
| (2.28) | ||
| Date of first death | 0.34* | −0.011** |
| (0.19) | (0.005) | |
|
| 0.403 | 0.360 |
| AIC | 359.1 | 29.2 |
Note: A constant is included in each specification, but not reported. Heteroscedasticity‐robust standard errors presented in parentheses; *** 1%, ** 5%, * 10% level of significance. Freedom of the 50 States is used.