| Literature DB >> 35465460 |
Segundo Camino-Mogro1,2,3, Mary Armijos3,4.
Abstract
We exploit the exogenous variation that comes from the COVID-19 and the subsequent lockdown in Ecuador. We estimate a regression discontinuity in time (RDiT) design using official administrative FDI data from January to May 2020. We observe an overall large decrease in FDI inflows. We assess differences across FDI sources and find stronger effects coming from capital increases compared with new firm constitutions. In addition, we find that the negative effects are mostly from inflows coming from North and South American investments. We also assess whether partial reopening of activities positively affects FDI. We do not find any significant effect.Entities:
Keywords: COVID‐19; Ecuador; foreign direct investment; lockdown; regression discontinuity
Year: 2021 PMID: 35465460 PMCID: PMC9015353 DOI: 10.1002/jid.3598
Source DB: PubMed Journal: J Int Dev ISSN: 0954-1748
FIGURE 1FDI inflows in Europe, USA and Ecuador.
FIGURE 2Inward FDI in Ecuador. Note: In Guayaquil and Quito, the reopening took places in different weeks. Guayaquil implement a partial reopening on May 20, and in Quito was on June 3.
Correlation matrix
| FDI (log) | Type of company | Province | Activity | Oil | Risk | |
|---|---|---|---|---|---|---|
| FDI (log) | 1.00 | |||||
| Type of company | −0.01 (0.71) | 1.00 | ||||
| Province | 0.01 (0.44) | 0.22 | 1.00 | |||
| Activity | −0.01 (0.41) | 0.08 | 0.10 | 1.00 | ||
| Oil | 0.15 | 0.00 (1.00) | −0.00 (1.00) | 0.00 (1.00) | 1.00 | |
| Risk | −0.15 | −0.00 (1.00) | 0.00 (1.00) | 0.00 (1.00) | −0.93 | 1.00 |
Note: Table of Pearson correlations coefficients; p values in parentheses.
p < 0.1.
p < 0.05.
p < 0.01.
FIGURE 3Regression discontinuity plot for FDI inflows analysis.
COVID‐19 lockdown and FDI inflow: Bandwidth ±11 weeks
| Total FDI | Capital increase | New constitution | ||||
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| Panel A: Linear model | ||||||
|
| −0.540 | −0.406 | −0.186 | −0.146 | −0.095 (0.793) | −0.558 (1.027) |
|
| −0.251 | −0.067 (0.048) | −0.101 (0.664) | |||
| Panel B: Quadratic model | ||||||
|
| −0.608 | −0.410 | −0.197 | −0.135 | −0.260 (1.164) | −1.285 (1.210) |
|
| −0.0192 | −0.057 (0.050) | −0.213 (0.482) | |||
| Mean before lockdown | 0.640 | 0.640 | 0.227 | 0.227 | 6.851 | 6.851 |
| Province FE | No | Yes | No | Yes | No | Yes |
| Type FE | No | Yes | No | Yes | No | Yes |
| Industry FE | No | Yes | No | Yes | No | Yes |
| Time FE | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 5,152 | 5,152 | 4,975 | 4,975 | 177 | 177 |
Note: Robust standard errors in parentheses. The running variable is the number of weeks from the lockdown date. All regressions include week dummies. The control variable of uncertainty (risk) is reported. Panel A uses the running variable in linear form. Panel B includes the quadratic term of the running variable.
p < 0.1.
p < 0.01.
COVID‐19 lockdown and FDI inflow by region: Bandwidth ±11 weeks
| North America | China | European Union | South America | |||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
| Panel A: Linear model | ||||||||
|
| −0.674 | −0.444 | −0.145 (0.228) | 0.127 (0.278) | −0.457 | −0.370 (0.365) | −0.617 | −0.505 |
|
| −0.430 | −0.509 | −0.163 (0.220) | −0.209 | ||||
| Panel B: Quadratic model | ||||||||
|
| −0.726 | −0.449 | −0.570 | −00058 (0.266) | −0.614 | −0.406 (0.379) | −0.599 | −0.473 |
|
| −0.268 | −0.496 | −0.202 (0.235) | −0.122 (0.089) | ||||
| Mean before lockdown | 0.602 | 0.602 | 0.556 | 0.556 | 0.753 | 0.753 | 0.601 | 0.601 |
| Province FE | No | Yes | No | Yes | No | Yes | No | Yes |
| Type FE | No | Yes | No | Yes | No | Yes | No | Yes |
| Industry FE | No | Yes | No | Yes | No | Yes | No | Yes |
| Time FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 736 | 736 | 483 | 483 | 897 | 897 | 2,392 | 2,392 |
Note: Robust standard errors in parentheses. The running variable is the number of weeks from the lockdown date. All regressions include week dummies. The control variable of uncertainty (risk) is reported. Panel A uses the running variable in linear form. Panel B includes the quadratic term of the running variable.
p < 0.1.
p < 0.05.
p < 0.01.
COVID‐19 lockdown and FDI inflow: Bandwidth ±5 weeks
| Total FDI | Capital increase | New constitution | ||||
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| Panel A: Linear model | ||||||
|
| −0.575 | −0.581 | −0.163 (0.239) | −0.147 (0.238) | −1.816 | −0.745 (1.662) |
|
| −0.230 (0.326) | −0.220 (0.253) | 0.171 (3.038) | |||
| Panel B: Quadratic model | ||||||
|
| −0.823 | −0.665 | −0.323 | −0.194 (0.215) | −2.065 | −0.309 (5.313) |
|
| −0.477 (0.297) | −0.309 (0.246) | 0.908 (7.350) | |||
| Mean before lockdown | 1.566 | 1.566 | 0.637 | 0.637 | 6.789 | 6.789 |
| Province FE | No | Yes | No | Yes | No | Yes |
| Type FE | No | Yes | No | Yes | No | Yes |
| Industry FE | No | Yes | No | Yes | No | Yes |
| Time FE | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 990 | 990 | 921 | 921 | 69 | 69 |
Note: Robust standard errors in parentheses. The running variable is the number of weeks from the lockdown date. All regressions include week dummies. The control variable of uncertainty (risk) is reported. Panel A uses the running variable in linear form. Panel B includes the quadratic term of the running variable.
p < 0.05.
p < 0.01.
COVID‐19 lockdown and FDI inflow by region: Bandwidth ±5 weeks
| North America | China | European Union | South America | |||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
| Panel A: Linear model | ||||||||
|
| −0.679 (0.581) | −0.715 (0.582) | −2.110 | −2.099 | −1.220 (1.331) | −1.190 (1.338) | −0.393 (0.339) | −0.403 (0.342) |
|
| −1.299 (0.796) | 0.405 (1.106) | 1.084 (1.317) | −0.341 (0.419) | ||||
| Panel B: Quadratic model | ||||||||
|
| −0.805 | −0.498 (0.486) | −1.446 | −1.737 | −1.640 | −1.679 (1.273) | −0.643 | −0.458 (0.310) |
|
| −0.927 (0.661) | 0.877 (0.859) | 0.116 (1.253) | −0.556 (0.369) | ||||
| Mean before lockdown | 1.652 | 1.652 | 1.331 | 1.331 | 1.898 | 1.898 | 1.456 | 1.456 |
| Province FE | No | Yes | No | Yes | No | Yes | No | Yes |
| Type FE | No | Yes | No | Yes | No | Yes | No | Yes |
| Industry FE | No | Yes | No | Yes | No | Yes | No | Yes |
| Time FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 143 | 143 | 44 | 44 | 132 | 132 | 517 | 517 |
Note: Robust standard errors in parentheses. The running variable is the number of weeks from the lockdown date. All regressions include week dummies. The control variable of uncertainty (risk) is reported. Panel A uses the running variable in linear form. Panel B includes the quadratic term of the running variable.
p < 0.1.
p < 0.05.
p < 0.01.
COVID‐19 lockdown and FDI inflow: Bandwidth ±8 weeks
| Total FDI | Capital increase | New constitution | ||||
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| Panel A: Linear model | ||||||
|
| −0.877 | −0.859 | −0.274 | −0.245 | −0.337 (0.926) | −0.232 (1.296) |
|
| 0.029 (0.184) | −0.029 (0.132) | −0.035 (1.006) | |||
| Panel B: Quadratic model | ||||||
|
| −0.902 | −0.902 | −0.277 | −0.230 | −1.106 (1.143) | −0.661 (1.004) |
|
| 0.001 (0.179) | −0.039 (0.130) | −0.182 (0.706) | |||
| Mean before lockdown | 0.958 | 0.958 | 0.351 | 0.351 | 6.783 | 6.783 |
| Province FE | No | Yes | No | Yes | No | Yes |
| Type FE | No | Yes | No | Yes | No | Yes |
| Industry FE | No | Yes | No | Yes | No | Yes |
| Time FE | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 2,635 | 2,635 | 2,154 | 2,154 | 121 | 121 |
Note: Robust standard errors in parentheses. The running variable is the number of weeks from the lockdown date. All regressions include week dummies. The control variable of uncertainty (risk) is reported. Panel A uses the running variable in linear form. Panel B includes the quadratic term of the running variable.
p < 0.1.
p < 0.05.
p < 0.01.
COVID‐19 lockdown and FDI inflow by region: Bandwidth ±8 weeks
| North America | China | European Union | South America | |||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
| Panel A: Linear model | ||||||||
|
| −1.160 | −1.120 | −0.571 (0.549) | −0.655 (0.919) | −0.483 (0.480) | −0.461 (0.769) | −0.941 | −0.974 |
|
| −0.062 (0.411) | 0.133 (0.634) | −0.036 (0.585) | 0.052 (0.243) | ||||
| Panel B: Quadratic model | ||||||||
|
| −1.045 | −1.082 | −0.895 | −0.774 (0.888) | −0.712 | −0.490 (0.780) | −0.905 | −0.968 |
|
| 0.038 (0.417) | −0.122 (0.709) | −0.226 (0.561) | 0.063 (0.234) | ||||
| Mean before lockdown | 0.994 | 0.994 | 0.976 | 0.976 | 1.038 | 1.038 | 0.905 | 0.905 |
| Province FE | No | Yes | No | Yes | No | Yes | No | Yes |
| Type FE | No | Yes | No | Yes | No | Yes | No | Yes |
| Industry FE | No | Yes | No | Yes | No | Yes | No | Yes |
| Time FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 340 | 340 | 153 | 153 | 459 | 459 | 1,309 | 1,309 |
Note: Robust standard errors in parentheses. The running variable is the number of weeks from the lockdown date. All regressions include week dummies. The control variable of uncertainty (risk) is reported. Panel A uses the running variable in linear form. Panel B includes the quadratic term of the running variable.
p < 0.1.
p < 0.01.
COVID‐19 lockdown and FDI inflow: Placebo of fake week of lockdown
| −1 week | −2 weeks | −3 weeks | ||||
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| Panel A: Linear model | ||||||
|
| −0.396 | −0.319 (0.225) | −0.101 (0.127) | −0.372 | −0.149 (0.140) | 0.014 (0.153) |
|
| −0.080 (0.146) | −0.624 | −0.454 | |||
| Panel B: Quadratic model | ||||||
|
| −0.374 | −0.258 (0.233) | −0.076 (0.107) | 0.297 (0.217) | −0.051 (0.116) | −0.025 (0.154) |
|
| −0.095 (0.147) | −0.396 | −0.052 (0.139) | |||
| Mean before lockdown | 0.633 | 0.633 | 0.626 | 0.626 | 0.659 | 0.659 |
| Province FE | No | Yes | No | Yes | No | Yes |
| Type FE | No | Yes | No | Yes | No | Yes |
| Industry FE | No | Yes | No | Yes | No | Yes |
| Time FE | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 4,704 | 4,704 | 4,256 | 4,256 | 3,808 | 3,808 |
Note: Robust standard errors in parentheses. The running variable is the number of weeks from the lockdown date. All regressions include week dummies. The control variable of uncertainty (risk) is reported. Panel A uses the running variable in linear form. Panel B includes the quadratic term of the running variable.
p < 0.1.
p < 0.01.
FIGURE 4Regression discontinuity plot for FDI inflows analysis of partial reopening activities in Guayaquil and Quito.
Partial reopening activities and FDI inflow: Guayaquil and Quito
| Guayaquil | Quito | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| Panel A: Linear model | ||||
|
| 0.474 | 0.451 (0.307) | 0.118 (0.346) | −0.122 (0.346) |
|
| −0.214 (0.797) | −1.795 (1.304) | ||
| Panel B: Quadratic model | ||||
|
| 0.582 | 0.501 (0.333) | 0.102 (0.347) | −0.119 (0.342) |
|
| −0.610 (1.098) | −1.053 (0.958) | ||
| Mean before lockdown | 0.065 | 0.065 | 0.123 | 0.123 |
| Type FE | No | Yes | No | Yes |
| Industry FE | No | Yes | No | Yes |
| Time FE | Yes | Yes | Yes | Yes |
| Observations | 527 | 527 | 646 | 646 |
Note: Robust standard errors in parentheses. The running variable is the number of weeks from the lockdown date. All regressions include week dummies. The control variable of uncertainty (risk) is reported. Panel A uses the running variable in linear form. Panel B includes the quadratic term of the running variable.
p < 0.1.
p < 0.05.