Regression results
| Independent variables | Robust ordinary least squares (OLS) | Feasible GLS (FGLS) | ||
|---|---|---|---|---|
| Coef. | p-value | Coef. | p-value | |
| Equation (1). Dependent Variable: labor productivity | ||||
| Human Capital Index (HCI) | −9642.861 | 0.572 | −4884.162 | 0.658 |
| Investment | 104.4128 | 0.607 | −8.317466 | 0.953 |
| Digital Evolution Index (DEI) | 19032.87 | 0.001*** | 18990.47 | 0.000*** |
| Constant | −26707.24 | 0.004*** | ||
| Weights | −26471.72 | 0.000*** | ||
| Equation (2). Dependent Variable: log Per capita GNI | ||||
| Human Capital Index (HCI) | 1.726857 | 0.142 | 1.142373 | 0.409 |
| Investment | 0.0034545 | 0.792 | −0.0001841 | 0.987 |
| Log Population | −0.0117252 | 0.05763* | 0.0041507 | 0.935 |
| DEI | 1.319593 | 0.002*** | 1.450012 | 0.001*** |
| Constant | 4.722352 | 0.000 | ||
| Weights | 4.581438 | 0.000** | ||
| Equation (3). Dependent Variable: Employment rate | ||||
| Labor cost | −0.1806375 | 0.374 | −0.1166276 | 0.336 |
| Log Real GDP | −5.065997 | 0.330 | −10.40436 | 0.016** |
| Log Population | −0.3929043 | 0.870 | −0.2250237 | 0.909 |
| Digital Evolution Index (DEI) | 10.50348 | 0.341 | 28.26779 | 0.001*** |
| Constant | 88.42046 | 0.151 | ||
| Weights | 90.79594 | 0.085** | ||
| Equation (4). Dependent Variable: Vulnerable Employment | ||||
| Labor cost | −0.1280957 | 0.608 | −0.106873 | 0.627 |
| Log Real GDP | −12.34068 | 0.031** | −15.4004 | 0.001*** |
| Log Population | 3.622302 | 0.215 | 4.218689 | 0.031*** |
| DEI | −9.435915 | 0.507 | −5.400603 | 0.623 |
| Constant | 102.4988 | 0.139 | ||
| Weights | 108.6521 | 0.031*** | ||
| Independent variables | Robust ordinary least squares (OLS) | Feasible GLS (FGLS) | ||
|---|---|---|---|---|
| Coef. | Coef. | |||
| Human Capital Index (HCI) | −9642.861 | 0.572 | −4884.162 | 0.658 |
| Investment | 104.4128 | 0.607 | −8.317466 | 0.953 |
| Digital Evolution Index (DEI) | 19032.87 | 0.001 | 18990.47 | 0.000 |
| Constant | −26707.24 | 0.004 | ||
| Weights | −26471.72 | 0.000 | ||
| Human Capital Index (HCI) | 1.726857 | 0.142 | 1.142373 | 0.409 |
| Investment | 0.0034545 | 0.792 | −0.0001841 | 0.987 |
| Log Population | −0.0117252 | 0.05763 | 0.0041507 | 0.935 |
| DEI | 1.319593 | 0.002 | 1.450012 | 0.001 |
| Constant | 4.722352 | 0.000 | ||
| Weights | 4.581438 | 0.000 | ||
| Labor cost | −0.1806375 | 0.374 | −0.1166276 | 0.336 |
| Log Real GDP | −5.065997 | 0.330 | −10.40436 | 0.016 |
| Log Population | −0.3929043 | 0.870 | −0.2250237 | 0.909 |
| Digital Evolution Index (DEI) | 10.50348 | 0.341 | 28.26779 | 0.001 |
| Constant | 88.42046 | 0.151 | ||
| Weights | 90.79594 | 0.085 | ||
| Labor cost | −0.1280957 | 0.608 | −0.106873 | 0.627 |
| Log Real GDP | −12.34068 | 0.031 | −15.4004 | 0.001 |
| Log Population | 3.622302 | 0.215 | 4.218689 | 0.031 |
| DEI | −9.435915 | 0.507 | −5.400603 | 0.623 |
| Constant | 102.4988 | 0.139 | ||
| Weights | 108.6521 | 0.031 | ||
Notes: Both the dependent and the independent variables in the FGLS model are weighted variables calculated using the weights obtained from the OLS. Those weights are then added as an explanatory variable in the FGLS model. *, ** and ***indicates 90, 95 and 99% confidence levels respectively
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