Figure 1.

Correlation coefficient matrix
| GHI | FEPI | GDI | LGDPpc | FMLC | GNST | HLEB | POC | HDI | |
|---|---|---|---|---|---|---|---|---|---|
| GHI | 1.000 | ||||||||
| FEPI | 0.398 | 1.0000 | |||||||
| GDI | 0.621 | −0.105 | 1.000 | ||||||
| LGDPpc | 0.803 | −0.459 | 0.499 | 1.000 | |||||
| FMLC | −0.103 | 0.427 | 0.157 | 0.133 | 1.000 | ||||
| GNST | −0.214 | −0.451 | −0.266 | −0.264 | −0.328 | 1.000 | |||
| HLEB | −0.767 | −0.378 | 0.679 | 0.810 | 0.230 | −0.329 | 1.000 | ||
| POC | 0.377 | 0.083 | −0.163 | −0.623 | −0.141 | 0.217 | −0.544 | 1.000 | |
| HDI | 0.802 | −0.390 | 0.632 | 0.964 | 0.209 | −0.358 | 0.954 | −0.520 | 1.000 |
Variation inflation factors after omitting HDI
| VIF | Tolerance | |
|---|---|---|
| FEPI | 3.96 | 0.252770 |
| GDI | 2.60 | 0.384915 |
| LGDPpc | 8.69 | 0.115036 |
| FMLC | 1.73 | 0.576983 |
| GNST | 2.21 | 0.451929 |
| HLEB | 8.76 | 0.114155 |
| POC | 2.10 | 0.476867 |
Variation inflation factors (VIF) for independent variables
| VIF | Tolerance | |
|---|---|---|
| FEPI | 3.96 | 0.252643 |
| GDI | 2.98 | 0.335791 |
| LGDPpc | 36.96 | 0.027053 |
| FMLC | 1.79 | 0.557311 |
| GNST | 2.50 | 0.399739 |
| HLEB | 15.36 | 0.065123 |
| POC | 2.73 | 0.365992 |
| HDI | 53.45 | 0.018708 |
Descriptive statistics
| GHI | FEPI | GDI | LGDPpc | FMLC | GNST | HLEB | POC | HDI | ||
|---|---|---|---|---|---|---|---|---|---|---|
| Indonesia | 5.215 | 75 | 0.924 | 9.152 | 0.781 | 0.414 | 61.845 | 0.924 | 0.681 | |
| Cambodia | 4.269 | 93.75 | 0.904 | 8.091 | 0.925 | 0.155 | 60.006 | 0.851 | 0.561 | |
| Laos | 4.918 | 100 | 0.923 | 8.67 | 0.894 | 0.247 | 58.61 | 0.62 | 0.575 | |
| Myanmar | 4.759 | 75 | 0.948 | 8.104 | 0.659 | 0.571 | 58.676 | 0.737 | 0.541 | |
| Malaysia | 5.863 | 75 | 0.966 | 10.047 | 0.82 | 0.114 | 65.542 | 0.819 | 0.783 | |
| Philippines | 5.262 | 100 | 0.968 | 8.827 | 0.895 | −0.018 | 61.764 | 0.778 | 0.688 | |
| Singapore | 6.51 | 75 | 0.978 | 11.353 | 0.848 | 0.072 | 72.825 | 0.103 | 0.919 | |
| Thailand | 6.059 | 75 | 1.001 | 9.654 | 0.874 | 0.374 | 67.592 | 0.911 | 0.762 | |
| Vietnam | 5.33 | 98.437 | 0.995 | 8.7 | 0.891 | 0.01 | 64.806 | 0.783 | 0.677 | |
| Total | Mean | 5.354 | 85.24 | 0.956 | 9.177 | 0.843 | 0.215 | 63.518 | 0.725 | 0.687 |
| Std. dev. | 0.746 | 12.33 | 0.035 | 1.002 | 0.121 | 0.219 | 4.548 | 0.245 | 0.118 | |
| Min | 3.568 | 75 | 0.873 | 7.638 | 0.184 | −0.151 | 55.28 | 0.035 | 0.465 | |
| Max | 7.062 | 100 | 1.013 | 11.5 | 0.965 | 0.706 | 73.8 | 1.036 | 0.943 | |
| Skewness | 0.043 | 0.371 | −0.372 | 0.884 | −2.902 | 0.423 | 0.600 | −1.724 | 0.415 | |
| Kurtosis | 2.464 | 1.134 | 2.253 | 3.057 | 13.204 | 2.137 | 2.778 | 5.035 | 2.569 | |
| Jarque–Bera test | 1.76 (0.413) | 24.10 (0.000) | 6.60 (0.036) | 18.39 (0.000) | 822.68 (0.000) | 8.67 (0.013) | 8.77 (0.012) | 94.72 (0.000) | 5.17 (0.075) | |
| Observations | N = 144, n = 9, T = 16 | |||||||||
MM-QR regression results
| OLS | Quantile of GHI | ||||||
|---|---|---|---|---|---|---|---|
| Location | Scale | 1st quantile | 2nd quantile | 3rd quantile | 4th quantile | 5th quantile | |
| FEPI | 0.0094* (0.0056) | −0.002 (0.003) | 0.012*** (0.004) | 0.010** (0.004) | 0.009* (0.005) | 0.008 (0.006) | 0.0059 (0.009) |
| GDI | 10.127*** (1.772) | 1.361 (1.042) | 8.081*** (2.077) | 9.188*** (1.769) | 9.995*** (1.762) | 10.871*** (1.991) | 12.40*** (2.784) |
| LGDPpc | 0.62*** (0.128) | −0.061 (0.076) | 0.712*** (0.114) | 0.662*** (0.109) | 0.626*** (0.124) | 0.586*** (0.156) | 0.517** (0.351) |
| FMLC | −1.66*** (0.348) | 0.168 (0.189) | −1.913*** (0.330) | −1.776*** (0.309) | −1.676** (0.340) | −1.371*** (0.376) | −1.379** (0.577) |
| GNST | −0.20 (0.256) | −0.014 (0.158) | −0.178 (0.226) | −0.190 (0.211) | −0.198 (0.247) | −0.208 (0.315) | −0.224 (0.463) |
| HLEB | −0.026 (0.026) | −0.009 (0.015) | −0.011 (0.029) | −0.019 (0.025) | −0.025 (0.026) | −0.031 (0.030) | −0.042 (0.043) |
| POC | 0.082 (0.225) | −0.148 (0.135) | 0.305 (0.235) | 0.185 (0.210) | 0.096 (0.222) | 0.001 (0.265) | −0.165 (0.381) |
| cons | −7.767*** (1.303) | 0.284 (0.73) | −8.195*** (1.188) | −7.964*** (1.125) | −7.795*** (1.269) | −7.612*** (1.554) | −7.292*** (2.193) |
Homogeneity Wald tests
| 0.10 | 0.30 | 0.50 | 0.70 | All Quantiles | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.30 | 0.50 | 0.70 | 0.90 | 0.50 | 0.70 | 0.90 | 0.70 | 0.90 | 0.90 | ||
| FEPI | 0.41 (0.52) | 0.41 (0.52) | 0.42 (0.51) | 0.42 (0.51) | 0.40 (0.52) | 0.41 (0.51) | 0.42 (0.51) | 0.42 (0.51) | 0.42 (0.51) | 0.41 (0.52) | 0.43 (0.98) |
| GDI | 1.61 (0.20) | 1.65 (0.19) | 1.68 (0.19) | 1.67 (0.19) | 1.56 (0.21) | 1.64 (0.20) | 1.65 (0.19) | 1.60 (0.20) | 1.64 (0.20) | 1.57 (0.21) | 1.68 (0.79) |
| LGDPpc | 0.63 (0.42) | 0.63 (0.42) | 0.63 (0.42) | 0.63 (0.42) | 0.62 (0.43) | 0.62 (0.43) | 0.62 (0.42) | 0.61 (0.43) | 0.62 (0.43) | 0.61 (0.43) | 0.63 (0.95) |
| FMLC | 0.76 (0.38) | 0.77 (0.37) | 0.78 (0.37) | 0.77 (0.38) | 0.75 (0.38) | 0.78 (0.37) | 0.76 (0.38) | 0.78 (0.37) | 0.76 (0.38) | 0.73 (0.39) | 0.79 (0.93) |
| GNST | 0.01 (0.92) | 0.01 (0.92) | 0.01 (0.92) | 0.01 (0.92) | 0.01 (0.92) | 0.01 (0.92) | 0.01 (0.92) | 0.01 (0.92) | 0.01 (0.92) | 0.01 (0.92) | 0.01 (0.99) |
| HLEB | 0.37 (0.54) | 0.37 (0.54) | 0.38 (0.53) | 0.38 (0.53) | 0.37 (0.54) | 0.38 (0.53) | 0.38 (0.53) | 0.38 (0.53) | 0.38 (0.53) | 0.38 (0.53) | 0.38 (0.98) |
| POC | 1.17 (0.27) | 1.19 (0.27) | 1.19 (0.27) | 1.18 (0.27) | 1.15 (0.28) | 1.16 (0.28) | 1.16 (0.28) | 1.11 (0.29) | 1.15 (0.28) | 1.13 (0.28) | 1.19 (0.87) |
Variables and their descriptions
| Variable | Simply means | Source |
|---|---|---|
| Response variable | ||
| GHI | Global Happiness Index | World Happiness Report |
| Independent variables | ||
| FEPI | Female Entrepreneurship Indicator Score | Gender Data Portal |
| GDI | Gender Development Index | UN Development Programme |
| LGDPpc | Log GDP per capita | World Happiness Report |
| HLEB | Healthy life expectancy at birth | |
| FMLC | Freedom to make life choices | |
| GNST | Generosity | |
| POC | Perceptions of corruption | |
| HDI | Human Development Index | UN Development Programme |
