From: Does income have a non-linear impact on residents’ BMI? Re-examining the obesity Kuznets curve
Ìý | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
BMI | BMI | BMI | BMI | BMI | BMI | |
OLS | OLS | OLS | 2SLS | 2SLS | 2SLS | |
Income | 0.262*** | 0.150*** | 0.154*** | 2.168*** | 2.612*** | 1.514*** |
(0.019) | (0.020) | (0.020) | (0.214) | (0.198) | (0.279) | |
Income_sq | -0.016*** | -0.009*** | -0.009*** | -0.262*** | -0.307*** | -0.162*** |
(0.002) | (0.002) | (0.002) | (0.034) | (0.039) | (0.036) | |
Gender | Ìý | 0.775*** | 0.871*** | Ìý | 0.917*** | 0.936*** |
Ìý | (0.047) | (0.046) | Ìý | (0.053) | (0.051) | |
Age | Ìý | 0.247*** | 0.265*** | Ìý | 0.236*** | 0.256*** |
Ìý | (0.010) | (0.010) | Ìý | (0.012) | (0.011) | |
Age_sq | Ìý | -0.003*** | -0.003*** | Ìý | -0.003*** | -0.003*** |
Ìý | (0.000) | (0.000) | Ìý | (0.000) | (0.000) | |
Ethnicity | Ìý | 0.293*** | 0.151*** | Ìý | 0.160*** | 0.111** |
Ìý | (0.065) | (0.069) | Ìý | (0.079) | (0.073) | |
Residence | Ìý | 0.325*** | 0.339*** | Ìý | 0.137*** | 0.251*** |
Ìý | (0.045) | (0.043) | Ìý | (0.059) | (0.059) | |
Education level | Ìý | Ìý | Ìý | Ìý | Ìý | Ìý |
1 = primary school | Ìý | 0.127*** | -0.040 | Ìý | -0.146*** | -0.185*** |
Ìý | (0.058) | (0.056) | Ìý | (0.069) | (0.071) | |
2 = junior high/middle school | Ìý | 0.128*** | -0.141*** | Ìý | -0.283*** | -0.367*** |
Ìý | (0.056) | (0.055) | Ìý | (0.075) | (0.091) | |
3 = high school | Ìý | 0.019 | -0.220*** | Ìý | -0.609*** | -0.572*** |
Ìý | (0.068) | (0.067) | Ìý | (0.102) | (0.134) | |
4 = college and above | Ìý | -0.117** | -0.412*** | Ìý | -0.808*** | -0.834*** |
Ìý | (0.083) | (0.082) | Ìý | (0.133) | (0.202) | |
Married | Ìý | 0.639*** | 0.561*** | Ìý | 0.556*** | 0.502*** |
Ìý | (0.056) | (0.055) | Ìý | (0.068) | (0.060) | |
Occupation | Ìý | Ìý | Ìý | Ìý | Ìý | Ìý |
1 = government officials, representatives of groups such as the Communist Party and the masses, enterprise and public institution managers | Ìý | 0.479*** | 0.351*** | Ìý | 0.284* | 0.254* |
Ìý | (0.100) | (0.099) | Ìý | (0.181) | (0.162) | |
2 = professional technicians | Ìý | -0.431*** | -0.569*** | Ìý | -0.907*** | -0.808*** |
Ìý | (0.077) | (0.076) | Ìý | (0.118) | (0.129) | |
3 = clerical and related personnel | Ìý | 0.113* | 0.010 | Ìý | -0.536*** | -0.289*** |
Ìý | (0.079) | (0.079) | Ìý | (0.123) | (0.127) | |
4 = commercial and service industry personnel | Ìý | 0.021 | -0.134*** | Ìý | -0.463*** | -0.338*** |
Ìý | (0.051) | (0.052) | Ìý | (0.079) | (0.083) | |
5 = farmers, foresters, animal breeders, fishermen, and people engaged in water conservancy | Ìý | -0.236*** | -0.349*** | Ìý | -0.116*** | -0.258*** |
Ìý | (0.045) | (0.046) | Ìý | (0.053) | (0.056) | |
6 = operators and related personnel of production and transportation equipment | Ìý | -0.023 | -0.191*** | Ìý | -0.640*** | -0.455*** |
Ìý | (0.048) | (0.050) | Ìý | (0.083) | (0.088) | |
7 =″¾¾±±ô¾±³Ù²¹°ù²â | Ìý | -0.351 | -0.749 | Ìý | -1.198 | -1.267 |
Ìý | (0.695) | (0.659) | Ìý | (0.812) | (0.853) | |
8 = other groups that are difficult to classify | Ìý | -0.081 | -0.347*** | Ìý | -0.270* | -0.395*** |
Ìý | (0.112) | (0.114) | Ìý | (0.158) | (0.128) | |
9 = self-employed entrepreneurs | Ìý | 0.472*** | 0.371*** | Ìý | 0.185 | 0.256** |
Ìý | (0.105) | (0.103) | Ìý | (0.164) | (0.135) | |
Smoker | Ìý | -0.461*** | -0.465*** | Ìý | -0.425*** | -0.452*** |
Ìý | (0.048) | (0.047) | Ìý | (0.056) | (0.049) | |
Wine | Ìý | 0.057* | 0.031 | Ìý | -0.034 | -0.013 |
Ìý | (0.045) | (0.044) | Ìý | (0.055) | (0.049) | |
SRH | Ìý | -0.070*** | -0.018* | Ìý | -0.041*** | 0.003 |
Ìý | (0.014) | (0.013) | Ìý | (0.016) | (0.017) | |
Retired | Ìý | 0.310*** | 0.270*** | Ìý | -0.113 | 0.039 |
Ìý | (0.064) | (0.064) | Ìý | (0.089) | (0.105) | |
Familysize | Ìý | -0.239*** | -0.037 | Ìý | 0.128* | 0.209* |
Ìý | (0.045) | (0.043) | Ìý | (0.072) | (0.118) | |
Year FE | No | No | Yes | No | No | Yes |
Provincial FE | No | No | Yes | No | No | Yes |
Constant | 22.710*** | 16.975*** | 16.418*** | 21.002*** | 14.952*** | 14.905*** |
(0.032) | (0.223) | (0.232) | (0.168) | (0.317) | (0.629) | |
Observations | 82,694 | 82,113 | 82,113 | 82,694 | 82,113 | 82,113 |
R2 | 0.005 | 0.056 | 0.094 | - | - | - |
Adjusted R2 | 0.005 | 0.056 | 0.094 | - | - | - |
Anderson LM/P value | Ìý | Ìý | Ìý | 63.763/0 | 66.400/0 | 76.129/0 |
Cragg-Donald F statistic/critical value at 10% bias | Ìý | Ìý | Ìý | 204.545/7.03 | 180.576/7.03 | 123.850/7.03 |