Table 5.
Rural-urban stratified coefficient estimates from standard ordered probit versus hierarchical ordered probit (HOPIT) models of self-rated health: CFPS-2012.
Rural Sample (N = 16,002) |
Urban Sample (N = 7,205) |
|||||
---|---|---|---|---|---|---|
Ordered Probit |
HOPIT |
Ordered Probit | HOPIT |
|||
Parallel Shift | Non-Parallel Shift |
Parallel Shift | Non-Parallel Shift |
|||
Age (mean-centered and divided by 10) | −0.285*** | −0.304*** | −0.312*** | −0.261*** | −0.261*** | −0.265*** |
Age-square | 0.022*** | 0.004 | 0.005 | 0.057*** | 0.048*** | 0.042*** |
Male (ref: female) | 0.238*** | 0.310*** | 0.306*** | 0.204*** | 0.303*** | 0.296*** |
Marital status (ref: married/cohabit) | ||||||
Single | −0.034 | −0.054 | −0.034 | −0.072 | −0.218*** | −0.199** |
Divorced/Widowed | −0.065 | −0.046 | −0.033 | −0.102 | −0.096 | −0.067 |
Years of education | 0.003 | 0.011*** | 0.011*** | 0.009* | 0.013** | 0.010* |
Episodic memory | 0.032*** | 0.020** | 0.019** | 0.046*** | 0.017 | 0.015 |
Employed (ref: no) | 0.164*** | 0.163*** | 0.157*** | 0.165*** | 0.206*** | 0.210*** |
Family income quartiles (poorest) | ||||||
2nd | −0.005 | −0.004 | 0.000 | 0.024 | −0.045 | −0.041 |
3rd | 0.017 | 0.068* | 0.073** | 0.064 | 0.000 | 0.008 |
4th (richest) | 0.007 | 0.044 | 0.044 | 0.091* | 0.035 | 0.038 |
Cadre/Party membership (ref: no) | 0.098* | 0.001 | 0.000 | 0.049 | 0.008 | 0.007 |
Family cadre/Party member (ref: no) | 0.041 | 0.032 | 0.039 | 0.096** | 0.078* | 0.076* |
Urban hukou (ref: rural hukou) | −0.020 | −0.033 | −0.026 | −0.083* | −0.117** | −0.101* |
Σ | — | 1.284*** | 1.271*** | — | 1.154*** | 1.157*** |
Notes: Estimates of ancillary parameters are not shown. All the models control for regional variation. Coefficients in the HOPIT models have been rescaled to be comparable to those in the ordered probit model.
p<0.05;
p<0.01;
p<0.001.