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Table 4 Tobit regression and Two- part model analysis (N = 91)

From: Determinants of Technical Efficiency in Public Hospitals: The Case of Saudi Arabia

Explanatory variable

Tobit model

Two-part model

Coefficient (SE)

1st part

2nd part

Coefficient (SE)

Coefficient (SE)

Population (n)

−0.548***(0.179)

−12.568*(7.199)

− 0.343 (0.259)

Female (%)

0.030 (0.020)

−0.296 (0.270)

0.016 (0.024)

Non-Saudi (%)

0.029 (0.021)

0.255 (0.295)

0.029 (0.023)

Children (0–5 years)(%)

−0.058**(0.029)

−0.100 (0.264)

0.041 (0.042)

Adults (15–45 years)(%)

0.034***(0.013)

0.145 (0.146)

0.039***(0.014)

Elderly (> 65 years) (%)

0.040**(0.018)

0.213 (0.210)

0.069***(0.021)

Infectious disease (%)

−0.041***(0.015)

  

Anti-microbial pres. (n)

0.109 (0.075)

0.472 (0.528)

0.020 (0.062)

Chronic dis. Pres. (n)

−0.222**(0.100)

−0.743 (0.751)

−0.298***(0.109)

Financial hardship (n)

−0.506**(0.197)

−19.054*(11.473)

−0.487**(0.235)

Social support (n)

0.489**(0.193)

10.443* (6.305)

0.495**(0.231)

Region Category

 Central

0.183 (0.506)

16.495 (2621.05)

0.240 (0.567)

 North

0.137 (0.545)

9.223 (2621.03)

0.566 (0.615)

 South

0.370 (0.496)

11.972 (2621.04)

0.237 (0.564)

 West

−0.007 (0.508)

4.765 (2621.02)

−0.023 (0.574)

_Constant

4.165**(2.040)

40.710 (2621.12)

4.325*(2.603)

var (CRS)

0.970 (0.166)

  

LR chi2(15)

63.89

85.22

2.17

Prob> chi2

0.00***

0.00***

0.021**

Pseudo R2

0.238

0.846

0.193

Log-likelihood function

−102.285

−7.719

−94.416

  1. A negative coefficient indicated a positive association with CRS, and a positive coefficient meant a negative association with CRS. SE, standard error. Non-Saudi, percent of non-Saudi; Female, the proportion of female; Infectious disease, percentage of infectious diseases, Anti-microbial pres., amount of antimicrobial dispensed medications; Chronic dis. Pres., chronic prescriptions dispensed; Financial hardship, a number of the population faced financial hardship; Social support, number received benefits of social-economic support. * Significant at the 0.10 level, two-tailed test. **Significant at the 0.05 level, two-tailed test. ***Significant at the 0.01 level, two-tailed test