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Table 3 District population level estimates of the effect of doctor-to-population ratio on quality of care

From: Competition and quality of care under regulated fees: evidence from Ghana

Dependent variables:

(1)

(2)

(3)

(4)

ACSC hospitalization per 1,000 population

In-hospital deaths per 1,000 population

 

OLS

2SLS

OLS

2SLS

ln(Doctors per 10,000 population)

-0.003

-0.163**

0.0002

-0.004

 

(0.027)

(0.069)

(0.001)

(0.003)

ln(Proportion aged 65 and over)

0.113

0.119

-0.003

-0.003

 

(0.108)

(0.125)

(0.007)

(0.007)

ln(Registered nurse per 10,000 population)

0.098**

0.313***

0.003

0.008**

 

(0.038)

(0.12)

(0.002)

(0.004)

Mean age

0.003*

0.003

0.000

0.000

 

(0.002)

(0.002)

(0.000)

(0.000)

ln(Hospital beds per 1,000 population)

3.049**

3.308**

0.022

0.026

 

(1.265)

(1.582)

(0.053)

(0.051)

ln(Proportion no education)

1.11**

1.088**

0.004

0.002

 

(0.451)

(0.469)

(0.012)

(0.011)

ln(Real per capita income)

0.724**

0.761*

0.002

0.002

 

(0.336)

(0.417)

(0.013)

(0.012)

ln(Unemployment rate)

0.697**

0.598*

-0.004

-0.007

 

(0.324)

(0.317)

(0.019)

(0.018)

Gender

-0.288***

-0.274***

-0.007*

-0.006

 

(0.056)

(0.057)

(0.003)

(0.004)

ln(Proportion travel time < 30 min)

2.516***

2.795***

0.028

0.032

 

(0.866)

(0.95)

(0.023)

(0.024)

ln(Proportion population insured)

-0.271

-0.346

0.017

0.016

 

(0.378)

(0.48)

(0.016)

(0.016)

ln(Average length of stay)

-

-

0.0002

0.0001

   

(0.0007)

(0.0006)

Hansen J statistic (p-value)

-

0.513 (0.47)

-

2.77 (0.10)

Weakiv (F statistic)

-

15.80

-

11.52

Kleibergen-Paap rk LM (p-value)

-

5.81 (0.05)

-

5.08 (0.07)

  1. Standard errors are in parentheses clustered at the district level. Estimates include month, year, and region dummies. Instruments: presence of medical school and metropolitan status of district
  2. Real per capita income (base year: 2018)
  3. *** p < 0.01
  4. ** p < 0.05
  5. * p < 0.10