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Table 5 Multilevel linear mixed effect results

From: Factors influencing inequality in government health expenditures within African regional economic communities

 

General Government health expenditure as a percentage of the general government expenditure model

Domestic general government health expenditure per capita model

(1)

(2)

(3)

(1)

(2)

(3)

MLM effect model

Fixed effect model

Pooled regression model

MLM effect model

Fixed effect model

Pooled regression model

Variable

robust

robust

robust

robust

robust

robust

Log GDP per capita

-0.038

-0.005

-0.058a

-0.077c

-0.005

-0.058a

(0.043)

(0.074)

(0.019)

(0.043)

(0.074)

(0.019)

Log POP above 65

0.073

-0.015

0.367a

0.082

-0.015

0.367a

(0.083)

(0.100)

(0.062)

(0.085)

(0.100)

(0.062)

Log POP below 15

0.047

0.036

0.510a

-0.076

0.036

0.510a

(0.163)

(0.192)

(0.134)

(0.166)

(0.192)

(0.134)

Log urban population

0.198a

0.062

0.137a

0.050

0.062

0.137a

(0.061)

(0.126)

(0.026)

(0.061)

(0.126)

(0.026)

Log poverty

0.023a

0.021a

0.018b

0.005

0.021a

0.018b

(0.007)

(0.008)

(0.008)

(0.008)

(0.008)

(0.008)

Log HIV

-0.004

-0.004

-0.008a

-0.003

-0.004

-0.008a

(0.003)

(0.003)

(0.003)

(0.003)

(0.003)

(0.003)

Log external health exp. cap

-0.000

-0.000

-0.009

0.017c

-0.000

-0.009

(0.009)

(0.010)

(0.009)

(0.009)

(0.010)

(0.009)

Log life expectancy

0.244

0.413b

-0.189

0.346b

0.413b

-0.189

(0.165)

(0.207)

(0.124)

(0.168)

(0.207)

(0.124)

Log Non-communicable disease

0.032

-0.066

0.110b

0.113

-0.066

0.110b

(0.090)

(0.115)

(0.050)

(0.091)

(0.115)

(0.050)

Log governance

0.028

0.005

0.016

-0.032

0.005

0.016

(0.029)

(0.035)

(0.019)

(0.030)

(0.035)

(0.019)

Log Information and communication technologies

-0.038a

-0.045a

-0.006

0.003

-0.045a

-0.006

(0.008)

(0.009)

(0.008)

(0.008)

(0.009)

(0.008)

Log trade

-0.083a

-0.116a

0.039b

-0.045b

-0.116a

0.039b

(0.019)

(0.021)

(0.017)

(0.019)

(0.021)

(0.017)

Log Foreign Direct Investment

0.009

0.010c

-0.005

0.004

0.010c

-0.005

(0.006)

(0.006)

(0.006)

(0.006)

(0.006)

(0.006)

Log debt services

0.009

0.006

0.028a

0.004

0.006

0.028a

(0.008)

(0.008)

(0.009)

(0.008)

(0.008)

(0.009)

Constant

-2.973a

-2.824b

-3.579a

-1.456

-2.824b

-3.579a

(1.136)

(1.296)

(0.965)

(1.160)

(1.296)

(0.965)

Observations

1,394

1,394

1,394

1,394

1,394

1,394

R-squared

  

0.146

  

0.146

Prob > F

 

0.0000

  

0.0000

 

Prob > chibar2

0.0000

  

0.0000

  

Prob >Chi2

0.0000

  

0.0000

  
  1. a, b, and c symbolizes significance at 1 percent, 5 percent, and 10 percent, respectively. The standard errors are in parentheses. Source: Authors' computation. Data retrieved from the World Development Indicators and the World Governance Indicators