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. 2020 Mar 3;35(5):546–555. doi: 10.1093/heapol/czz152

Table 1.

List of variables and data sources

Variables Data source
Dependent variables
 Age-specific crude death rates StatsSA Vital Statistics
StatsSA Mid-Year Population Estimates
Independent variable
 Health expenditure National Treasury Estimates of Provincial Revenue and Expenditure
Control variables
 GDP per capita StatsSA
 Percentage of population estimated to be HIV positive Thembisa model
 Average number of PHC visits per person per year HST District Health Barometer
 Average number of beds occupied HST District Health Barometer
 Proportion of population with medical aid StatsSA General Household Survey
 Proportion of population living in urban areas StatsSA General Household Survey
 Proportion of population with tertiary education StatsSA General Household Survey
 Proportion of population with safe drinking water supply StatsSA General Household Survey
 Proportion of population with access to safe sanitary systems StatsSA General Household Survey
 Proportion of female population over 50 years StatsSA General Household Survey
 Proportion of male population over 50 years StatsSA General Household Survey
Other variables
 Population estimates StatsSA Mid-Year Population Estimates
 Years of life lost in total population IHME Global Burden of Disease Study
 Years lived with disability in total population IHME Global Burden of Disease Study
 Conditional life expectancy WHO GHO database

StatsSA, Statistics South Africa; HST, Health Systems Trust; IHME, Institute for Health Metrics and Evaluation; WHO GHO, World Health Organization Global Health Observatory.