| Type | Journal Article - Review of Economics and Statistics | 
| Title | HIV status and labor market participation in South Africa | 
| Author(s) | |
| Volume | 95 | 
| Issue | 1 | 
| Publication (Day/Month/Year) | 2013 | 
| Page numbers | 98-108 | 
| URL | http://isites.harvard.edu/fs/docs/icb.topic1222150.files/Session8/mclaren_levinsohnetal_restat-1.pdf | 
| Abstract | We use econometric methods based on the propensity score to estimate the causal effect of HIV status on employment outcomes in South Africa. Relying on rich data from a national survey, which included HIV testing, we control for systematic differences between HIV-positive and HIV-negative individuals. We provide the first nationally representative estimates of the impact of HIV status on employment outcomes for southern Africa. Being HIV-positive is associated with an increase of 6 to 7 percentage points in the likelihood of unemployment overall and 10 to 11 percentage points for the less educated. This disadvantage reinforces existing inequalities in South Africa.  | 
        
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