{"id":"worldbank.non-agricultural-self-employed-workers-aged-15-64.mwi.annual","dataset_id":"worldbank-non-agricultural-self-employed-workers-aged-15-64","indicator":"non-agricultural-self-employed-workers-aged-15-64","geography":"MWI","frequency":"annual","unit":"percent","start_period":"1997","end_period":"2019","org":"World Bank","original_indicator":"JI.EMP.SELF.NA.FE.ZS","url":"https://api.worldbank.org/v2","retrieved_at":"2026-11-08T10:28:13+00:00","version":"1","geography_name":"Malawi","region":"Sub-Saharan Africa ","observations":[{"period":"1997","value":0.0524926967918873,"flags":""},{"period":"2004","value":0.105668999254704,"flags":""},{"period":"2010","value":0.079994760453701,"flags":""},{"period":"2013","value":0.0432228334248066,"flags":""},{"period":"2016","value":0.00237045763060451,"flags":""},{"period":"2019","value":0.0,"flags":""}],"indicator_name":"Non-agricultural self-employed workers, aged 15-64, female","topic":"Labor","source":"worldbank","provenance":{"organization":"World Bank","original_indicator":"JI.EMP.SELF.NA.FE.ZS","url":"https://api.worldbank.org/v2","retrieved_at":"2026-11-08T10:28:13+00:00","version":"1","license":"see source"}}