{"id":"worldbank.contributing-family-workers-female.bwa.annual","dataset_id":"worldbank-contributing-family-workers-female","indicator":"contributing-family-workers-female","geography":"BWA","frequency":"annual","unit":"percent","start_period":"1991","end_period":"2025","org":"World Bank","original_indicator":"SL.FAM.WORK.FE.ZS","url":"https://api.worldbank.org/v2","retrieved_at":"2026-11-08T10:28:13+00:00","version":"1","geography_name":"Botswana","region":"Sub-Saharan Africa ","observations":[{"period":"1991","value":1.95745276595203,"flags":""},{"period":"1992","value":1.65154687136543,"flags":""},{"period":"1993","value":1.41406254841088,"flags":""},{"period":"1994","value":1.22882986325298,"flags":""},{"period":"1995","value":1.10163825796795,"flags":""},{"period":"1996","value":1.00621638531257,"flags":""},{"period":"1997","value":1.23924192731835,"flags":""},{"period":"1998","value":1.50074665334559,"flags":""},{"period":"1999","value":1.79649832575586,"flags":""},{"period":"2000","value":2.10724999772041,"flags":""},{"period":"2001","value":2.43889970675577,"flags":""},{"period":"2002","value":2.76278461425098,"flags":""},{"period":"2003","value":3.07740017147339,"flags":""},{"period":"2004","value":3.35904188345362,"flags":""},{"period":"2005","value":3.61943079722051,"flags":""},{"period":"2006","value":3.94408537501879,"flags":""},{"period":"2007","value":4.82953831122414,"flags":""},{"period":"2008","value":5.53572165586694,"flags":""},{"period":"2009","value":5.92888263110355,"flags":""},{"period":"2010","value":5.40267204190454,"flags":""},{"period":"2011","value":4.9135485954801,"flags":""},{"period":"2012","value":4.43190187247854,"flags":""},{"period":"2013","value":3.98490952106912,"flags":""},{"period":"2014","value":3.86001934406049,"flags":""},{"period":"2015","value":3.7078665563282,"flags":""},{"period":"2016","value":3.57388586964758,"flags":""},{"period":"2017","value":3.45065930969015,"flags":""},{"period":"2018","value":3.34438127215717,"flags":""},{"period":"2019","value":3.24814741765518,"flags":""},{"period":"2020","value":2.86680388121141,"flags":""},{"period":"2021","value":2.55050704894125,"flags":""},{"period":"2022","value":2.46640677744626,"flags":""},{"period":"2023","value":2.4104639184481,"flags":""},{"period":"2024","value":2.33842304015176,"flags":""},{"period":"2025","value":2.25020853599071,"flags":""}],"indicator_name":"Contributing family workers, female","topic":"Labor","source":"worldbank","provenance":{"organization":"World Bank","original_indicator":"SL.FAM.WORK.FE.ZS","url":"https://api.worldbank.org/v2","retrieved_at":"2026-11-08T10:28:13+00:00","version":"1","license":"see source"}}