{"id":"worldbank.computer-communications-and-other-services.gha.annual","dataset_id":"worldbank-computer-communications-and-other-services","indicator":"computer-communications-and-other-services","geography":"GHA","frequency":"annual","unit":"percent","start_period":"1975","end_period":"2025","org":"World Bank","original_indicator":"TM.VAL.OTHR.ZS.WT","url":"https://api.worldbank.org/v2","retrieved_at":"2026-11-07T07:57:03+00:00","version":"1","geography_name":"Ghana","region":"Sub-Saharan Africa ","observations":[{"period":"1975","value":15.4128440367373,"flags":""},{"period":"1976","value":13.4130713370722,"flags":""},{"period":"1977","value":15.8759124087449,"flags":""},{"period":"1978","value":13.9151515151204,"flags":""},{"period":"1979","value":15.6947139769483,"flags":""},{"period":"1980","value":21.1859838274933,"flags":""},{"period":"1981","value":19.7049024274155,"flags":""},{"period":"1982","value":24.7842170160296,"flags":""},{"period":"1983","value":14.8959474260679,"flags":""},{"period":"1984","value":18.4306569343066,"flags":""},{"period":"1985","value":17.2893772893773,"flags":""},{"period":"1986","value":25.8552830759915,"flags":""},{"period":"1987","value":24.4919228764982,"flags":""},{"period":"1988","value":25.293542074364,"flags":""},{"period":"1989","value":27.9960707269155,"flags":""},{"period":"1990","value":27.7925531914894,"flags":""},{"period":"1991","value":27.6394699584811,"flags":""},{"period":"1992","value":25.4794520547945,"flags":""},{"period":"1993","value":25.210843373494,"flags":""},{"period":"1994","value":26.7084639498433,"flags":""},{"period":"1995","value":26.012084592145,"flags":""},{"period":"1996","value":28.2831325301205,"flags":""},{"period":"1997","value":27.6503610450776,"flags":""},{"period":"1998","value":20.7046721603814,"flags":""},{"period":"1999","value":19.390881239863,"flags":""},{"period":"2000","value":21.7246314950188,"flags":""},{"period":"2001","value":21.9537157217373,"flags":""},{"period":"2002","value":23.8099386104427,"flags":""},{"period":"2003","value":33.9982747778135,"flags":""},{"period":"2004","value":29.721816078159,"flags":""},{"period":"2005","value":17.4586472659224,"flags":""},{"period":"2006","value":19.9620800183697,"flags":""},{"period":"2007","value":17.4706683846843,"flags":""},{"period":"2008","value":13.9010784529451,"flags":""},{"period":"2009","value":29.5806728335326,"flags":""},{"period":"2010","value":25.264096752285,"flags":""},{"period":"2011","value":22.0755597974879,"flags":""},{"period":"2012","value":33.9557667372636,"flags":""},{"period":"2013","value":42.3932572531869,"flags":""},{"period":"2014","value":42.8803351206485,"flags":""},{"period":"2015","value":58.1406948232029,"flags":""},{"period":"2016","value":59.3081340620667,"flags":""},{"period":"2017","value":65.7948466923408,"flags":""},{"period":"2018","value":70.4264796928486,"flags":""},{"period":"2019","value":74.4593035855766,"flags":""},{"period":"2020","value":74.2690907450092,"flags":""},{"period":"2021","value":60.6012650061628,"flags":""},{"period":"2022","value":60.3086988066673,"flags":""},{"period":"2023","value":62.2880655568509,"flags":""},{"period":"2024","value":59.4399595122701,"flags":""},{"period":"2025","value":56.0917537483026,"flags":""}],"indicator_name":"Computer, communications and other services (% of commercial service imports)","topic":"Private Sector","source":"worldbank","provenance":{"organization":"World Bank","original_indicator":"TM.VAL.OTHR.ZS.WT","url":"https://api.worldbank.org/v2","retrieved_at":"2026-11-07T07:57:03+00:00","version":"1","license":"see source"}}