<translate> Lack of integrated and transparent data, means the absence of data representing both genders in order to eliminate discrimination in voice recognition of different genders.Open data is data that is free and available for everyone to use and republish as they please, without restrictions such as copyright for voice data search. <swh>Kukosekana kwa data jumuishi na wazi,ni kimaanisha kutokuwepo na data zinazo wakilisha jinsia zote ili kuondoa ubaguzi katika utambuzi wa sauti.Ni vigumu kupata mgawanyo wa jinsia wa seti za data ili angalau kuonyesha kiwango cha ushiriki kwa madhumuni ya uchanganuzi wa kijinsia.Kwa upande mwingine ni ukosefu wa data wazi.Data wazi ni data ambazo ni data zinazopatikana bila malipo kwa kila mtu kutumia na kuchapisha upya apendavyo, bila vikwazo kama hakimiliki.Kuwepo kwa data zilizo wazi husaidia kukuza utengenezaji wa teknolojia mbali mbali kama teknolojia ya sauti kwani hakutakuwa na gharama za utafutaji wa data za sauti. 