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Ukusanyaji Data kwa kutumia APIAPI-based data collection is a systematic technique in which a researcher sends structured requests to an application programming interface to retrieve data automatically from digiMakadirio ya Ukubwa wa Idadi ya Watu kwa Njia ya Kukamata-Kukamatwa tenaCapture-recapture (also known as mark-recapture) is a statistical method for estimating the size of an unknown population by sampling it twice and tracking which individuals appearMbinu ya DelphiThe Delphi technique is a structured, multi-round data collection method that harvests and refines expert opinion through iterative questionnaires and controlled feedback. DevelopeNjia ya KumbukumbuThe diary method is a data-collection technique in which participants record their thoughts, behaviours, events, or experiences in their own words at regular or event-contingent inUkusanyaji wa HatiDocument collection is a systematic data-collection technique in which the researcher gathers and reviews existing written, visual, or digital records — such as reports, meeting miMbinu ya Delphi ya ana kwa anaThe face-to-face Delphi Technique is a structured, iterative consensus-building method conducted through in-person sessions with a purposively selected panel of experts. Across mul

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  1. Njia ya Kumbukumbu1920s–1940s (systematised by Allport, 1942)na Gordon Allport (systematic social-science use); Nels Anderson (early fieldwork diaries)
  2. Utafiti wa Longitudinal1940s (panel survey tradition); longitudinal designs codified mid-20th centuryna Established tradition; formalized in social science by Paul Lazarsfeld and colleagues (1940s panel studies)
  3. Mahojiano yaliyopangwa1940s–1950sna Survey research tradition; formalized by Campbell, Katona, and Kahn in mid-20th century
  4. Uchunguzi usioshirikiFormalized mid-20th century (Gold 1958); practice dates to late 19th-century social surveysna Raymond Gold (role typology); earlier roots in social survey movement and Chicago School sociology
  5. Utafiti wa Utafiti MtandaoniMid-1990s (widespread scholarly adoption ~1995–2000)na Mick P. Couper, Don A. Dillman (early systematic frameworks)
  6. Ukusanyaji wa Data za Kihisi1990s–2000s (widespread deployment with IoT ~2000s)na Multidisciplinary; sensor networks formalized in engineering and computer science from the 1990s onward
  7. Ukusanyaji Data kwa kutumia API2000s–2010s (formalized as a research method)na Emerged from computational social science and web 2.0 platform practices
  8. Maelezo ya ShambaniLate 19th century (formalized in 20th century)na Rooted in 19th-century anthropology and sociology; systematized by ethnographers such as Bronislaw Malinowski and later Robert Emerson et al.
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Ukusanyaji Data kwa kutumia APIMakadirio ya Ukubwa wa Idadi ya Watu kwa Njia ya Kukamata-Kukamatwa tenaMbinu ya DelphiNjia ya KumbukumbuUkusanyaji wa HatiMbinu ya Delphi ya ana kwa anaNjia ya Jarida la Ana kwa AnaVidokezo vya Uga vya Ana kwa AnaKikundi cha Lengo cha Ana kwa AnaUchunguzi Shirikishi wa Ana kwa AnaKumbukumbu ya Utafiti ya Ana kwa AnaMahojiano ya Ana kwa Ana Yenye Muundo NusuUkusanyaji wa Data kwa Kutumia Viisambaza-data Ana kwa AnaMahojiano yaliyopangwa ana kwa anaUtafiti wa ana kwa anaMaelezo ya ShambaniNjia ya Kumbukumbu ya Muda MrefuKikundi cha Watafiti kinachofuatilia Maoni ya Washiriki kwa WakatiMahojiano ya kina kwa muda mrefuUchunguzi wa Muda Mrefu Usio wa KushirikiDawa ya Utafiti wa Muda MrefuLongitudinal Semi-structured InterviewUkusanyaji wa Data za Kihisi za KimfumoMahojiano yaliyopangwa kwa muda mrefuUtafiti wa LongitudinalUkusanyaji wa data mtandaoni kwa muda mrefuUkusanyaji wa Data kwa Kutumia API za Simu za MkononiMbinu ya Simu ya DelphiNjia ya Kumbukumbu ya SimuVidokezo vya Uga vya SimuMobile In-depth InterviewKukusanya Data kwa Njia ya Simu ya MkononiMahojiano ya Simu ya Nusu-yapangwaUkusanyaji wa Data kwa Kutumia Viisimu vya SimuMahojiano yaliyopangwa kwa simuUtafiti wa SimuUkusanyaji Data kwa Kutumia API NyingiMbinu ya Delphi yenye Vyanzo-NyingiUkusanyaji wa Nyaraka kutoka Vyanzo MbalimbaliVidokezo vya Shamba kutoka Vyanzo NyingiKikundi lengwa chenye vyanzo vingiMahojiano ya kina kutoka vyanzo vingiUangalizi wa Watu Wengi UsioshirikiUchunguzi Shirikishi wa Washiriki Wenye Vyanzo NyingiMahojiano ya nusu-structured kutoka vyanzo vingiUchunguzi usioshirikiMbinu ya Delphi mtandaoniNjia ya shajara mtandaoniUkusanyaji wa Hati MtandaoniDondoo za Uwanjani za MtandaoniKikundi cha MtandaoniUchunguzi Mtandaoni UsioshirikishaUchunguzi Shirikishi MtandaoniDawa ya Kumbukumbu za Utafiti MtandaoniMahojiano ya mtandaoni yenye muundo nusuUkusanyaji wa Data wa Kihisi mtandaoniMahojiano yaliyopangwa mtandaoniUtafiti wa Utafiti MtandaoniMbinu ya Remote DelphiUkusanyaji wa Hati kwa MbaliKikundi cha Watazamaji cha MbaliUchunguzi wa Mbali UsioshirikiUchunguzi Shirikishi wa MbaliKumbukumbu za Utafiti wa MbaliMahojiano ya Mbali ya Nusu-yapangwaUkusanyaji wa Data kwa Kutumia Vihisi vya MbaliUtafiti wa MbaliUkanguaji wa Mbali wa WavutiDawa ya UtafitiUkusanyaji wa Data za KihisiMakadirio ya Eneo dogo (Mfumo wa Fay-Herriot)Mahojiano yaliyopangwaUtafitiMbinu ya Delphi yenye Usaidizi wa SimuDondoo za Uwanjani Zinazosaidiwa na SimuKikundi cha simuMahojiano ya kina kwa njia ya simuDaya-Msaidizi-wa-Utafiti-wa-SimuTelephone-assisted Semi-structured InterviewUkusanyaji wa Data wa Kihisi kwa Njia ya SimuUtafiti kwa Njia ya SimuMbinu ya Delphi IliyopimwaMbinu ya Shajara IliyochanganywaUkusanyaji wa Hati UliounganishwaMaelezo ya Uwanjani YaliyochanganuliwaMahojiano ya kina yaliyothibitishwaUchunguzi wa Mfumo wa Usiohudhuria UliochanganuliwaKumbukumbu Tamulizi ya UtafitiTriangulated Semi-structured InterviewMahojiano yaliyowekwa muundo wa pembetatuUtafiti Uliopimwa kwa Njia TatuUchimbaji wa Wavuti