{"id":"https://openalex.org/W4292589232","doi":"https://doi.org/10.4236/ti.2022.133007","title":"Adoption of ICT-in-Agriculture Innovations by Smallholder Farmers in Kenya","display_name":"Adoption of ICT-in-Agriculture Innovations by Smallholder Farmers in Kenya","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4292589232","doi":"https://doi.org/10.4236/ti.2022.133007"},"language":"en","primary_location":{"id":"doi:10.4236/ti.2022.133007","doi":"https://doi.org/10.4236/ti.2022.133007","is_oa":true,"landing_page_url":"https://doi.org/10.4236/ti.2022.133007","pdf_url":"https://content.scirp.org/pdf/ti_2022082215440005.pdf","source":{"id":"https://openalex.org/S127956729","display_name":"Technology and Investment","issn_l":"2150-4059","issn":["2150-4059","2150-4067"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core"],"host_organization":"https://openalex.org/P4310320480","host_organization_name":"Scientific Research Publishing","host_organization_lineage":["https://openalex.org/P4310320480"],"host_organization_lineage_names":["Scientific Research Publishing"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology and Investment","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://content.scirp.org/pdf/ti_2022082215440005.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113834388","display_name":"Fredrick Mzee Awuor","orcid":"https://orcid.org/0000-0003-3623-4864","observed_orcids":["https://orcid.org/0000-0003-3623-4864"]},"institutions":[{"id":"https://openalex.org/I4210151796","display_name":"Kisii University","ror":"https://ror.org/053stv828","country_code":"KE","type":"education","lineage":["https://openalex.org/I4210151796"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Fredrick Mzee Awuor","raw_affiliation_strings":["School of Information Science and Technology, Kisii University, Kisii, Kenya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Kisii University, Kisii, Kenya","institution_ids":["https://openalex.org/I4210151796"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038839308","display_name":"Dorothy A. Rambim","orcid":"https://orcid.org/0000-0002-4240-7787","observed_orcids":["https://orcid.org/0000-0002-4240-7787"]},"institutions":[{"id":"https://openalex.org/I88132101","display_name":"Masinde Muliro University of Science and Technology","ror":"https://ror.org/02tpk0p14","country_code":"KE","type":"education","lineage":["https://openalex.org/I88132101"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Dorothy Apondi Rambim","raw_affiliation_strings":["School of Computing and Informatics, Masinde Muliro University of Science and Technology, Kakamega, Kenya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Informatics, Masinde Muliro University of Science and Technology, Kakamega, Kenya","institution_ids":["https://openalex.org/I88132101"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.8889,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.95129235,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"13","issue":"03","first_page":"92","last_page":"103"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10367","display_name":"Agricultural Innovations and Practices","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/1100","display_name":"General Agricultural and Biological Sciences"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10367","display_name":"Agricultural Innovations and Practices","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/1100","display_name":"General Agricultural and Biological Sciences"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13478","display_name":"Agricultural Development and Management","score":0.01590000092983246,"subfield":{"id":"https://openalex.org/subfields/1100","display_name":"General Agricultural and Biological Sciences"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13194","display_name":"ICT in Developing Communities","score":0.002099999925121665,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ict-adoption","display_name":"ICT adoption","score":0.8410000205039978},{"id":"https://openalex.org/keywords/agricultural-innovation","display_name":"agricultural innovation","score":0.7160000205039978},{"id":"https://openalex.org/keywords/smallholder-farmers","display_name":"smallholder farmers","score":1.0},{"id":"https://openalex.org/keywords/determinants-of-technology-adoption","display_name":"technology adoption factors","score":0.640999972820282},{"id":"https://openalex.org/keywords/women-farmers","display_name":"women farmers","score":0.8550000190734863},{"id":"https://openalex.org/keywords/illiteracy","display_name":"illiteracy","score":0.7839999794960022},{"id":"https://openalex.org/keywords/ict-skills","display_name":"ICT skills","score":0.9459999799728394},{"id":"https://openalex.org/keywords/information-quality","display_name":"information quality","score":0.6179999709129333},{"id":"https://openalex.org/keywords/gender","display_name":"gender","score":0.5059999823570251},{"id":"https://openalex.org/keywords/agricultural-productivity","display_name":"agricultural productivity","score":0.6850000023841858},{"id":"https://openalex.org/keywords/agricultural-marketing","display_name":"agricultural marketing","score":0.4620000123977661},{"id":"https://openalex.org/keywords/siaya-county","display_name":"Siaya County","score":0.921999990940094}],"concepts":[{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.7042880654335022},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.6927836537361145},{"id":"https://openalex.org/C67363961","wikidata":"https://www.wikidata.org/wiki/Q5268834","display_name":"Information and Communications Technology","level":2,"score":0.6435551047325134},{"id":"https://openalex.org/C3987366","wikidata":"https://www.wikidata.org/wiki/Q6658164","display_name":"Livelihood","level":3,"score":0.5565043091773987},{"id":"https://openalex.org/C165205368","wikidata":"https://www.wikidata.org/wiki/Q152545","display_name":"Functional illiteracy","level":2,"score":0.5277990102767944},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5094082951545715},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.5083226561546326},{"id":"https://openalex.org/C83864248","wikidata":"https://www.wikidata.org/wiki/Q177323","display_name":"Developing country","level":2,"score":0.46387919783592224},{"id":"https://openalex.org/C549605437","wikidata":"https://www.wikidata.org/wiki/Q1229911","display_name":"Food security","level":3,"score":0.4414169192314148},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.4413934051990509},{"id":"https://openalex.org/C48824518","wikidata":"https://www.wikidata.org/wiki/Q396340","display_name":"Agricultural economics","level":1,"score":0.38678133487701416},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.3688775897026062},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2446928322315216},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.12300220131874084},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.08346980810165405},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4236/ti.2022.133007","doi":"https://doi.org/10.4236/ti.2022.133007","is_oa":true,"landing_page_url":"https://doi.org/10.4236/ti.2022.133007","pdf_url":"https://content.scirp.org/pdf/ti_2022082215440005.pdf","source":{"id":"https://openalex.org/S127956729","display_name":"Technology and Investment","issn_l":"2150-4059","issn":["2150-4059","2150-4067"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core"],"host_organization":"https://openalex.org/P4310320480","host_organization_name":"Scientific Research Publishing","host_organization_lineage":["https://openalex.org/P4310320480"],"host_organization_lineage_names":["Scientific Research Publishing"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology and Investment","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.4236/ti.2022.133007","doi":"https://doi.org/10.4236/ti.2022.133007","is_oa":true,"landing_page_url":"https://doi.org/10.4236/ti.2022.133007","pdf_url":"https://content.scirp.org/pdf/ti_2022082215440005.pdf","source":{"id":"https://openalex.org/S127956729","display_name":"Technology and Investment","issn_l":"2150-4059","issn":["2150-4059","2150-4067"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core"],"host_organization":"https://openalex.org/P4310320480","host_organization_name":"Scientific Research Publishing","host_organization_lineage":["https://openalex.org/P4310320480"],"host_organization_lineage_names":["Scientific Research Publishing"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology and Investment","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.958299994468689},{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.7257999777793884},{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.651199996471405}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4292589232.pdf","grobid_xml":"https://content.openalex.org/works/W4292589232.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1505999675","https://openalex.org/W1998456060","https://openalex.org/W2056388448","https://openalex.org/W2085131419","https://openalex.org/W2140234535","https://openalex.org/W2141092795","https://openalex.org/W2167371741","https://openalex.org/W2186719097","https://openalex.org/W2346975339","https://openalex.org/W2624509573","https://openalex.org/W2778056162","https://openalex.org/W2887879427","https://openalex.org/W2987026171","https://openalex.org/W3007688417","https://openalex.org/W3036506350","https://openalex.org/W3137765888"],"related_works":["https://openalex.org/W3122007861","https://openalex.org/W7029226138","https://openalex.org/W4291146773","https://openalex.org/W1965683703","https://openalex.org/W7054581408","https://openalex.org/W6889061826","https://openalex.org/W3195573310","https://openalex.org/W7131096960","https://openalex.org/W7166690694","https://openalex.org/W2588686417"],"abstract_inverted_index":{"Agricultural":[0],"development":[1,39],"is":[2,54,69],"a":[3],"powerful":[4],"tool":[5],"for":[6,9,37,130],"raising":[7],"incomes":[8],"deprived":[10],"population":[11,176],"in":[12,43,52,148,170],"developing":[13],"countries,":[14],"such":[15],"as":[16,34,209],"Kenya":[17,53,173],"and":[18,40,61,82,103,111,124,127,150,207,220],"to":[19,72,83,88,99,109,190,226],"support":[20,79],"livelihoods":[21],"by":[22,157],"ensuing":[23],"food":[24],"security.":[25],"This":[26],"has":[27],"seen":[28],"the":[29,46,49,101,137,205,212],"agricultural":[30],"sector":[31],"position":[32],"itself":[33],"an":[35],"engine":[36],"sustainable":[38],"economic":[41],"growth":[42],"Kenya.":[44],"However,":[45],"profile":[47],"of":[48,105,162,177,204,211],"farming":[50,65,91],"community":[51],"mainly":[55],"female":[56],"smallholders":[57],"who":[58],"are":[59,155],"illiterate":[60],"that":[62,77,139,215],"practice":[63],"traditional":[64],"methods.":[66],"Therefore,":[67],"there":[68],"urgent":[70],"need":[71],"examine":[73],"emerging":[74],"digital":[75],"tools":[76,86],"can":[78],"these":[80,85,106,153],"farmers,":[81],"adopt":[84,112],"accordingly":[87],"meet":[89],"their":[90,117,121,131],"needs.":[92],"In":[93],"this":[94,96,134,196],"regard,":[95],"paper":[97],"seeks":[98],"explore":[100],"willingness":[102],"ability":[104],"smallholder":[107,141,158,179,217],"farmers":[108,159],"accept":[110],"ICT-in-agriculture":[113],"innovations":[114,146,225],"towards":[115],"supporting":[116],"farm":[118,122],"operations,":[119],"improving":[120],"productivity,":[123],"providing":[125],"readily":[126],"accessible":[128],"market":[129],"produce.":[132],"Specifically,":[133],"study":[135,166,197],"identifies":[136],"factors":[138,154,214],"influence":[140,216],"farmers\u2019":[142,218],"decision":[143,221],"on":[144,160,222],"ICT":[145,163,201],"adoption":[147,161],"agriculture,":[149],"examines":[151],"how":[152],"perceived":[156],"innovations.":[164],"The":[165,193],"was":[167,185],"carried":[168],"out":[169],"Siaya":[171],"County,":[172],"with":[174,187],"sample":[175],"100":[178],"farmers.":[180],"A":[181],"simple":[182],"random":[183],"sampling":[184],"used,":[186],"questionnaires":[188],"used":[189],"collect":[191],"data.":[192],"findings":[194],"from":[195],"indicate":[198],"cost,":[199],"illiteracy,":[200],"skills,":[202],"quality":[203],"information":[206],"gender":[208],"some":[210],"key":[213],"choice":[219],"ICT-in":[223],"agriculture":[224],"adopt.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":2}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2022-08-22T00:00:00"}
