{"id":"https://openalex.org/W7165141663","doi":"https://doi.org/10.1111/ejed.70735","title":"Preservice Teachers' Artificial Intelligence Competence: A Network and Latent Profile Analyses","display_name":"Preservice Teachers' Artificial Intelligence Competence: A Network and Latent Profile Analyses","publication_year":2026,"publication_date":"2026-06-19","ids":{"openalex":"https://openalex.org/W7165141663","doi":"https://doi.org/10.1111/ejed.70735"},"language":"en","primary_location":{"id":"doi:10.1111/ejed.70735","doi":"https://doi.org/10.1111/ejed.70735","is_oa":false,"landing_page_url":"https://doi.org/10.1111/ejed.70735","pdf_url":null,"source":{"id":"https://openalex.org/S71191459","display_name":"European Journal of Education","issn_l":"0141-8211","issn":["0141-8211","1465-3435"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","erih-plus","jufo-2","ki-jl-2","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"European Journal of Education","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091066482","display_name":"Bernard Yaw Sekyi Acquah","orcid":"https://orcid.org/0000-0001-6273-063X","observed_orcids":["https://orcid.org/0000-0001-6273-063X"]},"institutions":[{"id":"https://openalex.org/I133771110","display_name":"University of Cape Coast","ror":"https://ror.org/0492nfe34","country_code":"GH","type":"education","lineage":["https://openalex.org/I133771110"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Bernard Yaw Sekyi Acquah","raw_affiliation_strings":["Department of Business and Social Sciences Education University of Cape Coast  Cape Coast Ghana"],"raw_orcid":"https://orcid.org/0000-0001-6273-063X","affiliations":[{"raw_affiliation_string":"Department of Business and Social Sciences Education University of Cape Coast  Cape Coast Ghana","institution_ids":["https://openalex.org/I133771110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037236220","display_name":"Francis Arthur","orcid":"https://orcid.org/0000-0001-7792-6563","observed_orcids":["https://orcid.org/0000-0001-7792-6563"]},"institutions":[{"id":"https://openalex.org/I133771110","display_name":"University of Cape Coast","ror":"https://ror.org/0492nfe34","country_code":"GH","type":"education","lineage":["https://openalex.org/I133771110"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Francis Arthur","raw_affiliation_strings":["Department of Business and Social Sciences Education, Faculty of Humanities and Social Sciences Education University of Cape Coast  Cape Coast Ghana"],"raw_orcid":"https://orcid.org/0000-0001-7792-6563","affiliations":[{"raw_affiliation_string":"Department of Business and Social Sciences Education, Faculty of Humanities and Social Sciences Education University of Cape Coast  Cape Coast Ghana","institution_ids":["https://openalex.org/I133771110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119186928","display_name":"Francis Obeng Gyedu","orcid":"https://orcid.org/0009-0009-4248-2064","observed_orcids":["https://orcid.org/0009-0009-4248-2064"]},"institutions":[{"id":"https://openalex.org/I133771110","display_name":"University of Cape Coast","ror":"https://ror.org/0492nfe34","country_code":"GH","type":"education","lineage":["https://openalex.org/I133771110"]}],"countries":["GH"],"is_corresponding":true,"raw_author_name":"Francis Obeng Gyedu","raw_affiliation_strings":["Department of Business and Social Sciences Education, Faculty of Humanities and Social Sciences Education University of Cape Coast  Cape Coast Ghana"],"raw_orcid":"https://orcid.org/0009-0009-4248-2064","affiliations":[{"raw_affiliation_string":"Department of Business and Social Sciences Education, Faculty of Humanities and Social Sciences Education University of Cape Coast  Cape Coast Ghana","institution_ids":["https://openalex.org/I133771110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113400830","display_name":"Emmanuel Quayson","orcid":"https://orcid.org/0000-0003-0400-401X","observed_orcids":["https://orcid.org/0000-0003-0400-401X","https://orcid.org/0009-0004-3846-5441"]},"institutions":[{"id":"https://openalex.org/I133771110","display_name":"University of Cape Coast","ror":"https://ror.org/0492nfe34","country_code":"GH","type":"education","lineage":["https://openalex.org/I133771110"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Emmanuel Quayson","raw_affiliation_strings":["Department of Business and Social Sciences Education, Faculty of Humanities and Social Sciences Education University of Cape Coast  Cape Coast Ghana"],"raw_orcid":"https://orcid.org/0000-0003-0400-401X","affiliations":[{"raw_affiliation_string":"Department of Business and Social Sciences Education, Faculty of Humanities and Social Sciences Education University of Cape Coast  Cape Coast Ghana","institution_ids":["https://openalex.org/I133771110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103945246","display_name":"Eric Boateng","orcid":"https://orcid.org/0009-0009-1246-632X","observed_orcids":["https://orcid.org/0009-0009-1246-632X"]},"institutions":[{"id":"https://openalex.org/I133771110","display_name":"University of Cape Coast","ror":"https://ror.org/0492nfe34","country_code":"GH","type":"education","lineage":["https://openalex.org/I133771110"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Eric Boateng","raw_affiliation_strings":["Department of Business and Social Sciences Education, Faculty of Humanities and Social Sciences Education University of Cape Coast  Cape Coast Ghana"],"raw_orcid":"https://orcid.org/0009-0009-1246-632X","affiliations":[{"raw_affiliation_string":"Department of Business and Social Sciences Education, Faculty of Humanities and Social Sciences Education University of Cape Coast  Cape Coast Ghana","institution_ids":["https://openalex.org/I133771110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133627791","display_name":"Silas Afutu Quaye","orcid":"https://orcid.org/0009-0000-8203-9803","observed_orcids":["https://orcid.org/0009-0000-8203-9803"]},"institutions":[{"id":"https://openalex.org/I133771110","display_name":"University of Cape Coast","ror":"https://ror.org/0492nfe34","country_code":"GH","type":"education","lineage":["https://openalex.org/I133771110"]},{"id":"https://openalex.org/I4405262576","display_name":"Institute for Educational Planning and Administration","ror":"https://ror.org/042xmab38","country_code":"GH","type":"education","lineage":["https://openalex.org/I133771110","https://openalex.org/I4405262576"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Silas Afutu Quaye","raw_affiliation_strings":["Institute of Educational Planning and Administration University of Cape Coast  Cape Coast Ghana"],"raw_orcid":"https://orcid.org/0009-0000-8203-9803","affiliations":[{"raw_affiliation_string":"Institute of Educational Planning and Administration University of Cape Coast  Cape Coast Ghana","institution_ids":["https://openalex.org/I133771110","https://openalex.org/I4405262576"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093233699","display_name":"Sharon Abam Nortey","orcid":"https://orcid.org/0009-0007-9017-4440","observed_orcids":["https://orcid.org/0009-0007-9017-4440"]},"institutions":[{"id":"https://openalex.org/I133771110","display_name":"University of Cape Coast","ror":"https://ror.org/0492nfe34","country_code":"GH","type":"education","lineage":["https://openalex.org/I133771110"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Sharon Abam Nortey","raw_affiliation_strings":["Department of Business and Social Sciences Education, Faculty of Humanities and Social Sciences Education University of Cape Coast  Cape Coast Ghana"],"raw_orcid":"https://orcid.org/0009-0007-9017-4440","affiliations":[{"raw_affiliation_string":"Department of Business and Social Sciences Education, Faculty of Humanities and Social Sciences Education University of Cape Coast  Cape Coast Ghana","institution_ids":["https://openalex.org/I133771110"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5119186928"],"corresponding_institution_ids":["https://openalex.org/I133771110"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.43803685,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"61","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9926999807357788,"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"}},"topics":[{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9926999807357788,"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"}},{"id":"https://openalex.org/T12338","display_name":"Digital literacy in education","score":0.004399999976158142,"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"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ai-competencies","display_name":"AI competencies","score":0.9549999833106995},{"id":"https://openalex.org/keywords/pre-service-teachers","display_name":"pre-service teachers","score":0.9990000128746033},{"id":"https://openalex.org/keywords/teacher-education","display_name":"teacher professional development","score":0.824999988079071},{"id":"https://openalex.org/keywords/ai-pedagogy","display_name":"AI pedagogy","score":0.8759999871253967},{"id":"https://openalex.org/keywords/ai-evaluation","display_name":"AI evaluation","score":0.878000020980835},{"id":"https://openalex.org/keywords/ai-ethics","display_name":"AI ethics","score":0.9789999723434448},{"id":"https://openalex.org/keywords/people-oriented-education","display_name":"people-oriented education","score":0.9860000014305115},{"id":"https://openalex.org/keywords/professional-engagement","display_name":"professional engagement","score":0.8980000019073486},{"id":"https://openalex.org/keywords/competency-profile","display_name":"competency profile","score":0.8009999990463257},{"id":"https://openalex.org/keywords/gender-differences","display_name":"gender differences","score":0.9829999804496765},{"id":"https://openalex.org/keywords/sub-saharan-africa","display_name":"sub-Saharan Africa","score":0.8050000071525574},{"id":"https://openalex.org/keywords/ghana","display_name":"Ghana","score":0.9789999723434448}],"concepts":[{"id":"https://openalex.org/C100521375","wikidata":"https://www.wikidata.org/wiki/Q2015382","display_name":"Competence (human resources)","level":2,"score":0.7335000038146973},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.678600013256073},{"id":"https://openalex.org/C40722632","wikidata":"https://www.wikidata.org/wiki/Q5160137","display_name":"Confirmatory factor analysis","level":3,"score":0.5067999958992004},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.49549999833106995},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.40639999508857727},{"id":"https://openalex.org/C25148115","wikidata":"https://www.wikidata.org/wiki/Q304904","display_name":"Social competence","level":3,"score":0.3603000044822693},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.3084999918937683},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.28870001435279846},{"id":"https://openalex.org/C174107131","wikidata":"https://www.wikidata.org/wiki/Q191591","display_name":"Emotional intelligence","level":2,"score":0.27709999680519104},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.274399995803833},{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.2700999975204468},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.2689000070095062},{"id":"https://openalex.org/C166052673","wikidata":"https://www.wikidata.org/wiki/Q83021","display_name":"Empirical evidence","level":2,"score":0.2590999901294708},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.2572999894618988},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2563999891281128},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.251800000667572}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1111/ejed.70735","doi":"https://doi.org/10.1111/ejed.70735","is_oa":false,"landing_page_url":"https://doi.org/10.1111/ejed.70735","pdf_url":null,"source":{"id":"https://openalex.org/S71191459","display_name":"European Journal of Education","issn_l":"0141-8211","issn":["0141-8211","1465-3435"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","erih-plus","jufo-2","ki-jl-2","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"European Journal of Education","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.9901999831199646}],"sustainable_development_goals_aurora":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.41844993829727173}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W2752363677","https://openalex.org/W2915735973","https://openalex.org/W3093542673","https://openalex.org/W3105170226","https://openalex.org/W3194534715","https://openalex.org/W3197272018","https://openalex.org/W4312106254","https://openalex.org/W4312955561","https://openalex.org/W4316094403","https://openalex.org/W4361273273","https://openalex.org/W4383270379","https://openalex.org/W4387453520","https://openalex.org/W4387934498","https://openalex.org/W4388179077","https://openalex.org/W4390539348","https://openalex.org/W4390629445","https://openalex.org/W4394688745","https://openalex.org/W4394689253","https://openalex.org/W4394797867","https://openalex.org/W4396833973","https://openalex.org/W4396925904","https://openalex.org/W4400240562","https://openalex.org/W4400540584","https://openalex.org/W4400764339","https://openalex.org/W4402489156","https://openalex.org/W4403339696","https://openalex.org/W4403458785","https://openalex.org/W4403891070","https://openalex.org/W4404903837","https://openalex.org/W4405971608","https://openalex.org/W4407252962","https://openalex.org/W4407741581","https://openalex.org/W4408970238","https://openalex.org/W4409060002","https://openalex.org/W4409746974","https://openalex.org/W4409771305","https://openalex.org/W4410133492","https://openalex.org/W4410467917","https://openalex.org/W4410480904","https://openalex.org/W4411449782","https://openalex.org/W4412094994","https://openalex.org/W4412131696","https://openalex.org/W4412849029","https://openalex.org/W4412904744","https://openalex.org/W4413133741","https://openalex.org/W4413998507","https://openalex.org/W4415358022","https://openalex.org/W4416696414","https://openalex.org/W7125000102","https://openalex.org/W7129050315","https://openalex.org/W7154612678"],"related_works":[],"abstract_inverted_index":{"ABSTRACT":[0],"The":[1,114,140,184,219],"rapid":[2],"integration":[3,241],"of":[4,74,227],"artificial":[5],"intelligence":[6],"(AI)":[7],"in":[8,46,110],"education":[9,244],"has":[10],"increased":[11],"the":[12,50,180,204,215,222,232],"need":[13,233],"for":[14,234],"teachers":[15,104,164],"who":[16,105],"possess":[17],"multidimensional":[18,223],"AI":[19,27,44,54,75,79,81,83,168,228,240],"competencies.":[20],"However,":[21],"empirical":[22],"evidence":[23],"on":[24],"preservice":[25,42,103,163],"teachers'":[26,43],"competence":[28,45,55,59,63,147,169,188,200,217,229],"remains":[29],"limited,":[30],"particularly":[31],"within":[32,242],"developing\u2010country":[33],"contexts":[34],"such":[35],"as":[36,155],"Sub\u2010Saharan":[37],"Africa.":[38],"This":[39],"study":[40],"examined":[41],"Ghana":[47],"by":[48],"exploring":[49],"structural":[51],"relationships":[52],"among":[53],"indicators,":[56],"assessing":[57],"overall":[58],"levels,":[60],"identifying":[61],"latent":[62,132],"profiles":[64],"and":[65,87,97,122,136,151,176,195,224,230],"determining":[66],"whether":[67],"gender":[68,212],"differences":[69,213],"exist":[70],"across":[71,170,214],"six":[72,216],"domains":[73],"competence:":[76],"\u2018AI":[77],"Knowledge,":[78],"Pedagogy,":[80],"Assessment,":[82],"Ethics,":[84],"Human\u2010Centred":[85,174],"Education,":[86],"Professional":[88,177],"Engagement\u2019.":[89],"A":[90],"descriptive":[91,130],"cross\u2010sectional":[92],"survey":[93],"design":[94],"was":[95,116],"adopted,":[96],"data":[98,123],"were":[99,124],"collected":[100],"from":[101],"509":[102],"had":[106],"completed":[107],"AI\u2010related":[108],"modules":[109],"a":[111,144,190,196],"Ghanaian":[112],"university.":[113],"instrument":[115],"validated":[117],"through":[118],"confirmatory":[119],"factor":[120],"analysis,":[121],"analysed":[125],"using":[126],"network":[127,141],"analysis":[128,134,142],"(NA),":[129],"statistics,":[131],"profile":[133],"(LPA)":[135],"Mann\u2013Whitney":[137,205],"U":[138,206],"tests.":[139],"revealed":[143,208],"moderately":[145,198],"interconnected":[146],"structure,":[148],"with":[149,173],"pedagogical":[150],"assessment\u2010related":[152],"indicators":[153],"functioning":[154],"central":[156],"bridging":[157],"nodes.":[158],"Descriptive":[159],"results":[160],"indicated":[161],"that":[162],"reported":[165],"generally":[166],"high":[167,199],"all":[171],"domains,":[172],"Education":[175],"Engagement":[178],"recording":[179],"highest":[181],"mean":[182],"scores.":[183],"LPA":[185],"identified":[186],"two":[187],"profiles:":[189],"smaller":[191],"high\u2010competence":[192],"group":[193,201],"(38.5%)":[194],"larger":[197],"(61.5%).":[202],"Finally,":[203],"tests":[207],"no":[209],"statistically":[210],"significant":[211],"domains.":[218],"findings":[220],"highlight":[221],"heterogeneous":[225],"nature":[226],"underscore":[231],"differentiated":[235],"training":[236],"approaches":[237],"to":[238],"strengthen":[239],"teacher":[243],"programmes.":[245]},"counts_by_year":[],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2026-06-19T00:00:00"}
