{"id":"https://openalex.org/W4391970359","doi":"https://doi.org/10.1108/et-05-2023-0169","title":"Artificial intelligence in entrepreneurship education: a scoping review","display_name":"Artificial intelligence in entrepreneurship education: a scoping review","publication_year":2024,"publication_date":"2024-02-20","ids":{"openalex":"https://openalex.org/W4391970359","doi":"https://doi.org/10.1108/et-05-2023-0169"},"language":"en","primary_location":{"id":"doi:10.1108/et-05-2023-0169","doi":"https://doi.org/10.1108/et-05-2023-0169","is_oa":true,"landing_page_url":"https://doi.org/10.1108/et-05-2023-0169","pdf_url":"https://www.emerald.com/insight/content/doi/10.1108/ET-05-2023-0169/full/pdf?title=artificial-intelligence-in-entrepreneurship-education-a-scoping-review","source":{"id":"https://openalex.org/S2764459744","display_name":"Education + Training","issn_l":"0040-0912","issn":["0040-0912","1758-6127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","erih-plus","jufo-1","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education + Training","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.emerald.com/insight/content/doi/10.1108/ET-05-2023-0169/full/pdf?title=artificial-intelligence-in-entrepreneurship-education-a-scoping-review","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036786208","display_name":"Li Chen","orcid":"https://orcid.org/0000-0001-7357-3334","observed_orcids":["https://orcid.org/0000-0001-7357-3334"]},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Li Chen","raw_affiliation_strings":["University of Mannheim, Mannheim, Germany"],"raw_orcid":"https://orcid.org/0000-0001-7357-3334","affiliations":[{"raw_affiliation_string":"University of Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060779928","display_name":"Dirk Ifenthaler","orcid":"https://orcid.org/0000-0002-2446-6548","observed_orcids":["https://orcid.org/0000-0002-2446-6548"]},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dirk Ifenthaler","raw_affiliation_strings":["University of Mannheim, Mannheim, Germany"],"raw_orcid":"https://orcid.org/0000-0002-2446-6548","affiliations":[{"raw_affiliation_string":"University of Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020227189","display_name":"Jane Yin-Kim Yau","orcid":"https://orcid.org/0000-0001-6688-7079","observed_orcids":["https://orcid.org/0000-0001-6688-7079"]},"institutions":[{"id":"https://openalex.org/I4210138519","display_name":"DIPF | Leibniz Institute for Research and Information in Education","ror":"https://ror.org/0327sr118","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210138519"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jane Yin-Kim Yau","raw_affiliation_strings":["DIPF Leibniz Institute for Research and Information in Education, Frankfurt, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6688-7079","affiliations":[{"raw_affiliation_string":"DIPF Leibniz Institute for Research and Information in Education, Frankfurt, Germany","institution_ids":["https://openalex.org/I4210138519"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075464643","display_name":"Wenting Sun","orcid":"https://orcid.org/0000-0003-3413-2450","observed_orcids":["https://orcid.org/0000-0003-3413-2450"]},"institutions":[{"id":"https://openalex.org/I39343248","display_name":"Humboldt-Universit\u00e4t zu Berlin","ror":"https://ror.org/01hcx6992","country_code":"DE","type":"education","lineage":["https://openalex.org/I39343248"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wenting Sun","raw_affiliation_strings":["Humboldt University of Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Humboldt University of Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I39343248"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5036786208"],"corresponding_institution_ids":["https://openalex.org/I177802217"],"apc_list":null,"apc_paid":null,"fwci":66.7717,"has_fulltext":true,"cited_by_count":168,"citation_normalized_percentile":{"value":0.99924211,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"66","issue":"6","first_page":"589","last_page":"608"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9063000082969666,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9063000082969666,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12260","display_name":"Educational Technology and Pedagogy","score":0.045499999076128006,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13872","display_name":"Vocational and Entrepreneurial Education","score":0.006599999964237213,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.824999988079071},{"id":"https://openalex.org/keywords/entrepreneurship-education","display_name":"entrepreneurship education","score":1.0},{"id":"https://openalex.org/keywords/big-data-analytics","display_name":"big data analytics","score":0.8709999918937683},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.9810000061988831},{"id":"https://openalex.org/keywords/instructional-design","display_name":"instructional design","score":0.7870000004768372},{"id":"https://openalex.org/keywords/entrepreneurial-learning","display_name":"entrepreneurial learning","score":0.5320000052452087},{"id":"https://openalex.org/keywords/ai-adoption-in-education","display_name":"AI adoption in education","score":0.7440000176429749},{"id":"https://openalex.org/keywords/assessment-accuracy","display_name":"assessment accuracy","score":0.39500001072883606},{"id":"https://openalex.org/keywords/research-gap","display_name":"research gaps","score":0.5649999976158142}],"concepts":[{"id":"https://openalex.org/C84309077","wikidata":"https://www.wikidata.org/wiki/Q3908516","display_name":"Entrepreneurship","level":2,"score":0.7636469602584839},{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.7321876883506775},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6713676452636719},{"id":"https://openalex.org/C2776748549","wikidata":"https://www.wikidata.org/wiki/Q201610","display_name":"Status quo","level":2,"score":0.5915750861167908},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5134416818618774},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4516052007675171},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.44026103615760803},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.43489038944244385},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35959845781326294},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3529515266418457},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33774322271347046},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.323941707611084},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.32004714012145996},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.28947076201438904},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28122979402542114},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.20877772569656372},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.16666001081466675},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.1246691644191742},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.10108473896980286},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.09476709365844727},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1108/et-05-2023-0169","doi":"https://doi.org/10.1108/et-05-2023-0169","is_oa":true,"landing_page_url":"https://doi.org/10.1108/et-05-2023-0169","pdf_url":"https://www.emerald.com/insight/content/doi/10.1108/ET-05-2023-0169/full/pdf?title=artificial-intelligence-in-entrepreneurship-education-a-scoping-review","source":{"id":"https://openalex.org/S2764459744","display_name":"Education + Training","issn_l":"0040-0912","issn":["0040-0912","1758-6127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","erih-plus","jufo-1","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education + Training","raw_type":"journal-article"},{"id":"pmh:oai:ub-madoc.bib.uni-mannheim.de:66738","doi":null,"is_oa":true,"landing_page_url":"https://madoc.bib.uni-mannheim.de/66738/1/10-1108_ET-05-2023-0169.pdf","pdf_url":"https://madoc.bib.uni-mannheim.de/66738/1/10-1108_ET-05-2023-0169.pdf","source":{"id":"https://openalex.org/S4377196315","display_name":"MADOC (University of Mannheim)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I177802217","host_organization_name":"University of Mannheim","host_organization_lineage":["https://openalex.org/I177802217"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Zeitschriftenartikel"}],"best_oa_location":{"id":"doi:10.1108/et-05-2023-0169","doi":"https://doi.org/10.1108/et-05-2023-0169","is_oa":true,"landing_page_url":"https://doi.org/10.1108/et-05-2023-0169","pdf_url":"https://www.emerald.com/insight/content/doi/10.1108/ET-05-2023-0169/full/pdf?title=artificial-intelligence-in-entrepreneurship-education-a-scoping-review","source":{"id":"https://openalex.org/S2764459744","display_name":"Education + Training","issn_l":"0040-0912","issn":["0040-0912","1758-6127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","erih-plus","jufo-1","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education + Training","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4","display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391970359.pdf","grobid_xml":"https://content.openalex.org/works/W4391970359.grobid-xml"},"referenced_works_count":80,"referenced_works":["https://openalex.org/W1832217497","https://openalex.org/W1835617890","https://openalex.org/W1901616594","https://openalex.org/W1999191337","https://openalex.org/W2002764085","https://openalex.org/W2068264290","https://openalex.org/W2074911588","https://openalex.org/W2086235321","https://openalex.org/W2102243141","https://openalex.org/W2171278097","https://openalex.org/W2337155942","https://openalex.org/W2345150911","https://openalex.org/W2516930172","https://openalex.org/W2770717476","https://openalex.org/W2784098503","https://openalex.org/W2799655289","https://openalex.org/W2807020720","https://openalex.org/W2885714782","https://openalex.org/W2891378911","https://openalex.org/W2891578888","https://openalex.org/W2893032043","https://openalex.org/W2894468641","https://openalex.org/W2904980464","https://openalex.org/W2905726591","https://openalex.org/W2947746147","https://openalex.org/W2950971882","https://openalex.org/W2951405082","https://openalex.org/W2963403519","https://openalex.org/W2967778248","https://openalex.org/W2969515974","https://openalex.org/W2973075118","https://openalex.org/W2973168211","https://openalex.org/W2973179191","https://openalex.org/W2976156367","https://openalex.org/W2977075422","https://openalex.org/W2981679558","https://openalex.org/W2981863007","https://openalex.org/W2983034992","https://openalex.org/W2985999112","https://openalex.org/W2987400793","https://openalex.org/W2996043563","https://openalex.org/W3003264319","https://openalex.org/W3004505268","https://openalex.org/W3004567692","https://openalex.org/W3012071850","https://openalex.org/W3036177938","https://openalex.org/W3043037022","https://openalex.org/W3063156545","https://openalex.org/W3085793997","https://openalex.org/W3086131350","https://openalex.org/W3088647107","https://openalex.org/W3092151380","https://openalex.org/W3093424417","https://openalex.org/W3101296817","https://openalex.org/W3119191159","https://openalex.org/W3124069781","https://openalex.org/W3131386442","https://openalex.org/W3138147850","https://openalex.org/W3154233341","https://openalex.org/W3156614709","https://openalex.org/W3157978325","https://openalex.org/W3164064048","https://openalex.org/W3165860937","https://openalex.org/W3209845368","https://openalex.org/W3215348957","https://openalex.org/W3216344074","https://openalex.org/W3216819129","https://openalex.org/W4210923993","https://openalex.org/W4214836316","https://openalex.org/W4221043522","https://openalex.org/W4223914794","https://openalex.org/W4253036848","https://openalex.org/W4280500497","https://openalex.org/W4293580303","https://openalex.org/W4319725134","https://openalex.org/W4360776646","https://openalex.org/W4361293442","https://openalex.org/W4381145042","https://openalex.org/W4383065492","https://openalex.org/W4385661227"],"related_works":["https://openalex.org/W7130922388","https://openalex.org/W7221797603","https://openalex.org/W7129142898","https://openalex.org/W4414247797","https://openalex.org/W7203481562","https://openalex.org/W4404577409","https://openalex.org/W2466449769","https://openalex.org/W7147337409","https://openalex.org/W4413963710","https://openalex.org/W7135007735"],"abstract_inverted_index":{"Purpose":[0],"The":[1,56,97],"study":[2,192,231],"aims":[3],"to":[4,18,76,127,215],"identify":[5],"the":[6,25,53,62,72,80,129,156,159,200,207,217,230,244],"status":[7],"quo":[8],"of":[9,27,64,82,99,115,131,158,202,210,246],"artificial":[10,211,247],"intelligence":[11,248],"in":[12,24,35,66,104,118,163,171,219,249],"entrepreneurship":[13,67,119,132,164,250],"education":[14,133,165],"with":[15,74,143,179],"a":[16],"view":[17],"identifying":[19],"potential":[20,209],"research":[21,85,89,93,235],"gaps,":[22],"especially":[23],"adoption":[26,63],"certain":[28],"intelligent":[29,83],"technologies":[30],"and":[31,47,95,106,113,134,146,154,176,184,204,236],"pedagogical":[32,169],"designs":[33,170],"applied":[34],"this":[36,100],"domain.":[37],"Design/methodology/approach":[38],"A":[39],"scoping":[40],"review":[41],"was":[42],"conducted":[43],"using":[44],"six":[45],"inclusive":[46],"exclusive":[48],"criteria":[49],"agreed":[50],"upon":[51],"by":[52,71],"author":[54],"team.":[55],"collected":[57],"studies,":[58],"which":[59,220],"focused":[60],"on":[61],"AI":[65,162],"education,":[68],"were":[69,102],"analysed":[70],"team":[73],"regards":[75],"various":[77],"aspects":[78],"including":[79],"definition":[81],"technology,":[84],"question,":[86],"educational":[87,208],"purpose,":[88],"method,":[90],"sample":[91],"size,":[92],"quality":[94],"publication.":[96],"results":[98],"analysis":[101,140],"presented":[103],"tables":[105],"figures.":[107],"Findings":[108],"Educators":[109],"introduced":[110],"big":[111],"data":[112,122,126],"algorithms":[114],"machine":[116],"learning":[117,150,182],"education.":[120,251],"Big":[121],"analytics":[123,139],"use":[124],"multimodal":[125],"improve":[128],"effectiveness":[130],"spot":[135],"entrepreneurial":[136,141,181,185,188],"opportunities.":[137],"Entrepreneurial":[138],"projects":[142],"low":[144],"costs":[145],"high":[147],"effectiveness.":[148],"Machine":[149],"releases":[151],"educators\u2019":[152],"burdens":[153],"improves":[155],"accuracy":[157],"assessment.":[160],"However,":[161],"needs":[166],"more":[167],"sophisticated":[168],"diagnosis,":[172],"prediction,":[173],"intervention,":[174],"prevention":[175],"recommendation,":[177],"combined":[178],"specific":[180],"content":[183],"procedure,":[186],"obeying":[187],"pedagogy.":[189],"Originality/value":[190],"This":[191],"holds":[193],"significant":[194],"implications":[195],"as":[196],"it":[197,221],"can":[198,222,232],"shift":[199],"focus":[201],"entrepreneurs":[203],"educators":[205],"towards":[206],"intelligence,":[212],"prompting":[213],"them":[214],"consider":[216],"ways":[218],"be":[223],"used":[224],"effectively.":[225],"By":[226],"providing":[227],"valuable":[228],"insights,":[229],"stimulate":[233],"further":[234],"exploration,":[237],"potentially":[238],"opening":[239],"up":[240],"new":[241],"avenues":[242],"for":[243],"application":[245]},"counts_by_year":[{"year":2026,"cited_by_count":101},{"year":2025,"cited_by_count":60},{"year":2024,"cited_by_count":7}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2024-02-21T00:00:00"}