{"id":"https://openalex.org/W7155443960","doi":"https://doi.org/10.1145/3797552.3797735","title":"Student Entrepreneurial Intention Prediction: A Machine Learning-Based Entrepreneurial Mindset Dimension Analysis Method","display_name":"Student Entrepreneurial Intention Prediction: A Machine Learning-Based Entrepreneurial Mindset Dimension Analysis Method","publication_year":2025,"publication_date":"2025-11-21","ids":{"openalex":"https://openalex.org/W7155443960","doi":"https://doi.org/10.1145/3797552.3797735"},"language":null,"primary_location":{"id":"doi:10.1145/3797552.3797735","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3797552.3797735","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Artificial Intelligence and Education","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3797552.3797735","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Yuying Wang","orcid":"https://orcid.org/0009-0002-1054-4442"},"institutions":[{"id":"https://openalex.org/I4210142192","display_name":"Powerchina Huadong Engineering Corporation (China)","ror":"https://ror.org/03mcefb58","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210142192"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuying Wang","raw_affiliation_strings":["POWERCHINA HUADONG ENGINEERING CORPORATION, Hangzhou, Zhejiang, China","Yangtze River Delta Integration Development Research Center, Zhejiang University, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0009-0002-1054-4442","affiliations":[{"raw_affiliation_string":"POWERCHINA HUADONG ENGINEERING CORPORATION, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I4210142192"]},{"raw_affiliation_string":"Yangtze River Delta Integration Development Research Center, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"last","author":{"id":null,"display_name":"Yueqiu Wang","orcid":"https://orcid.org/0009-0007-5203-2628"},"institutions":[{"id":"https://openalex.org/I4210142192","display_name":"Powerchina Huadong Engineering Corporation (China)","ror":"https://ror.org/03mcefb58","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210142192"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueqiu Wang","raw_affiliation_strings":["POWERCHINA HUADONG ENGINEERING CORPORATION, Hangzhou, Zhejiang, China","Yangtze River Delta Integration Development Research Center, Zhejiang University, Hangzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0009-0007-5203-2628","affiliations":[{"raw_affiliation_string":"POWERCHINA HUADONG ENGINEERING CORPORATION, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I4210142192"]},{"raw_affiliation_string":"Yangtze River Delta Integration Development Research Center, Zhejiang University, Hangzhou, Zhejiang, China","institution_ids":["https://openalex.org/I55712492"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1162","last_page":"1167"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10058","display_name":"Entrepreneurship Studies and Influences","score":0.7638000249862671,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10058","display_name":"Entrepreneurship Studies and Influences","score":0.7638000249862671,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.017899999395012856,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12128","display_name":"AI in Service Interactions","score":0.004800000227987766,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/mindset","display_name":"Mindset","score":0.9742000102996826},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5608999729156494},{"id":"https://openalex.org/keywords/entrepreneurship","display_name":"Entrepreneurship","score":0.5386000275611877},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.5238000154495239},{"id":"https://openalex.org/keywords/entrepreneurial-orientation","display_name":"Entrepreneurial orientation","score":0.4431999921798706},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.3515999913215637},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.34299999475479126}],"concepts":[{"id":"https://openalex.org/C2778491294","wikidata":"https://www.wikidata.org/wiki/Q1339824","display_name":"Mindset","level":2,"score":0.9742000102996826},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5608999729156494},{"id":"https://openalex.org/C84309077","wikidata":"https://www.wikidata.org/wiki/Q3908516","display_name":"Entrepreneurship","level":2,"score":0.5386000275611877},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.5238000154495239},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.44699999690055847},{"id":"https://openalex.org/C2780711244","wikidata":"https://www.wikidata.org/wiki/Q22908166","display_name":"Entrepreneurial orientation","level":3,"score":0.4431999921798706},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.41440001130104065},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3555999994277954},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.3515999913215637},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.34299999475479126},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.3343000113964081},{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.33320000767707825},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3312000036239624},{"id":"https://openalex.org/C178823583","wikidata":"https://www.wikidata.org/wiki/Q3269883","display_name":"Online assessment","level":3,"score":0.2939000129699707},{"id":"https://openalex.org/C84653758","wikidata":"https://www.wikidata.org/wiki/Q5575175","display_name":"Goal orientation","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2854999899864197},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.2669999897480011},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.26489999890327454},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.2621000111103058},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.25780001282691956},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25119999051094055},{"id":"https://openalex.org/C2781009140","wikidata":"https://www.wikidata.org/wiki/Q7170389","display_name":"Persistence (discontinuity)","level":2,"score":0.2508000135421753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3797552.3797735","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3797552.3797735","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Artificial Intelligence and Education","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3797552.3797735","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3797552.3797735","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Artificial Intelligence and Education","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.4641077220439911}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2099697766","https://openalex.org/W3012007417","https://openalex.org/W3091367238","https://openalex.org/W3199596436","https://openalex.org/W4360980426","https://openalex.org/W4400015499","https://openalex.org/W4408851214"],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"explores":[2],"the":[3,88],"impact":[4],"of":[5,91],"entrepreneurial":[6,11,139],"mindset":[7,25,144],"dimensions":[8,145],"on":[9],"students\u2019":[10],"intentions":[12,123],"from":[13],"an":[14],"educational":[15,130],"technology":[16],"perspective,":[17],"using":[18],"machine":[19],"learning":[20],"techniques":[21],"to":[22,138],"analyze":[23],"key":[24,114,126],"factors":[26],"such":[27,107],"as":[28,108,113],"innovation":[29,109],"orientation,":[30],"risk":[31],"tolerance,":[32],"opportunity":[33],"recognition,":[34],"self-efficacy,":[35],"and":[36,48,58,71,146,154],"persistence,":[37],"along":[38],"with":[39,62,111,150,163],"control":[40],"variables":[41],"like":[42,68],"age,":[43],"gender,":[44],"major,":[45],"family":[46],"background,":[47],"entrepreneurship":[49],"education.":[50],"Models":[51],"including":[52],"Linear":[53],"Regression,":[54],"Random":[55,97],"Forest,":[56],"XGBoost,":[57],"SVR":[59],"are":[60],"employed,":[61],"predictive":[63],"performance":[64],"evaluated":[65],"through":[66],"metrics":[67],"R\u00b2,":[69],"accuracy,":[70],"F1":[72],"score.":[73],"The":[74],"dataset":[75],"comprises":[76],"1000":[77],"simulated":[78,158],"student":[79],"records,":[80],"ensuring":[81],"realistic":[82],"distributions.":[83],"Results":[84],"show":[85],"XGBoost":[86],"achieves":[87],"highest":[89],"R\u00b2":[90],"0.36,":[92],"indicating":[93],"moderate":[94],"explanatory":[95],"power.":[96],"Forest":[98],"classification":[99],"accuracy":[100],"reaches":[101],"0.735.":[102],"Feature":[103],"importance":[104],"highlights":[105],"interactions":[106],"orientation":[110],"persistence":[112],"predictors.":[115],"Intervention":[116],"simulations":[117],"demonstrate":[118],"a":[119],"12%":[120],"increase":[121],"in":[122],"after":[124],"enhancing":[125],"dimensions,":[127],"supporting":[128],"targeted":[129],"strategies":[131],"for":[132,152],"online":[133],"platforms.":[134],"These":[135],"findings":[136],"contribute":[137],"education":[140],"by":[141],"identifying":[142],"influential":[143],"proposing":[147],"ML-based":[148],"interventions,":[149],"implications":[151],"policy":[153],"practice.":[155],"Limitations":[156],"include":[157],"data,":[159],"suggesting":[160],"future":[161],"validation":[162],"real":[164],"surveys.":[165]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-04-24T00:00:00"}
