{"id":"https://openalex.org/W3210155051","doi":"https://doi.org/10.4018/978-1-7998-8497-2.ch012","title":"Modelling Student Employability on an Academic Basis","display_name":"Modelling Student Employability on an Academic Basis","publication_year":2021,"publication_date":"2021-10-26","ids":{"openalex":"https://openalex.org/W3210155051","doi":"https://doi.org/10.4018/978-1-7998-8497-2.ch012","mag":"3210155051"},"language":"en","primary_location":{"id":"doi:10.4018/978-1-7998-8497-2.ch012","doi":"https://doi.org/10.4018/978-1-7998-8497-2.ch012","is_oa":false,"landing_page_url":"https://doi.org/10.4018/978-1-7998-8497-2.ch012","pdf_url":null,"source":{"id":"https://openalex.org/S4210223929","display_name":"Advances in logistics, operations, and management science book series","issn_l":"2327-350X","issn":["2327-350X","2327-3518"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319847","host_organization_name":"Routledge","host_organization_lineage":["https://openalex.org/P4310319847","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Routledge","Taylor & Francis"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Logistics, Operations, and Management Science","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4200136945","display_name":"Handbook of Research on Innovative Management Using AI in Industry 5.0"},"type":"book-chapter","is_traditional":true,"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/A5067012010","display_name":"Vishal Srivastava","orcid":"https://orcid.org/0000-0002-8119-4550","observed_orcids":["https://orcid.org/0000-0002-8119-4550","https://orcid.org/0000-0001-9097-4869","https://orcid.org/0000-0002-6157-6842"]},"institutions":[{"id":"https://openalex.org/I106826634","display_name":"Jain University","ror":"https://ror.org/01cnqpt53","country_code":"IN","type":"education","lineage":["https://openalex.org/I106826634"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vishal Srivastava","raw_affiliation_strings":["Jain University (Deemed), India"],"raw_orcid":"https://orcid.org/0000-0002-8119-4550","affiliations":[{"raw_affiliation_string":"Jain University (Deemed), India","institution_ids":["https://openalex.org/I106826634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101416146","display_name":"Ashish Kumar Singh","orcid":"https://orcid.org/0000-0003-2728-6953","observed_orcids":["https://orcid.org/0000-0003-2728-6953"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ashish Kumar Singh","raw_affiliation_strings":["Raj Kumar Goel Institute of Technology, Ghaziabad, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Raj Kumar Goel Institute of Technology, Ghaziabad, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058114137","display_name":"Arokiaraj David","orcid":"https://orcid.org/0000-0002-9591-2410","observed_orcids":["https://orcid.org/0000-0002-9591-2410"]},"institutions":[{"id":"https://openalex.org/I106826634","display_name":"Jain University","ror":"https://ror.org/01cnqpt53","country_code":"IN","type":"education","lineage":["https://openalex.org/I106826634"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arokiaraj David","raw_affiliation_strings":["Jain University (Deemed), India"],"raw_orcid":"https://orcid.org/0000-0002-9591-2410","affiliations":[{"raw_affiliation_string":"Jain University (Deemed), India","institution_ids":["https://openalex.org/I106826634"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112857056","display_name":"Neel Rai","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Neel Rai","raw_affiliation_strings":["NTPC Business School, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NTPC Business School, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.4057,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.9873817,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"179","last_page":"191"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9384999871253967,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9384999871253967,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.018799999728798866,"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/T11779","display_name":"Higher Education and Employability","score":0.016300000250339508,"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/graduate-employability","display_name":"graduate employability","score":0.9290000200271606},{"id":"https://openalex.org/keywords/student-placement-prediction","display_name":"student placement prediction","score":0.9100000262260437},{"id":"https://openalex.org/keywords/stream-of-study","display_name":"stream of study","score":0.7549999952316284},{"id":"https://openalex.org/keywords/decision-tree","display_name":"decision tree","score":0.8650000095367432},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"supervised learning","score":0.9110000133514404},{"id":"https://openalex.org/keywords/skills-mismatch","display_name":"skills mismatch","score":0.36899998784065247}],"concepts":[{"id":"https://openalex.org/C15302153","wikidata":"https://www.wikidata.org/wiki/Q470863","display_name":"Employability","level":2,"score":0.9703003168106079},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5520845651626587},{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.5476384162902832},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4793437421321869},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.45876210927963257},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4141637682914734},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33104264736175537},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.29019176959991455},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.22672799229621887},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.1279912292957306},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.06729167699813843},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4018/978-1-7998-8497-2.ch012","doi":"https://doi.org/10.4018/978-1-7998-8497-2.ch012","is_oa":false,"landing_page_url":"https://doi.org/10.4018/978-1-7998-8497-2.ch012","pdf_url":null,"source":{"id":"https://openalex.org/S4210223929","display_name":"Advances in logistics, operations, and management science book series","issn_l":"2327-350X","issn":["2327-350X","2327-3518"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319847","host_organization_name":"Routledge","host_organization_lineage":["https://openalex.org/P4310319847","https://openalex.org/P4310320547"],"host_organization_lineage_names":["Routledge","Taylor & Francis"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Logistics, Operations, and Management Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8278999924659729,"display_name":"Quality education","id":"https://metadata.un.org/sdg/4"},{"score":0.7825999855995178,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W617096567","https://openalex.org/W1529825183","https://openalex.org/W2000149644","https://openalex.org/W2167872858","https://openalex.org/W2584188526","https://openalex.org/W2615915584","https://openalex.org/W2732952146","https://openalex.org/W2768680391","https://openalex.org/W2973580379","https://openalex.org/W3036531681","https://openalex.org/W3185272469"],"related_works":["https://openalex.org/W4415004318","https://openalex.org/W4410517135","https://openalex.org/W4390421212","https://openalex.org/W4417070085","https://openalex.org/W4408155157","https://openalex.org/W4386011725","https://openalex.org/W4410939065","https://openalex.org/W7155363422","https://openalex.org/W4399452611","https://openalex.org/W4409123523"],"abstract_inverted_index":{"With":[0],"the":[1,5,8,40,57,71,76,83],"population":[2],"growth":[3],"and":[4,21,26,66,91,99],"employability":[6,58],"scarcity,":[7],"placement":[9,41,84],"of":[10,18,23,34,42,59],"students":[11],"has":[12],"become":[13],"a":[14,49],"significant":[15],"concern.":[16],"Problems":[17],"global":[19],"ageing":[20],"miss-match":[22],"student":[24],"skill":[25],"knowledge":[27],"can":[28,81],"be":[29],"witnessed":[30],"easily.":[31],"Fewer":[32],"works":[33],"literature":[35],"are":[36],"available":[37],"to":[38,47,55,74],"predict":[39,56,82],"students.":[43],"This":[44],"study":[45,69],"aims":[46],"create":[48,75],"supervised":[50],"machine":[51],"learning":[52],"(SML)":[53],"model":[54,80],"graduates":[60],"based":[61,86],"on":[62,87],"their":[63],"academic":[64,89],"scores":[65,90],"streams.":[67],"The":[68,79],"used":[70],"decision-tree":[72],"technique":[73],"SML":[77],"model.":[78],"chance":[85],"students'":[88],"streams":[92],"with":[93],"65%":[94],"accuracy.":[95],"Some":[96],"new":[97],"theoretical":[98],"practical":[100],"contributions":[101],"have":[102],"been":[103],"discussed.":[104]},"counts_by_year":[{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-11-08T00:00:00"}
