{"id":"https://openalex.org/W7152699602","doi":"https://doi.org/10.1109/icecet63943.2025.11472187","title":"An Analytical Study of Graduate vs Non-Graduate Degrees in Employment Prospects, Using Machine Learning","display_name":"An Analytical Study of Graduate vs Non-Graduate Degrees in Employment Prospects, Using Machine Learning","publication_year":2025,"publication_date":"2025-07-03","ids":{"openalex":"https://openalex.org/W7152699602","doi":"https://doi.org/10.1109/icecet63943.2025.11472187"},"language":null,"primary_location":{"id":"doi:10.1109/icecet63943.2025.11472187","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecet63943.2025.11472187","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 5th International Conference on Electrical, Computer and Energy Technologies (ICECET)","raw_type":"proceedings-article"},"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/A5133272074","display_name":"Chowdeswari Medam","orcid":null},"institutions":[{"id":"https://openalex.org/I130186095","display_name":"Sacred Heart University","ror":"https://ror.org/0085j8z36","country_code":"US","type":"education","lineage":["https://openalex.org/I130186095"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Chowdeswari Medam","raw_affiliation_strings":["Sacred Heart University,School of Computer Science & Engineering,Fairfield,CT,USA"],"affiliations":[{"raw_affiliation_string":"Sacred Heart University,School of Computer Science & Engineering,Fairfield,CT,USA","institution_ids":["https://openalex.org/I130186095"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133301152","display_name":"Mounika Chintakayala","orcid":null},"institutions":[{"id":"https://openalex.org/I130186095","display_name":"Sacred Heart University","ror":"https://ror.org/0085j8z36","country_code":"US","type":"education","lineage":["https://openalex.org/I130186095"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mounika Chintakayala","raw_affiliation_strings":["Sacred Heart University,School of Computer Science & Engineering,Fairfield,CT,USA"],"affiliations":[{"raw_affiliation_string":"Sacred Heart University,School of Computer Science & Engineering,Fairfield,CT,USA","institution_ids":["https://openalex.org/I130186095"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133273216","display_name":"Chandrika Guntupalli","orcid":null},"institutions":[{"id":"https://openalex.org/I130186095","display_name":"Sacred Heart University","ror":"https://ror.org/0085j8z36","country_code":"US","type":"education","lineage":["https://openalex.org/I130186095"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chandrika Guntupalli","raw_affiliation_strings":["Sacred Heart University,School of Computer Science & Engineering,Fairfield,CT,USA"],"affiliations":[{"raw_affiliation_string":"Sacred Heart University,School of Computer Science & Engineering,Fairfield,CT,USA","institution_ids":["https://openalex.org/I130186095"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010694335","display_name":"Samah Senbel","orcid":"https://orcid.org/0000-0002-5993-6861"},"institutions":[{"id":"https://openalex.org/I130186095","display_name":"Sacred Heart University","ror":"https://ror.org/0085j8z36","country_code":"US","type":"education","lineage":["https://openalex.org/I130186095"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samah Senbel","raw_affiliation_strings":["Sacred Heart University,School of Computer Science & Engineering,Fairfield,CT,USA"],"affiliations":[{"raw_affiliation_string":"Sacred Heart University,School of Computer Science & Engineering,Fairfield,CT,USA","institution_ids":["https://openalex.org/I130186095"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5133272074"],"corresponding_institution_ids":["https://openalex.org/I130186095"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.93678496,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11779","display_name":"Higher Education and Employability","score":0.18080000579357147,"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/T11779","display_name":"Higher Education and Employability","score":0.18080000579357147,"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/T11122","display_name":"Online Learning and Analytics","score":0.07810000330209732,"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/T13034","display_name":"Information Systems Education and Curriculum Development","score":0.054499998688697815,"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/feature","display_name":"Feature (linguistics)","score":0.26440000534057617},{"id":"https://openalex.org/keywords/graduate-students","display_name":"Graduate students","score":0.2526000142097473},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.2485000044107437}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5386000275611877},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4733999967575073},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45890000462532043},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3617999851703644},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2962999939918518},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2865000069141388},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.28459998965263367},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.26440000534057617},{"id":"https://openalex.org/C3020528894","wikidata":"https://www.wikidata.org/wiki/Q20820271","display_name":"Graduate students","level":2,"score":0.2526000142097473},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.2485000044107437}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icecet63943.2025.11472187","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecet63943.2025.11472187","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 5th International Conference on Electrical, Computer and Energy Technologies (ICECET)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6170895099639893,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2559565285","https://openalex.org/W2614280534","https://openalex.org/W4405191651"],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1,146],"explores":[2],"graduate":[3,158],"employment":[4,49,96,120],"outcomes":[5],"across":[6,164],"159":[7],"academic":[8],"disciplines,":[9],"aiming":[10],"to":[11,39],"identify":[12],"key":[13],"predictors":[14],"of":[15,23,58,68,119,127],"post-graduate":[16],"success":[17],"and":[18,35,48,60,95,103,112,141,153,160],"fields":[19,94],"at":[20,156],"higher":[21,117],"risk":[22],"unemployment.":[24],"Using":[25],"a":[26,85,116],"multi-faceted":[27],"approach,":[28],"we":[29],"conduct":[30],"statistical":[31],"analyses,":[32],"correlation":[33,87],"studies,":[34],"logistic":[36,52],"regression":[37,53],"modeling":[38],"gain":[40],"insights":[41],"into":[42],"the":[43,64,125],"relationship":[44],"between":[45,88],"specific":[46,89],"majors":[47,72],"patterns.":[50],"Our":[51],"model":[54],"achieved":[55],"an":[56,61],"accuracy":[57],"73.08%":[59],"Area":[62],"Under":[63],"Curve":[65],"(AUC)":[66],"score":[67],"0.80,":[69],"effectively":[70],"predicting":[71],"associated":[73],"with":[74,131],"high":[75],"unemployment":[76,107],"risk.":[77],"The":[78],"analysis":[79],"reveals":[80],"several":[81],"significant":[82],"patterns,":[83],"including":[84],"strong":[86],"skills":[90],"acquired":[91],"in":[92,99],"certain":[93,110],"stability.":[97],"Majors":[98],"STEM":[100],"fields,":[101],"business,":[102],"healthcare":[104],"exhibit":[105],"lower":[106],"rates,":[108],"while":[109],"humanities":[111],"arts":[113],"disciplines":[114],"show":[115],"likelihood":[118],"instability.":[121],"These":[122],"findings":[123],"underscore":[124],"importance":[126],"aligning":[128],"educational":[129],"offerings":[130],"labor":[132],"market":[133],"demands,":[134],"offering":[135],"valuable":[136],"guidance":[137],"for":[138],"policymakers,":[139],"educators,":[140],"students.":[142],"Insights":[143],"from":[144],"this":[145],"can":[147],"inform":[148],"curriculum":[149],"development,":[150],"career":[151],"counseling,":[152],"policies":[154],"aimed":[155],"enhancing":[157],"employability":[159],"addressing":[161],"workforce":[162],"needs":[163],"industries.":[165]},"counts_by_year":[],"updated_date":"2026-04-11T06:13:24.991567","created_date":"2026-04-10T00:00:00"}