{"id":"https://openalex.org/W7116843435","doi":"https://doi.org/10.24874/qf.25.100","title":"ADVANCED MACHINE LEARNING FOR SMART PEDAGOGY AND OUTCOME-BASED ASSESSMENT IN HIGHER EDUCATION","display_name":"ADVANCED MACHINE LEARNING FOR SMART PEDAGOGY AND OUTCOME-BASED ASSESSMENT IN HIGHER EDUCATION","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7116843435","doi":"https://doi.org/10.24874/qf.25.100"},"language":null,"primary_location":{"id":"doi:10.24874/qf.25.100","doi":"https://doi.org/10.24874/qf.25.100","is_oa":true,"landing_page_url":"https://doi.org/10.24874/qf.25.100","pdf_url":"https://doi.org/10.24874/qf.25.100","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quality Festival 2025","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.24874/qf.25.100","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5121104046","display_name":"Harsha Patil","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Harsha Patil","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094096924","display_name":"Vikas Mahandule","orcid":"https://orcid.org/0009-0007-5415-9227","observed_orcids":["https://orcid.org/0009-0007-5415-9227"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vikas Mahandule","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121095026","display_name":"Samiksha Desai","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Samiksha Desai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5121102997","display_name":"Pallavi Dinkar Pawar","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pallavi Dinkar Pawar","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.55105514,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"459","last_page":"466"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.5410000085830688,"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":0.5410000085830688,"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/T14414","display_name":"Artificial Intelligence in Education","score":0.42410001158714294,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.013799999840557575,"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/machine-learning-in-education","display_name":"machine learning in education","score":0.9660000205039978},{"id":"https://openalex.org/keywords/smart-pedagogy","display_name":"smart pedagogy","score":0.9210000038146973},{"id":"https://openalex.org/keywords/outcome-based-assessment","display_name":"outcomes-based assessment","score":0.9990000128746033},{"id":"https://openalex.org/keywords/higher-education","display_name":"higher education","score":0.8389999866485596},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"personalized learning","score":0.8040000200271606},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"adaptive learning","score":0.8980000019073486},{"id":"https://openalex.org/keywords/automated-grading","display_name":"automated grading","score":0.9430000185966492},{"id":"https://openalex.org/keywords/real-time-feedback","display_name":"real-time feedback","score":0.8270000219345093},{"id":"https://openalex.org/keywords/academic-performance-prediction","display_name":"student performance prediction","score":0.6970000267028809},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.6600000262260437},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"natural language processing","score":0.9629999995231628},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"predictive analytics","score":0.9649999737739563},{"id":"https://openalex.org/keywords/data-privacy","display_name":"data privacy","score":0.8169999718666077},{"id":"https://openalex.org/keywords/algorithmic-bias","display_name":"algorithmic bias","score":0.9980000257492065},{"id":"https://openalex.org/keywords/ethical-issues","display_name":"ethical considerations","score":0.37599998712539673},{"id":"https://openalex.org/keywords/faculty-training","display_name":"faculty training","score":0.6830000281333923},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"learning analytics","score":0.47600001096725464}],"concepts":[{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.7039999961853027},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4756999909877777},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4068000018596649},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3950999975204468},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.3582000136375427},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.33320000767707825},{"id":"https://openalex.org/C5041995","wikidata":"https://www.wikidata.org/wiki/Q853745","display_name":"Engineering education","level":2,"score":0.29010000824928284},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28600001335144043},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.2799000144004822},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2797999978065491},{"id":"https://openalex.org/C3019723476","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Electronic learning","level":3,"score":0.26919999718666077},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.26330000162124634},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.25999999046325684},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2549999952316284}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24874/qf.25.100","doi":"https://doi.org/10.24874/qf.25.100","is_oa":true,"landing_page_url":"https://doi.org/10.24874/qf.25.100","pdf_url":"https://doi.org/10.24874/qf.25.100","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quality Festival 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.24874/qf.25.100","doi":"https://doi.org/10.24874/qf.25.100","is_oa":true,"landing_page_url":"https://doi.org/10.24874/qf.25.100","pdf_url":"https://doi.org/10.24874/qf.25.100","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quality Festival 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":1.0}],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.4987674355506897}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7116843435.pdf","grobid_xml":"https://content.openalex.org/works/W7116843435.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Technology":[0],"is":[1],"rapidly":[2],"transforming":[3],"higher":[4,127,192],"education,":[5],"making":[6,130],"it":[7],"essential":[8],"to":[9,20,53,125,182,191],"adopt":[10],"new":[11],"teaching":[12,16,156],"and":[13,26,41,59,72,94,112,135,151,157,175,187],"assessment":[14,75],"methods.Traditional":[15],"approaches":[17],"often":[18],"struggle":[19],"meet":[21],"students'":[22],"diverse":[23],"learning":[24,29,31,43,55,67,83,131],"needs":[25],"ensure":[27],"effective":[28,186],"outcomes.Machine":[30],"(ML)":[32],"offers":[33],"a":[34,173,184],"promising":[35],"solution":[36],"by":[37,88,129],"enabling":[38],"adaptive,":[39],"personalized,":[40,133],"data-driven":[42],"experiences.ML-powered":[44],"educational":[45],"systems":[46],"analyzed":[47],"large":[48],"amounts":[49],"of":[50],"student":[51,70,188],"data":[52,106],"identify":[54],"patterns,":[56],"predict":[57],"performance,":[58],"provide":[60],"tailored":[61],"support.This":[62],"helps":[63],"educators":[64],"create":[65],"customized":[66],"paths,":[68],"improving":[69],"engagement":[71],"academic":[73],"success.Outcome-based":[74],"(OBA),":[76],"which":[77],"evaluates":[78],"students":[79],"based":[80],"on":[81],"predefined":[82],"goals,":[84],"benefits":[85],"from":[86],"ML":[87,99,121,141,165,177],"automating":[89],"grading,":[90],"offering":[91],"real-time":[92],"feedback,":[93],"detecting":[95],"knowledge":[96],"gaps.However,":[97],"implementing":[98],"in":[100,110],"education":[101,128,167,193],"comes":[102],"with":[103],"challenges,":[104],"including":[105],"privacy":[107],"concerns,":[108],"bias":[109],"algorithms,":[111],"the":[113,123],"need":[114],"for":[115,163],"proper":[116],"faculty":[117],"training.Despite":[118],"these":[119],"issues,":[120],"has":[122],"potential":[124],"revolutionize":[126],"more":[132,185],"efficient,":[134],"fair.This":[136],"research":[137],"explores":[138],"how":[139],"advanced":[140],"techniques":[142],"such":[143],"as":[144],"deep":[145],"learning,":[146],"natural":[147],"language":[148],"processing":[149],"(NLP),":[150],"predictive":[152],"analytics":[153],"can":[154],"enhance":[155],"assessment.It":[158],"also":[159],"examines":[160],"best":[161],"practices":[162],"integrating":[164],"into":[166],"while":[168],"addressing":[169],"ethical":[170],"concerns.By":[171],"proposing":[172],"scalable":[174],"transparent":[176],"framework,":[178],"this":[179],"study":[180],"aims":[181],"support":[183],"focused":[189],"approach":[190],"(Ersozlu":[194],"et":[195],"al.,":[196],"2024).":[197]},"counts_by_year":[],"updated_date":"2026-09-27T08:07:27.782135","created_date":"2025-12-23T00:00:00"}