{"id":"https://openalex.org/W7125822815","doi":"https://doi.org/10.3233/faia251692","title":"Data-Driven Insights for Teaching Intervention: Profiling Student Types Through Clustering in a University Public Course","display_name":"Data-Driven Insights for Teaching Intervention: Profiling Student Types Through Clustering in a University Public Course","publication_year":2026,"publication_date":"2026-01-27","ids":{"openalex":"https://openalex.org/W7125822815","doi":"https://doi.org/10.3233/faia251692"},"language":null,"primary_location":{"id":"doi:10.3233/faia251692","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251692","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/faia251692","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5123927290","display_name":"Si Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I41147446","display_name":"Anshan Normal University","ror":"https://ror.org/04s5wwh39","country_code":"CN","type":"education","lineage":["https://openalex.org/I41147446"]},{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Si Shen","raw_affiliation_strings":["School of Computer Information Engineering, Hanshan Normal University, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Information Engineering, Hanshan Normal University, China","institution_ids":["https://openalex.org/I4210165736","https://openalex.org/I41147446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123890091","display_name":"Zhongxing Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I41147446","display_name":"Anshan Normal University","ror":"https://ror.org/04s5wwh39","country_code":"CN","type":"education","lineage":["https://openalex.org/I41147446"]},{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongxing Peng","raw_affiliation_strings":["School of Computer Information Engineering, Hanshan Normal University, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Information Engineering, Hanshan Normal University, China","institution_ids":["https://openalex.org/I4210165736","https://openalex.org/I41147446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123917722","display_name":"Wei Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I41147446","display_name":"Anshan Normal University","ror":"https://ror.org/04s5wwh39","country_code":"CN","type":"education","lineage":["https://openalex.org/I41147446"]},{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Huang","raw_affiliation_strings":["School of Computer Information Engineering, Hanshan Normal University, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Information Engineering, Hanshan Normal University, China","institution_ids":["https://openalex.org/I4210165736","https://openalex.org/I41147446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5123927290"],"corresponding_institution_ids":["https://openalex.org/I41147446","https://openalex.org/I4210165736"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.44262295,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.24570000171661377,"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":0.24570000171661377,"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/T12258","display_name":"Perfectionism, Procrastination, Anxiety Studies","score":0.164900004863739,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.049300000071525574,"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/cluster-analysis","display_name":"Cluster analysis","score":0.7103000283241272},{"id":"https://openalex.org/keywords/cluster-grouping","display_name":"Cluster grouping","score":0.659600019454956},{"id":"https://openalex.org/keywords/procrastination","display_name":"Procrastination","score":0.6489999890327454},{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.647599995136261},{"id":"https://openalex.org/keywords/public-university","display_name":"Public university","score":0.5626999735832214},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.43650001287460327},{"id":"https://openalex.org/keywords/course","display_name":"Course (navigation)","score":0.427700012922287},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.36640000343322754},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.34950000047683716}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7103000283241272},{"id":"https://openalex.org/C2776987068","wikidata":"https://www.wikidata.org/wiki/Q5136701","display_name":"Cluster grouping","level":2,"score":0.659600019454956},{"id":"https://openalex.org/C194279344","wikidata":"https://www.wikidata.org/wiki/Q330104","display_name":"Procrastination","level":2,"score":0.6489999890327454},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.647599995136261},{"id":"https://openalex.org/C2991670904","wikidata":"https://www.wikidata.org/wiki/Q875538","display_name":"Public university","level":2,"score":0.5626999735832214},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5440999865531921},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4745999872684479},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.43650001287460327},{"id":"https://openalex.org/C2777552389","wikidata":"https://www.wikidata.org/wiki/Q1962728","display_name":"Course (navigation)","level":2,"score":0.427700012922287},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3804999887943268},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.36640000343322754},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.34950000047683716},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.3481999933719635},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.31520000100135803},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.3138999938964844},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.3052999973297119},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.30329999327659607},{"id":"https://openalex.org/C503872463","wikidata":"https://www.wikidata.org/wiki/Q159595","display_name":"Distance education","level":2,"score":0.29789999127388},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.2849999964237213},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.26570001244544983},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.26080000400543213},{"id":"https://openalex.org/C2993829489","wikidata":"https://www.wikidata.org/wiki/Q5153317","display_name":"Common core","level":3,"score":0.2581999897956848},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.25690001249313354},{"id":"https://openalex.org/C166235249","wikidata":"https://www.wikidata.org/wiki/Q355217","display_name":"Time management","level":2,"score":0.2551000118255615},{"id":"https://openalex.org/C158592959","wikidata":"https://www.wikidata.org/wiki/Q869010","display_name":"Blended learning","level":3,"score":0.2542000114917755},{"id":"https://openalex.org/C105776082","wikidata":"https://www.wikidata.org/wiki/Q617473","display_name":"Likert scale","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia251692","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251692","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia251692","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia251692","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7563112378120422,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1],"employs":[2],"clustering":[3],"algorithms":[4],"to":[5],"analyze":[6],"multi-dimensional":[7],"learning":[8,29],"behavior":[9],"data":[10],"from":[11],"a":[12,23],"blended":[13],"public":[14],"course":[15,97],"at":[16],"Hanshan":[17],"Normal":[18],"University.":[19],"Our":[20],"analysis":[21],"reveals":[22],"moderate":[24],"positive":[25],"correlation":[26],"between":[27],"process-oriented":[28],"behaviors":[30],"\u2014":[31,41],"such":[32],"as":[33],"video":[34],"viewing,":[35],"task":[36,78],"completion,":[37],"and":[38,42,58,70,83,96,116,132],"check-in":[39,80],"rates":[40],"final":[43],"exam":[44,65],"scores.":[45],"Through":[46],"cluster":[47],"analysis,":[48],"we":[49],"identify":[50],"three":[51],"distinct":[52],"student":[53,135],"profiles:":[54],"Stable":[55],"High-Achievers,":[56],"To-Be-Improved,":[57],"Marginally-Stable,":[59],"which":[60],"exhibit":[61],"significant":[62],"differences":[63],"in":[64],"behavior,":[66],"assignment":[67,103],"submission":[68,104],"patterns,":[69],"overall":[71],"performance.":[72],"We":[73],"further":[74],"determine":[75],"that":[76],"chapter":[77,84],"points,":[79],"rate,":[81],"assignments,":[82],"quizzes":[85],"are":[86],"the":[87],"core":[88],"factors":[89],"influencing":[90],"students\u2019":[91],"comprehensive":[92],"scores,":[93],"whereas":[94],"exams":[95],"points":[98],"contribute":[99],"less.":[100],"Notably,":[101],"extreme":[102],"times":[105],"coupled":[106],"with":[107,120],"very":[108],"low":[109],"scores":[110],"(20-40":[111],"points)":[112],"strongly":[113],"associate":[114],"procrastination":[115],"time":[117],"management":[118],"issues":[119],"academic":[121],"underachievement.":[122],"These":[123],"findings":[124],"offer":[125],"data-driven":[126],"insights":[127],"for":[128],"refining":[129],"instructional":[130],"design":[131],"implementing":[133],"targeted":[134],"support.":[136]},"counts_by_year":[],"updated_date":"2026-01-28T23:18:48.515280","created_date":"2026-01-28T00:00:00"}