{"id":"https://openalex.org/W2586955972","doi":"https://doi.org/10.1145/2883851.2883870","title":"Generating actionable predictive models of academic performance","display_name":"Generating actionable predictive models of academic performance","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2586955972","doi":"https://doi.org/10.1145/2883851.2883870","mag":"2586955972"},"language":"en","primary_location":{"id":"doi:10.1145/2883851.2883870","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2883851.2883870","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth International Conference on Learning Analytics &amp; Knowledge - LAK '16","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/A5032558671","display_name":"Abelardo Pardo","orcid":"https://orcid.org/0000-0002-6857-0582"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Abelardo Pardo","raw_affiliation_strings":["The University of Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020885540","display_name":"Negin Mirriahi","orcid":"https://orcid.org/0000-0003-4139-3149"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Negin Mirriahi","raw_affiliation_strings":["University of New South Wales, Australia"],"affiliations":[{"raw_affiliation_string":"University of New South Wales, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052017575","display_name":"Roberto Mart\u00ednez\u2010Maldonado","orcid":"https://orcid.org/0000-0002-8375-1816"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Roberto Martinez-Maldonado","raw_affiliation_strings":["University of Technology Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025182522","display_name":"Jelena Jovanovi\u0107","orcid":"https://orcid.org/0000-0002-1904-0446"},"institutions":[{"id":"https://openalex.org/I4068193","display_name":"University of Belgrade","ror":"https://ror.org/02qsmb048","country_code":"RS","type":"education","lineage":["https://openalex.org/I4068193"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Jelena Jovanovic","raw_affiliation_strings":["University of Belgrade, Serbia"],"affiliations":[{"raw_affiliation_string":"University of Belgrade, Serbia","institution_ids":["https://openalex.org/I4068193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070873335","display_name":"Shane Dawson","orcid":"https://orcid.org/0000-0003-2435-2193"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shane Dawson","raw_affiliation_strings":["University of South Australia, Australia"],"affiliations":[{"raw_affiliation_string":"University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036855560","display_name":"Dragan Ga\u0161evi\u0107","orcid":"https://orcid.org/0000-0001-9265-1908"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dragan Ga\u0161evi\u0107","raw_affiliation_strings":["The University of Edinburgh, UK"],"affiliations":[{"raw_affiliation_string":"The University of Edinburgh, UK","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5032558671"],"corresponding_institution_ids":["https://openalex.org/I129604602"],"apc_list":null,"apc_paid":null,"fwci":13.641,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":{"value":0.98361224,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"474","last_page":"478"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.944599986076355,"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/T10162","display_name":"Online and Blended Learning","score":0.9343000054359436,"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/learning-analytics","display_name":"Learning analytics","score":0.8130521774291992},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7404907941818237},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6911686658859253},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.6409047842025757},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5742709636688232},{"id":"https://openalex.org/keywords/interpretation","display_name":"Interpretation (philosophy)","score":0.5496314167976379},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.543810248374939},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.4384792149066925},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.4179970324039459},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.41771912574768066},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4147643446922302},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.4109709858894348},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1818687617778778},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.12041991949081421}],"concepts":[{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.8130521774291992},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7404907941818237},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6911686658859253},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.6409047842025757},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5742709636688232},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.5496314167976379},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.543810248374939},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4384792149066925},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4179970324039459},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.41771912574768066},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4147643446922302},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.4109709858894348},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1818687617778778},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.12041991949081421},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/2883851.2883870","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2883851.2883870","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth International Conference on Learning Analytics &amp; Knowledge - LAK '16","raw_type":"proceedings-article"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/122119","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/122119","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"},{"id":"pmh:oai:rfos.fon.bg.ac.rs:123456789/1564","is_oa":false,"landing_page_url":"https://rfos.fon.bg.ac.rs/handle/123456789/1564","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"LAK '16 Conference Proceedings: the Sixth International Learning Analytics &amp; Knowledge Conference","raw_type":"conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.4699999988079071,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W797456421","https://openalex.org/W1486785378","https://openalex.org/W1966165526","https://openalex.org/W1979129800","https://openalex.org/W1982464953","https://openalex.org/W1992744374","https://openalex.org/W2010593734","https://openalex.org/W2014924105","https://openalex.org/W2017403239","https://openalex.org/W2022337613","https://openalex.org/W2071097428","https://openalex.org/W2072035149","https://openalex.org/W2078251144","https://openalex.org/W2079777076","https://openalex.org/W2090327059","https://openalex.org/W2095907159","https://openalex.org/W2137183511","https://openalex.org/W2143959207","https://openalex.org/W2223129683","https://openalex.org/W2238759989","https://openalex.org/W2239420864","https://openalex.org/W2560140854","https://openalex.org/W2966207845","https://openalex.org/W4253578872"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2768832457","https://openalex.org/W2816728186","https://openalex.org/W3025951784","https://openalex.org/W3027285423","https://openalex.org/W2805665112","https://openalex.org/W4238120086"],"abstract_inverted_index":{"The":[0,55,137,152],"pervasive":[1],"collection":[2],"of":[3,20,27,50,74,96,130,150],"data":[4,65],"has":[5,100],"opened":[6],"the":[7,18,21,25,35,44,48,59,64,78,82,94,169],"possibility":[8],"for":[9],"educational":[10],"institutions":[11],"to":[12,16,71,84,104,110,126,132,141,158],"use":[13,49],"analytics":[14,51,98],"methods":[15,29],"improve":[17],"quality":[19],"student":[22,75],"experience.":[23],"However,":[24],"adoption":[26],"these":[28],"faces":[30],"multiple":[31],"challenges":[32],"particularly":[33],"at":[34],"course":[36,145],"level":[37],"where":[38],"instructors":[39,125],"and":[40,52,69,77,81,88,114],"students":[41,131,156],"would":[42],"derive":[43,72],"most":[45],"benefit":[46],"from":[47,168],"predictive":[53],"models.":[54],"challenge":[56],"lies":[57],"in":[58],"knowledge":[60],"gap":[61],"between":[62],"how":[63],"is":[66],"captured,":[67],"processed":[68],"used":[70],"models":[73],"behavior,":[76],"subsequent":[79],"interpretation":[80],"decision":[83],"deploy":[85],"pedagogical":[86,112],"actions":[87],"interventions":[89],"by":[90],"instructors.":[91],"Simply":[92],"put,":[93],"provision":[95],"learning":[97,170],"alone":[99],"not":[101],"necessarily":[102],"led":[103],"changing":[105],"teaching":[106],"practices.":[107],"In":[108],"order":[109],"support":[111,135],"change":[113],"aid":[115],"interpretation,":[116],"this":[117],"paper":[118],"proposes":[119],"a":[120,142,147],"model":[121,154],"that":[122],"can":[123],"enable":[124],"readily":[127],"identify":[128],"subpopulations":[129],"provide":[133],"specific":[134],"actions.":[136],"approach":[138],"was":[139],"applied":[140],"first":[143],"year":[144],"with":[146],"large":[148],"number":[149],"students.":[151],"resulting":[153],"classifies":[155],"according":[157],"their":[159],"predicted":[160],"exam":[161],"scores,":[162],"based":[163],"on":[164],"indicators":[165],"directly":[166],"derived":[167],"design.":[171]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":7},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
