{"id":"https://openalex.org/W2593803760","doi":"https://doi.org/10.1145/3027385.3027405","title":"From prediction to impact","display_name":"From prediction to impact","publication_year":2017,"publication_date":"2017-02-27","ids":{"openalex":"https://openalex.org/W2593803760","doi":"https://doi.org/10.1145/3027385.3027405","mag":"2593803760"},"language":"en","primary_location":{"id":"doi:10.1145/3027385.3027405","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3027385.3027405","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Seventh International Learning Analytics &amp; Knowledge Conference","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/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":true,"raw_author_name":"Shane Dawson","raw_affiliation_strings":["University of South Australia, Adelaide, Australia"],"affiliations":[{"raw_affiliation_string":"University of South Australia, Adelaide, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"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/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"]}]},{"author_position":"last","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":false,"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"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5070873335"],"corresponding_institution_ids":["https://openalex.org/I170239107"],"apc_list":null,"apc_paid":null,"fwci":9.7822,"has_fulltext":false,"cited_by_count":64,"citation_normalized_percentile":{"value":0.97777904,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"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/T10162","display_name":"Online and Blended Learning","score":0.9609000086784363,"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/attrition","display_name":"Attrition","score":0.8069642186164856},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.6495695114135742},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.6309281587600708},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5278679728507996},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.4813138246536255},{"id":"https://openalex.org/keywords/data-retention","display_name":"Data retention","score":0.4187948703765869},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.39466747641563416},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3884179890155792},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.35963159799575806},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.3511815667152405},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18671175837516785},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.10881465673446655}],"concepts":[{"id":"https://openalex.org/C2780553607","wikidata":"https://www.wikidata.org/wiki/Q684868","display_name":"Attrition","level":2,"score":0.8069642186164856},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.6495695114135742},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.6309281587600708},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5278679728507996},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.4813138246536255},{"id":"https://openalex.org/C2780866740","wikidata":"https://www.wikidata.org/wiki/Q5227345","display_name":"Data retention","level":2,"score":0.4187948703765869},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.39466747641563416},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3884179890155792},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.35963159799575806},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3511815667152405},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18671175837516785},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.10881465673446655},{"id":"https://openalex.org/C199343813","wikidata":"https://www.wikidata.org/wiki/Q12128","display_name":"Dentistry","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3027385.3027405","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3027385.3027405","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Seventh International Learning Analytics &amp; Knowledge Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:rfos.fon.bg.ac.rs:123456789/1727","is_oa":false,"landing_page_url":"https://rfos.fon.bg.ac.rs/handle/123456789/1727","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Seventh International Learning Analytics &amp; Knowledge Conference (LAK'17)","raw_type":"conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W60972571","https://openalex.org/W643967429","https://openalex.org/W1167657885","https://openalex.org/W1486785378","https://openalex.org/W1537279926","https://openalex.org/W1898103075","https://openalex.org/W1951724000","https://openalex.org/W1966165526","https://openalex.org/W1988629989","https://openalex.org/W2006161831","https://openalex.org/W2006444123","https://openalex.org/W2010890973","https://openalex.org/W2014924105","https://openalex.org/W2017147628","https://openalex.org/W2017266664","https://openalex.org/W2019655958","https://openalex.org/W2047706901","https://openalex.org/W2062849430","https://openalex.org/W2069293092","https://openalex.org/W2071097428","https://openalex.org/W2090861833","https://openalex.org/W2103672843","https://openalex.org/W2138865782","https://openalex.org/W2139145202","https://openalex.org/W2145656114","https://openalex.org/W2153378020","https://openalex.org/W2172199324","https://openalex.org/W2238759989","https://openalex.org/W2280342393","https://openalex.org/W2560140854","https://openalex.org/W2586955972","https://openalex.org/W2914630865"],"related_works":["https://openalex.org/W1969175355","https://openalex.org/W2007101045","https://openalex.org/W2056472298","https://openalex.org/W4389273703","https://openalex.org/W2586909830","https://openalex.org/W4231153204","https://openalex.org/W2775846538","https://openalex.org/W2116688168","https://openalex.org/W3124528783","https://openalex.org/W2900291040"],"abstract_inverted_index":{"Learning":[0],"analytics":[1],"research":[2,19],"has":[3,48],"often":[4],"been":[5,49],"touted":[6],"as":[7,125],"a":[8,57,92,141],"means":[9],"to":[10,21,33,100,196,202],"address":[11,34],"concerns":[12],"regarding":[13],"student":[14,109,148],"retention":[15,36,59,183,200],"outcomes.":[16,184],"However,":[17,150],"few":[18],"studies":[20,47],"date,":[22],"have":[23],"examined":[24],"the":[25,28,39,45,54,64,68,76,79,145,151,170,176,182],"impact":[26,55],"of":[27,42,44,56,70,75,78,95,158],"implemented":[29,131],"intervention":[30,146,177,207],"strategies":[31],"designed":[32],"such":[35],"challenges.":[37],"Moreover,":[38],"methodological":[40],"rigor":[41],"some":[43,122],"existing":[46],"challenged.":[50],"This":[51],"study":[52,62,83,186],"evaluates":[53],"pilot":[58,82],"program.":[60],"The":[61,81,118,156,185],"contrasts":[63],"findings":[65],"obtained":[66],"by":[67],"use":[69,157],"different":[71],"methods":[72,139,165],"for":[73],"analysis":[74],"effect":[77,152,180],"intervention.":[80],"was":[84,103,154],"undertaken":[85],"between":[86,144],"2012":[87],"and":[88,116,134,147],"2014":[89],"resulting":[90],"in":[91,169],"combined":[93],"enrolment":[94],"11,160":[96],"students.":[97],"A":[98],"model":[99,120],"predict":[101],"attrition":[102],"developed,":[104],"drawing":[105],"on":[106,181],"data":[107,171,190],"from":[108],"information":[110],"system,":[111],"learning":[112,133],"management":[113],"system":[114],"interactions,":[115],"assessment.":[117],"predictive":[119],"identified":[121],"1868":[123],"students":[124],"academically":[126],"at-risk.":[127],"Early":[128],"interventions":[129],"were":[130],"involving":[132],"remediation":[135],"support.":[136],"Common":[137],"statistical":[138,161],"demonstrated":[140],"positive":[142],"association":[143],"retention.":[149],"size":[153],"low.":[155],"more":[159,189,205],"advanced":[160],"methods,":[162],"specifically":[163],"mixed-effect":[164],"explained":[166],"higher":[167],"variability":[168],"(over":[172],"99%),":[173],"yet":[174],"found":[175],"had":[178],"no":[179],"demonstrates":[187],"that":[188],"about":[191],"individual":[192],"differences":[193],"is":[194],"required":[195],"not":[197],"only":[198],"explain":[199],"but":[201],"also":[203],"develop":[204],"effective":[206],"approaches.":[208]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
