{"id":"https://openalex.org/W2594746044","doi":"https://doi.org/10.1145/3027385.3027397","title":"Implementing predictive learning analytics on a large scale","display_name":"Implementing predictive learning analytics on a large scale","publication_year":2017,"publication_date":"2017-02-27","ids":{"openalex":"https://openalex.org/W2594746044","doi":"https://doi.org/10.1145/3027385.3027397","mag":"2594746044"},"language":"en","primary_location":{"id":"doi:10.1145/3027385.3027397","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3027385.3027397","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 & 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/A5052116082","display_name":"Christothea Herodotou","orcid":"https://orcid.org/0000-0003-0980-1632"},"institutions":[{"id":"https://openalex.org/I204136569","display_name":"The Open University","ror":"https://ror.org/05mzfcs16","country_code":"GB","type":"education","lineage":["https://openalex.org/I204136569"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Christothea Herodotou","raw_affiliation_strings":["The Open University, Milton Keynes, UK"],"affiliations":[{"raw_affiliation_string":"The Open University, Milton Keynes, UK","institution_ids":["https://openalex.org/I204136569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008962923","display_name":"Bart Rienties","orcid":"https://orcid.org/0000-0003-3749-9629"},"institutions":[{"id":"https://openalex.org/I204136569","display_name":"The Open University","ror":"https://ror.org/05mzfcs16","country_code":"GB","type":"education","lineage":["https://openalex.org/I204136569"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bart Rienties","raw_affiliation_strings":["The Open University, Milton Keynes, UK"],"affiliations":[{"raw_affiliation_string":"The Open University, Milton Keynes, UK","institution_ids":["https://openalex.org/I204136569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069178869","display_name":"Avinash Boroowa","orcid":"https://orcid.org/0000-0001-9539-0061"},"institutions":[{"id":"https://openalex.org/I204136569","display_name":"The Open University","ror":"https://ror.org/05mzfcs16","country_code":"GB","type":"education","lineage":["https://openalex.org/I204136569"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Avinash Boroowa","raw_affiliation_strings":["The Open University, Milton Keynes, UK"],"affiliations":[{"raw_affiliation_string":"The Open University, Milton Keynes, UK","institution_ids":["https://openalex.org/I204136569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109136039","display_name":"Zden\u011bk Zdr\u00e1hal","orcid":null},"institutions":[{"id":"https://openalex.org/I204136569","display_name":"The Open University","ror":"https://ror.org/05mzfcs16","country_code":"GB","type":"education","lineage":["https://openalex.org/I204136569"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zdenek Zdrahal","raw_affiliation_strings":["The Open University, Milton Keynes, UK"],"affiliations":[{"raw_affiliation_string":"The Open University, Milton Keynes, UK","institution_ids":["https://openalex.org/I204136569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029499941","display_name":"Martin Hlosta","orcid":"https://orcid.org/0000-0002-7053-7052"},"institutions":[{"id":"https://openalex.org/I204136569","display_name":"The Open University","ror":"https://ror.org/05mzfcs16","country_code":"GB","type":"education","lineage":["https://openalex.org/I204136569"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Martin Hlosta","raw_affiliation_strings":["The Open University, Milton Keynes, UK"],"affiliations":[{"raw_affiliation_string":"The Open University, Milton Keynes, UK","institution_ids":["https://openalex.org/I204136569"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032652857","display_name":"Galina Naydenova","orcid":"https://orcid.org/0000-0002-9400-754X"},"institutions":[{"id":"https://openalex.org/I204136569","display_name":"The Open University","ror":"https://ror.org/05mzfcs16","country_code":"GB","type":"education","lineage":["https://openalex.org/I204136569"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Galina Naydenova","raw_affiliation_strings":["The Open University, Milton Keynes, UK"],"affiliations":[{"raw_affiliation_string":"The Open University, Milton Keynes, UK","institution_ids":["https://openalex.org/I204136569"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5052116082"],"corresponding_institution_ids":["https://openalex.org/I204136569"],"apc_list":null,"apc_paid":null,"fwci":8.2772,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.97306206,"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":"267","last_page":"271"},"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/T14246","display_name":"E-Learning and Knowledge Management","score":0.9524999856948853,"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/T12395","display_name":"Educational Innovations and Technology","score":0.9211000204086304,"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/predictive-analytics","display_name":"Predictive analytics","score":0.7913099527359009},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.7668641209602356},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6233168840408325},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5971635580062866},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.5964645743370056},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5821505188941956},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5419538617134094},{"id":"https://openalex.org/keywords/predictive-validity","display_name":"Predictive validity","score":0.5298255085945129},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.48242029547691345},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3793739080429077},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3625834286212921},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.34095239639282227},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1709708571434021},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1356925666332245}],"concepts":[{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.7913099527359009},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7668641209602356},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6233168840408325},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5971635580062866},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5964645743370056},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5821505188941956},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5419538617134094},{"id":"https://openalex.org/C20685875","wikidata":"https://www.wikidata.org/wiki/Q7239678","display_name":"Predictive validity","level":2,"score":0.5298255085945129},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.48242029547691345},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3793739080429077},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3625834286212921},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.34095239639282227},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1709708571434021},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1356925666332245},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","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},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3027385.3027397","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3027385.3027397","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 & Knowledge Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8399999737739563,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W619351507","https://openalex.org/W1487847467","https://openalex.org/W1522177784","https://openalex.org/W1546869126","https://openalex.org/W1987261927","https://openalex.org/W1994211543","https://openalex.org/W2005372638","https://openalex.org/W2018525987","https://openalex.org/W2079966199","https://openalex.org/W2090715537","https://openalex.org/W2098927322","https://openalex.org/W2138485144","https://openalex.org/W2146286581","https://openalex.org/W2153378020","https://openalex.org/W2166827970","https://openalex.org/W2168156812","https://openalex.org/W2193902461","https://openalex.org/W2238759989","https://openalex.org/W2240194656","https://openalex.org/W2322804385","https://openalex.org/W2397060031","https://openalex.org/W2498500406"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W2570647323","https://openalex.org/W3027285423","https://openalex.org/W2805665112","https://openalex.org/W4238120086"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"describe":[4],"a":[5,23,62],"large-scale":[6],"study":[7,33],"about":[8],"the":[9,32,75,78,95,110],"use":[10,96],"of":[11,31,41,57,70,77,97],"predictive":[12,42,48,98],"learning":[13,25],"analytics":[14],"data":[15,49,99],"with":[16,88],"240":[17],"teachers":[18,93],"in":[19,44,105],"10":[20],"modules":[21],"at":[22,55,120],"distance":[24],"higher":[26],"education":[27],"institution.":[28],"The":[29],"aim":[30],"was":[34,50],"to":[35,52,100,117],"illuminate":[36],"teachers'":[37],"uses":[38],"and":[39,83,108],"practices":[40],"data,":[43],"particular":[45],"identify":[46],"how":[47],"used":[51],"support":[53,101,118],"students":[54,119],"risk":[56],"not":[58],"completing":[59],"or":[60],"failing":[61],"module.":[63],"Data":[64],"were":[65],"collected":[66],"from":[67],"statistical":[68],"analysis":[69],"17,033":[71],"students'":[72],"performance":[73],"by":[74],"end":[76],"intervention,":[79],"teacher":[80],"usage":[81],"statistics,":[82],"five":[84],"individual":[85],"semi-structured":[86],"interviews":[87],"teachers.":[89],"Findings":[90],"revealed":[91],"that":[92],"endorse":[94],"their":[102],"practice":[103],"yet":[104],"diverse":[106],"ways":[107],"raised":[109],"need":[111],"for":[112],"devising":[113],"appropriate":[114],"intervention":[115],"strategies":[116],"risk.":[121]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}