{"id":"https://openalex.org/W2058703365","doi":"https://doi.org/10.1145/2737856.2738012","title":"Data-driven intervention-level prediction modeling for academic performance","display_name":"Data-driven intervention-level prediction modeling for academic performance","publication_year":2015,"publication_date":"2015-05-11","ids":{"openalex":"https://openalex.org/W2058703365","doi":"https://doi.org/10.1145/2737856.2738012","mag":"2058703365"},"language":"en","primary_location":{"id":"doi:10.1145/2737856.2738012","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2737856.2738012","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 Conference on Information and Communication Technologies and Development","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/A5080818755","display_name":"Mvurya Mgala","orcid":null},"institutions":[{"id":"https://openalex.org/I157614274","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79","country_code":"ZA","type":"education","lineage":["https://openalex.org/I157614274"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Mvurya Mgala","raw_affiliation_strings":["University of Cape Town, Cape Town"],"affiliations":[{"raw_affiliation_string":"University of Cape Town, Cape Town","institution_ids":["https://openalex.org/I157614274"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045157168","display_name":"Audrey Mbogho","orcid":"https://orcid.org/0000-0003-4424-7796"},"institutions":[{"id":"https://openalex.org/I157614274","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79","country_code":"ZA","type":"education","lineage":["https://openalex.org/I157614274"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Audrey Mbogho","raw_affiliation_strings":["University of Cape Town, Cape Town"],"affiliations":[{"raw_affiliation_string":"University of Cape Town, Cape Town","institution_ids":["https://openalex.org/I157614274"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5080818755"],"corresponding_institution_ids":["https://openalex.org/I157614274"],"apc_list":null,"apc_paid":null,"fwci":2.061,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.89805542,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9869999885559082,"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":0.9869999885559082,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9090999960899353,"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/intervention","display_name":"Intervention (counseling)","score":0.7654805183410645},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6839759349822998},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6088741421699524},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.5170722603797913},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5164996981620789},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4332905411720276},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4173473119735718},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.35610219836235046},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34193307161331177},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3274571895599365},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17720293998718262}],"concepts":[{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.7654805183410645},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6839759349822998},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6088741421699524},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5170722603797913},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5164996981620789},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4332905411720276},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4173473119735718},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.35610219836235046},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34193307161331177},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3274571895599365},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17720293998718262},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2737856.2738012","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2737856.2738012","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 Conference on Information and Communication Technologies and Development","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"},{"id":"https://openalex.org/F4320324164","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W109702185","https://openalex.org/W306073333","https://openalex.org/W320806635","https://openalex.org/W327516194","https://openalex.org/W597512486","https://openalex.org/W1491953704","https://openalex.org/W1521843029","https://openalex.org/W1817561967","https://openalex.org/W1967885132","https://openalex.org/W1970886876","https://openalex.org/W1971362221","https://openalex.org/W1972611374","https://openalex.org/W1977177161","https://openalex.org/W1985654158","https://openalex.org/W1988697879","https://openalex.org/W2025791817","https://openalex.org/W2027399266","https://openalex.org/W2032512743","https://openalex.org/W2049868504","https://openalex.org/W2063293722","https://openalex.org/W2068331095","https://openalex.org/W2092269560","https://openalex.org/W2123865363","https://openalex.org/W2133990480","https://openalex.org/W2135431513","https://openalex.org/W2156571267","https://openalex.org/W2157460758","https://openalex.org/W2170881284","https://openalex.org/W2499995956","https://openalex.org/W2587561725","https://openalex.org/W2602028110","https://openalex.org/W3006449229","https://openalex.org/W4232965013","https://openalex.org/W4252557396"],"related_works":["https://openalex.org/W2012531322","https://openalex.org/W2785900585","https://openalex.org/W2353730437","https://openalex.org/W2490303674","https://openalex.org/W2609066826","https://openalex.org/W2810752900","https://openalex.org/W2365677836","https://openalex.org/W4318612353","https://openalex.org/W4390939596","https://openalex.org/W4389829534"],"abstract_inverted_index":{"Poor":[0],"academic":[1],"performance":[2],"in":[3,10,25,106,188],"final":[4,92],"exams":[5],"at":[6],"primary":[7,66],"school":[8,67],"level":[9],"Kenya":[11],"is":[12,28,100,140,155,193],"a":[13,62,107,144,177],"strong":[14],"indicator":[15],"that":[16,73,153,181],"the":[17,22,36,78,91,125,131,166],"student":[18],"will":[19,172],"not":[20],"attain":[21,158],"desired":[23],"career":[24],"future.":[26],"It":[27],"therefore":[29],"important":[30,95],"to":[31,34,41,54,64,119,157,175],"be":[32,83,173,183],"able":[33],"predict":[35],"students":[37,68,116],"who":[38],"are":[39,117,133],"likely":[40],"achieve":[42],"below":[43],"average":[44],"marks":[45],"and":[46,77,143],"need":[47,74],"high":[48,75],"intervention":[49,76,121,161],"early":[50,86],"enough":[51],"for":[52],"them":[53],"improve":[55],"their":[56],"marks.":[57],"This":[58],"paper":[59],"reports":[60],"on":[61,103],"study":[63,99],"classify":[65],"into":[69],"two":[70,88],"categories,":[71],"those":[72],"rest.":[79],"The":[80,169],"prediction":[81,122,162,179],"can":[82,182],"initiated":[84],"as":[85,87],"years":[89],"before":[90],"exam.":[93],"An":[94,135],"highlight":[96],"of":[97,112,115,128,138,147,195],"this":[98],"its":[101],"focus":[102],"rural":[104,189],"schools":[105],"developing":[108],"country.":[109],"A":[110],"total":[111],"2426":[113],"records":[114],"used":[118,174],"build":[120,176],"models.":[123],"In":[124],"first":[126],"set":[127,146],"experiments":[129,148],"all":[130],"features":[132,139],"used.":[134],"optimal":[136],"subset":[137],"then":[141],"determined":[142],"second":[145],"carried":[149],"out.":[150],"Results":[151],"demonstrate":[152],"it":[154],"possible":[156],"reasonably":[159],"accurate":[160],"models":[163],"even":[164],"with":[165],"reduced":[167],"dataset.":[168],"insights":[170],"obtained":[171],"mobile":[178],"tool":[180],"utilized":[184],"by":[185],"education":[186],"stakeholders":[187],"regions":[190],"where":[191],"there":[192],"lack":[194],"electricity.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}