{"id":"https://openalex.org/W2612059685","doi":"https://doi.org/10.1145/3041021.3054164","title":"Predicting Student Performance using Advanced Learning Analytics","display_name":"Predicting Student Performance using Advanced Learning Analytics","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2612059685","doi":"https://doi.org/10.1145/3041021.3054164","mag":"2612059685"},"language":"en","primary_location":{"id":"doi:10.1145/3041021.3054164","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3041021.3054164","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th International Conference on World Wide Web Companion - WWW '17 Companion","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3041021.3054164","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084703478","display_name":"Ali Daud","orcid":"https://orcid.org/0000-0002-8284-6354"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Ali Daud","raw_affiliation_strings":["King Abdulaziz University & International Islamic University, Jeddah; Islamabad, Saudi Arabia","Islamabad, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Abdulaziz University & International Islamic University, Jeddah; Islamabad, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]},{"raw_affiliation_string":"Islamabad, Saudi Arabia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059603729","display_name":"Naif Radi Aljohani","orcid":"https://orcid.org/0000-0001-9153-1293"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Naif Radi Aljohani","raw_affiliation_strings":["King Abdulaziz University, Jeddah, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Abdulaziz University, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037402563","display_name":"Rabeeh Ayaz Abbasi","orcid":"https://orcid.org/0000-0002-3787-7039"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Rabeeh Ayaz Abbasi","raw_affiliation_strings":["King Abdulaziz University & Quaid-i-Azam University, Jeddah; Islamabad, Saudi Arabia","Islamabad, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"King Abdulaziz University & Quaid-i-Azam University, Jeddah; Islamabad, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]},{"raw_affiliation_string":"Islamabad, Saudi Arabia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019119605","display_name":"Miltiadis D. Lytras","orcid":"https://orcid.org/0000-0002-7281-5458"},"institutions":[{"id":"https://openalex.org/I230915877","display_name":"The American College of Greece","ror":"https://ror.org/03vkake80","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I230915877"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Miltiadis D. Lytras","raw_affiliation_strings":["The American College of Greece, Greece, Greece"],"affiliations":[{"raw_affiliation_string":"The American College of Greece, Greece, Greece","institution_ids":["https://openalex.org/I230915877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022372336","display_name":"Farhat Abbas","orcid":"https://orcid.org/0000-0002-2032-8527"},"institutions":[{"id":"https://openalex.org/I121243025","display_name":"International Islamic University, Islamabad","ror":"https://ror.org/047w75g40","country_code":"PK","type":"education","lineage":["https://openalex.org/I121243025"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Farhat Abbas","raw_affiliation_strings":["International Islamic University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"International Islamic University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I121243025"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018783541","display_name":"Jalal S. Alowibdi","orcid":"https://orcid.org/0000-0003-4928-4246"},"institutions":[{"id":"https://openalex.org/I4210099699","display_name":"Jeddah University","ror":"https://ror.org/015ya8798","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210099699"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Jalal S. Alowibdi","raw_affiliation_strings":["University of Jeddah, Jeddah, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"University of Jeddah, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I4210099699"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5084703478"],"corresponding_institution_ids":["https://openalex.org/I185163786"],"apc_list":null,"apc_paid":null,"fwci":31.3483,"has_fulltext":false,"cited_by_count":235,"citation_normalized_percentile":{"value":0.99695685,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"415","last_page":"421"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":1.0,"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":1.0,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9228000044822693,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9172000288963318,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6769521832466125},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6693310737609863},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.6596086025238037},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.5958134531974792},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.587656557559967},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5807307958602905},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5674654841423035},{"id":"https://openalex.org/keywords/scholarship","display_name":"Scholarship","score":0.5047518014907837},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34885114431381226},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3484112620353699},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33774876594543457}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6769521832466125},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6693310737609863},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.6596086025238037},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.5958134531974792},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.587656557559967},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5807307958602905},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5674654841423035},{"id":"https://openalex.org/C2778061430","wikidata":"https://www.wikidata.org/wiki/Q188823","display_name":"Scholarship","level":2,"score":0.5047518014907837},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34885114431381226},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3484112620353699},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33774876594543457},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3041021.3054164","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3041021.3054164","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th International Conference on World Wide Web Companion - WWW '17 Companion","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3041021.3054164","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3041021.3054164","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th International Conference on World Wide Web Companion - WWW '17 Companion","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.6200000047683716,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W131215302","https://openalex.org/W145276462","https://openalex.org/W193988059","https://openalex.org/W211664485","https://openalex.org/W336191506","https://openalex.org/W941149844","https://openalex.org/W1767939217","https://openalex.org/W1884620219","https://openalex.org/W1970912021","https://openalex.org/W2024669684","https://openalex.org/W2027711578","https://openalex.org/W2038749650","https://openalex.org/W2063301750","https://openalex.org/W2080803766","https://openalex.org/W2083295240","https://openalex.org/W2096783842","https://openalex.org/W2145725090","https://openalex.org/W2147766958","https://openalex.org/W2150364563","https://openalex.org/W2152053836","https://openalex.org/W2155805272","https://openalex.org/W2162700863","https://openalex.org/W2165396928","https://openalex.org/W2290063373","https://openalex.org/W2465020480","https://openalex.org/W2521491036","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W3061763893","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W2560130217","https://openalex.org/W605203981","https://openalex.org/W4225313275"],"abstract_inverted_index":{"Educational":[0],"Data":[1],"Mining":[2],"(EDM)":[3],"and":[4,62,71,105,141],"Learning":[5,102],"Analytics":[6],"(LA)":[7],"research":[8,151],"have":[9,50],"emerged":[10],"as":[11,28,154],"interesting":[12],"areas":[13],"of":[14,100,138,148],"research,":[15],"which":[16,53],"are":[17,54,75,109],"unfolding":[18],"useful":[19],"knowledge":[20],"from":[21,97],"educational":[22,46],"databases":[23],"for":[24,42],"many":[25],"purposes":[26],"such":[27],"predicting":[29],"students'":[30,72,95,142],"success.":[31],"The":[32],"ability":[33],"to":[34,57,68,85,111,119,136],"predict":[35,112],"a":[36,114],"student's":[37],"performance":[38],"can":[39,152],"be":[40,117],"beneficial":[41],"actions":[43],"in":[44,158],"modern":[45],"systems.":[47],"Existing":[48],"methods":[49,134],"used":[51],"features":[52,66],"mostly":[55],"related":[56],"academic":[58],"performance,":[59],"family":[60,63,69,139],"income":[61],"assets;":[64],"while":[65],"belonging":[67],"expenditures":[70,140],"personal":[73,143],"information":[74,144],"usually":[76],"ignored.":[77],"In":[78],"this":[79,149],"paper,":[80],"an":[81],"effort":[82],"is":[83],"made":[84],"investigate":[86],"aforementioned":[87],"feature":[88,145],"sets":[89],"by":[90],"collecting":[91],"the":[92],"scholarship":[93],"holding":[94],"data":[96],"different":[98],"universities":[99],"Pakistan.":[101],"analytics,":[103],"discriminative":[104],"generative":[106],"classification":[107],"models":[108],"applied":[110],"whether":[113],"student":[115],"will":[116],"able":[118],"complete":[120],"his":[121],"degree":[122],"or":[123],"not.":[124],"Experimental":[125],"results":[126],"show":[127],"that":[128],"proposed":[129],"method":[130,157],"significantly":[131],"outperforms":[132],"existing":[133],"due":[135],"exploitation":[137],"sets.":[146],"Outcomes":[147],"EDM/LA":[150],"serve":[153],"policy":[155],"improvement":[156],"higher":[159],"education.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":34},{"year":2022,"cited_by_count":41},{"year":2021,"cited_by_count":31},{"year":2020,"cited_by_count":36},{"year":2019,"cited_by_count":22},{"year":2018,"cited_by_count":20},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}