{"id":"https://openalex.org/W4390606924","doi":"https://doi.org/10.1109/fie58773.2023.10343346","title":"A Systematic Literature Review on Performance Prediction in Learning Programming Using Educational Data Mining","display_name":"A Systematic Literature Review on Performance Prediction in Learning Programming Using Educational Data Mining","publication_year":2023,"publication_date":"2023-10-18","ids":{"openalex":"https://openalex.org/W4390606924","doi":"https://doi.org/10.1109/fie58773.2023.10343346"},"language":"en","primary_location":{"id":"doi:10.1109/fie58773.2023.10343346","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie58773.2023.10343346","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Frontiers in Education Conference (FIE)","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/A5021215130","display_name":"Wan Chong Choi","orcid":"https://orcid.org/0000-0002-8415-6998"},"institutions":[{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Wan-Chong Choi","raw_affiliation_strings":["Macao Polytechnic University,Faculty of Applied Sciences,Macao SAR,China","Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Macao Polytechnic University,Faculty of Applied Sciences,Macao SAR,China","institution_ids":["https://openalex.org/I49835588"]},{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China","institution_ids":["https://openalex.org/I49835588"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089368710","display_name":"Chan\u2013Tong Lam","orcid":"https://orcid.org/0000-0002-8022-7744"},"institutions":[{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Chan-Tong Lam","raw_affiliation_strings":["Macao Polytechnic University,Faculty of Applied Sciences,Macao SAR,China","Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Macao Polytechnic University,Faculty of Applied Sciences,Macao SAR,China","institution_ids":["https://openalex.org/I49835588"]},{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China","institution_ids":["https://openalex.org/I49835588"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049870250","display_name":"Ant\u00f3nio Jos\u00e9 Mendes","orcid":"https://orcid.org/0000-0001-6659-660X"},"institutions":[{"id":"https://openalex.org/I76903346","display_name":"University of Coimbra","ror":"https://ror.org/04z8k9a98","country_code":"PT","type":"education","lineage":["https://openalex.org/I76903346"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Ant\u00f3nio Jos\u00e9 Mendes","raw_affiliation_strings":["University of Coimbra,CISUC,Dep. of Informatics Engineering,Coimbra,Portugal","Dep. of Informatics Engineering, CISUC, University of Coimbra, Coimbra, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Coimbra,CISUC,Dep. of Informatics Engineering,Coimbra,Portugal","institution_ids":["https://openalex.org/I76903346"]},{"raw_affiliation_string":"Dep. of Informatics Engineering, CISUC, University of Coimbra, Coimbra, Portugal","institution_ids":["https://openalex.org/I76903346"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5912,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.92097615,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"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/T10533","display_name":"Teaching and Learning Programming","score":0.9462000131607056,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9257000088691711,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.8111181259155273},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.6989384293556213},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6159362196922302},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5528379678726196},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5287522673606873},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.45630162954330444}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8111181259155273},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.6989384293556213},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6159362196922302},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5528379678726196},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5287522673606873},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.45630162954330444},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fie58773.2023.10343346","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie58773.2023.10343346","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1539947443","https://openalex.org/W1565318134","https://openalex.org/W2006444123","https://openalex.org/W2012761058","https://openalex.org/W2021601071","https://openalex.org/W2027711578","https://openalex.org/W2079777076","https://openalex.org/W2135080565","https://openalex.org/W2264893711","https://openalex.org/W2497192855","https://openalex.org/W2572386335","https://openalex.org/W2751291293","https://openalex.org/W2769342982","https://openalex.org/W2891982616","https://openalex.org/W2898700726","https://openalex.org/W2914848344","https://openalex.org/W2915124468","https://openalex.org/W2923105973","https://openalex.org/W2935686048","https://openalex.org/W2963898804","https://openalex.org/W2969406668","https://openalex.org/W2995203910","https://openalex.org/W2997240483","https://openalex.org/W3009486343","https://openalex.org/W3018591247","https://openalex.org/W3035770172","https://openalex.org/W3040767205","https://openalex.org/W3088173919","https://openalex.org/W3111651560","https://openalex.org/W3118719296","https://openalex.org/W3126645029","https://openalex.org/W3133727920","https://openalex.org/W3135095191","https://openalex.org/W3135377370","https://openalex.org/W3139431278","https://openalex.org/W3159561353","https://openalex.org/W3174267545","https://openalex.org/W3193293194","https://openalex.org/W3197558579","https://openalex.org/W3198068212","https://openalex.org/W3198541328","https://openalex.org/W3216312298","https://openalex.org/W4200391927","https://openalex.org/W4200435508","https://openalex.org/W4205763701","https://openalex.org/W4211092351","https://openalex.org/W4214951692","https://openalex.org/W4280648855","https://openalex.org/W4290461109","https://openalex.org/W4293227783","https://openalex.org/W4296252665","https://openalex.org/W4304806421","https://openalex.org/W4308088912","https://openalex.org/W4312471882","https://openalex.org/W6632458873","https://openalex.org/W6752409811"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4313488044","https://openalex.org/W3209574120","https://openalex.org/W4312192474","https://openalex.org/W4210805261"],"abstract_inverted_index":{"Programming":[0],"education":[1,35],"has":[2,29],"become":[3],"an":[4],"essential":[5],"skill":[6],"for":[7,23,77,104,148,199],"the":[8,97,117,125,132,142,155,160,176,185],"digital":[9],"generation.":[10],"However,":[11],"it":[12,140,158],"presents":[13,81],"a":[14,82,113],"unique":[15],"set":[16],"of":[17,86,96,116,128,178,189],"challenges":[18,188],"that":[19,134],"can":[20,66],"be":[21],"difficult":[22],"beginners.":[24],"Educational":[25],"data":[26,49,119,165],"mining":[27],"(EDM)":[28],"been":[30],"increasingly":[31],"utilized":[32],"in":[33,101,108,121,151],"programming":[34,109,152],"to":[36,174],"enhance":[37],"learning":[38,43,56,60,72],"outcomes":[39],"and":[40,47,62,74,92,99,131,145,170,187,193,197],"understand":[41],"students'":[42,55,71],"behavior.":[44],"By":[45],"collecting":[46],"analyzing":[48],"from":[50],"various":[51,190],"sources,":[52],"such":[53],"as":[54],"activities,":[57],"interactions":[58],"with":[59],"resources,":[61],"assessment":[63],"results,":[64],"EDM":[65,103],"provide":[67,194],"valuable":[68,195],"insights":[69,196],"into":[70],"performance":[73,106,149,177],"potential":[75],"areas":[76],"improvement.":[78],"This":[79],"paper":[80],"systematic":[83],"literature":[84,88],"review":[85],"recent":[87],"(last":[89],"five":[90],"years)":[91],"reports":[93],"on":[94],"state":[95],"art":[98],"trends":[100],"using":[102],"student":[105,136],"prediction":[107,150,163,179,191],"courses.":[110,153],"It":[111],"provides":[112],"comprehensive":[114],"analysis":[115],"input":[118],"used":[120,130,173],"previous":[122],"work,":[123],"exploring":[124],"different":[126],"types":[127],"datasets":[129],"features":[133],"affect":[135],"performance.":[137],"In":[138,181],"addition,":[139,182],"addresses":[141],"predictive":[143],"objectives":[144],"target":[146],"variables":[147],"On":[154],"other":[156],"hand,":[157],"explores":[159],"most":[161],"common":[162],"approaches,":[164],"pre-processing":[166],"procedures,":[167],"cross-validation":[168],"methods,":[169],"evaluation":[171],"metrics":[172],"describe":[175],"algorithms.":[180],"we":[183],"discuss":[184],"limitations":[186],"approaches":[192],"directions":[198],"future":[200],"research.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
