{"id":"https://openalex.org/W3000021527","doi":"https://doi.org/10.1145/3344429.3372504","title":"Review and Use of Learning Theories within Computer Science Education Research","display_name":"Review and Use of Learning Theories within Computer Science Education Research","publication_year":2019,"publication_date":"2019-12-18","ids":{"openalex":"https://openalex.org/W3000021527","doi":"https://doi.org/10.1145/3344429.3372504","mag":"3000021527"},"language":"en","primary_location":{"id":"doi:10.1145/3344429.3372504","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3344429.3372504","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Working Group Reports on Innovation and Technology in Computer Science Education","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://eprints.gla.ac.uk/234718/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016821538","display_name":"Claudia Szabo","orcid":"https://orcid.org/0000-0003-2501-1155"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Claudia Szabo","raw_affiliation_strings":["University of Adelaide, Adelaide, Australia"],"affiliations":[{"raw_affiliation_string":"University of Adelaide, Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030025985","display_name":"Nickolas Falkner","orcid":"https://orcid.org/0000-0001-7892-6813"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nickolas Falkner","raw_affiliation_strings":["University of Adelaide, Adelaide, Australia"],"affiliations":[{"raw_affiliation_string":"University of Adelaide, Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047964559","display_name":"Andrew Petersen","orcid":"https://orcid.org/0000-0003-1337-7985"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Andrew Petersen","raw_affiliation_strings":["University of Toronto Mississauga, Mississauga, Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto Mississauga, Mississauga, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051482178","display_name":"Heather Bort","orcid":null},"institutions":[{"id":"https://openalex.org/I102461120","display_name":"Marquette University","ror":"https://ror.org/04gr4te78","country_code":"US","type":"education","lineage":["https://openalex.org/I102461120"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Heather Bort","raw_affiliation_strings":["Marquette University, Milwakee, WI, USA"],"affiliations":[{"raw_affiliation_string":"Marquette University, Milwakee, WI, USA","institution_ids":["https://openalex.org/I102461120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011238152","display_name":"Kathryn Cunningham","orcid":"https://orcid.org/0000-0002-9702-2796"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan\u2013Ann Arbor","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kathryn Cunningham","raw_affiliation_strings":["University of Michigan, Ann Arbor, MI, USA"],"affiliations":[{"raw_affiliation_string":"University of Michigan, Ann Arbor, MI, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065776934","display_name":"Peter Donaldson","orcid":"https://orcid.org/0000-0001-5984-5911"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Peter Donaldson","raw_affiliation_strings":["University of Glasgow, Glasgow, Scotland Uk"],"affiliations":[{"raw_affiliation_string":"University of Glasgow, Glasgow, Scotland Uk","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076828114","display_name":"Arto Hellas","orcid":"https://orcid.org/0000-0001-6502-209X"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Arto Hellas","raw_affiliation_strings":["University of Helsinki, Helsinki, Finland"],"affiliations":[{"raw_affiliation_string":"University of Helsinki, Helsinki, Finland","institution_ids":["https://openalex.org/I133731052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024779009","display_name":"James B. Robinson","orcid":"https://orcid.org/0000-0002-6509-7769"},"institutions":[{"id":"https://openalex.org/I4210157507","display_name":"Raspberry Pi Foundation","ror":"https://ror.org/05kdgvd18","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I4210157507"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"James Robinson","raw_affiliation_strings":["Raspberry PI Foundation, London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Raspberry PI Foundation, London, United Kingdom","institution_ids":["https://openalex.org/I4210157507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022993892","display_name":"Judy Sheard","orcid":"https://orcid.org/0000-0002-4179-8149"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Judy Sheard","raw_affiliation_strings":["Monash University, Melbourne, Australia"],"affiliations":[{"raw_affiliation_string":"Monash University, Melbourne, Australia","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5016821538"],"corresponding_institution_ids":["https://openalex.org/I5681781"],"apc_list":null,"apc_paid":null,"fwci":4.5139,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.94715942,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"89","last_page":"109"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9973000288009644,"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":0.9973000288009644,"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":0.9947999715805054,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6129142045974731},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.6081036925315857},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.538385272026062},{"id":"https://openalex.org/keywords/learning-theory","display_name":"Learning theory","score":0.4951402246952057},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4568191170692444},{"id":"https://openalex.org/keywords/education-theory","display_name":"Education theory","score":0.4546055197715759},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3705400824546814},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3402843475341797},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.327642023563385},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.2962357997894287},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.23963767290115356},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.16971632838249207}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6129142045974731},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.6081036925315857},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.538385272026062},{"id":"https://openalex.org/C92393732","wikidata":"https://www.wikidata.org/wiki/Q1790374","display_name":"Learning theory","level":2,"score":0.4951402246952057},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4568191170692444},{"id":"https://openalex.org/C38014559","wikidata":"https://www.wikidata.org/wiki/Q3475773","display_name":"Education theory","level":3,"score":0.4546055197715759},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3705400824546814},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3402843475341797},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.327642023563385},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2962357997894287},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.23963767290115356},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.16971632838249207},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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":2,"locations":[{"id":"doi:10.1145/3344429.3372504","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3344429.3372504","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Working Group Reports on Innovation and Technology in Computer Science Education","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.gla.ac.uk:234718","is_oa":true,"landing_page_url":"http://eprints.gla.ac.uk/234718/","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceedings"}],"best_oa_location":{"id":"pmh:oai:eprints.gla.ac.uk:234718","is_oa":true,"landing_page_url":"http://eprints.gla.ac.uk/234718/","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceedings"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8199999928474426}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":120,"referenced_works":["https://openalex.org/W88918627","https://openalex.org/W94203212","https://openalex.org/W97602809","https://openalex.org/W106965282","https://openalex.org/W111801813","https://openalex.org/W160989634","https://openalex.org/W194814212","https://openalex.org/W196128386","https://openalex.org/W246419104","https://openalex.org/W659151156","https://openalex.org/W1483155202","https://openalex.org/W1493910332","https://openalex.org/W1512021223","https://openalex.org/W1518638857","https://openalex.org/W1538468529","https://openalex.org/W1556215917","https://openalex.org/W1562185257","https://openalex.org/W1580568969","https://openalex.org/W1587887730","https://openalex.org/W1601395896","https://openalex.org/W1658636927","https://openalex.org/W1694622814","https://openalex.org/W1697596806","https://openalex.org/W1702768895","https://openalex.org/W1751570342","https://openalex.org/W1780382453","https://openalex.org/W1815090327","https://openalex.org/W1966494933","https://openalex.org/W1968236609","https://openalex.org/W1970209023","https://openalex.org/W1970972742","https://openalex.org/W1974397481","https://openalex.org/W1974991348","https://openalex.org/W1975912968","https://openalex.org/W1983500742","https://openalex.org/W1984314602","https://openalex.org/W1997706474","https://openalex.org/W1998406036","https://openalex.org/W1998501022","https://openalex.org/W2000911559","https://openalex.org/W2001866327","https://openalex.org/W2003586317","https://openalex.org/W2004560737","https://openalex.org/W2004740500","https://openalex.org/W2009659869","https://openalex.org/W2019107234","https://openalex.org/W2020557268","https://openalex.org/W2032939788","https://openalex.org/W2036586008","https://openalex.org/W2036955327","https://openalex.org/W2046329526","https://openalex.org/W2054976514","https://openalex.org/W2056004316","https://openalex.org/W2059640080","https://openalex.org/W2060971662","https://openalex.org/W2062317934","https://openalex.org/W2069537540","https://openalex.org/W2073375062","https://openalex.org/W2075355359","https://openalex.org/W2085443629","https://openalex.org/W2087333916","https://openalex.org/W2088596159","https://openalex.org/W2093910183","https://openalex.org/W2093950336","https://openalex.org/W2095121463","https://openalex.org/W2116199508","https://openalex.org/W2117535423","https://openalex.org/W2120820700","https://openalex.org/W2123043487","https://openalex.org/W2130736456","https://openalex.org/W2131681506","https://openalex.org/W2133247167","https://openalex.org/W2134049139","https://openalex.org/W2137247190","https://openalex.org/W2137576942","https://openalex.org/W2137711694","https://openalex.org/W2141846678","https://openalex.org/W2143560158","https://openalex.org/W2145180153","https://openalex.org/W2150930945","https://openalex.org/W2157904933","https://openalex.org/W2159957987","https://openalex.org/W2162040794","https://openalex.org/W2164599981","https://openalex.org/W2167884222","https://openalex.org/W2170644967","https://openalex.org/W2322519571","https://openalex.org/W2337068785","https://openalex.org/W2475808696","https://openalex.org/W2484004692","https://openalex.org/W2490052692","https://openalex.org/W2513097092","https://openalex.org/W2541459776","https://openalex.org/W2553734262","https://openalex.org/W2579555219","https://openalex.org/W2795728764","https://openalex.org/W2798944292","https://openalex.org/W2800209762","https://openalex.org/W2808905997","https://openalex.org/W2887345162","https://openalex.org/W2915835511","https://openalex.org/W2945424237","https://openalex.org/W2966042048","https://openalex.org/W2970044850","https://openalex.org/W2997211376","https://openalex.org/W2998338210","https://openalex.org/W3002808335","https://openalex.org/W3041951629","https://openalex.org/W3099768174","https://openalex.org/W4207080468","https://openalex.org/W4213283813","https://openalex.org/W4213346165","https://openalex.org/W4235782022","https://openalex.org/W4242883546","https://openalex.org/W4245927651","https://openalex.org/W4292542163","https://openalex.org/W4292808503","https://openalex.org/W6678064627","https://openalex.org/W6877337176","https://openalex.org/W6959456255"],"related_works":["https://openalex.org/W1981943202","https://openalex.org/W2326972774","https://openalex.org/W1967034166","https://openalex.org/W2381864228","https://openalex.org/W2224575462","https://openalex.org/W4236434020","https://openalex.org/W4223576365","https://openalex.org/W3205318285","https://openalex.org/W4385185495","https://openalex.org/W2110095212"],"abstract_inverted_index":{"Computing":[0],"education":[1,124,130,189,206],"research":[2,125,207],"is":[3,27,94],"built":[4],"on":[5,168,218],"the":[6,32,40,98,122,141,144,199,230],"use":[7,57,181],"of":[8,34,58,105,115,143,165,201,225],"suitable":[9],"methods":[10],"within":[11,233],"appropriate":[12,59],"theoretical":[13],"frameworks":[14],"to":[15,72,74,151,184],"provide":[16],"guidance":[17],"and":[18,29,43,51,60,67,100,155,175,180,187,223],"solutions":[19],"for":[20,132,140,239],"our":[21],"discipline,":[22],"in":[23,89,97,109,121,158,204],"a":[24,81,112,162],"way":[25],"that":[26],"rigorous":[28],"repeatable.":[30],"However,":[31],"scale":[33],"theory":[35,77,93,134,150,195,214],"covered":[36],"extends":[37],"well":[38,138],"beyond":[39],"computing":[41,92,123,129,188,205],"discipline":[42,61,99],"includes":[44],"educational":[45],"theory,":[46,53],"behavioural":[47],"psychology,":[48],"statistics,":[49],"economics,":[50],"game":[52],"among":[54],"others.":[55],"The":[56],"relevant":[62],"theories":[63,102,118,154,166,203,224],"can":[64,69],"be":[65,70],"challenging,":[66],"it":[68],"easy":[71],"return":[73],"reuse":[75],"familiar":[76],"rather":[78],"than":[79],"investigate":[80],"new,":[82],"more":[83],"appropriate,":[84],"area.":[85],"To":[86,192],"assist":[87],"researchers":[88],"understanding":[90],"how":[91,116],"currently":[95],"used":[96],"what":[101],"might":[103],"become":[104],"interest,":[106],"we":[107,197],"present":[108],"this":[110,182],"paper":[111,146],"quantitative":[113],"analysis":[114,210],"learning":[117,190,202],"are":[119],"adapted":[120],"communities.":[126],"We":[127,160,227],"search":[128],"venues":[131],"specific":[133],"related":[135],"keywords":[136],"as":[137,139],"citation":[142],"influential":[145],"describing":[147],"each":[148],"individual":[149],"identify":[152,229],"popular":[153],"highlight":[156],"gaps":[157],"use.":[159],"propose":[161],"template":[163,183],"categorization":[164],"based":[167],"three":[169,212],"main":[170,213],"perspectives,":[171],"namely,":[172],"individual,":[173],"group,":[174],"artefact,":[176],"with":[177],"several":[178,237],"modifiers,":[179],"visualize":[185,198],"general":[186],"theories.":[191],"better":[193],"understand":[194],"connections":[196],"co-occurrence":[200],"papers.":[208],"Our":[209],"identifies":[211],"communities":[215],"focused":[216],"respectively":[217],"social":[219],"theories,":[220,222],"experiential":[221],"mind.":[226],"also":[228],"strongest":[231],"links":[232],"these":[234],"communities,":[235],"highlighting":[236],"avenues":[238],"further":[240],"research.":[241]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}