{"id":"https://openalex.org/W2995714077","doi":"https://doi.org/10.1145/3364510.3364521","title":"A Systematic Review of Computational Thinking Approach for Programming Education in Higher Education Institutions","display_name":"A Systematic Review of Computational Thinking Approach for Programming Education in Higher Education Institutions","publication_year":2019,"publication_date":"2019-11-21","ids":{"openalex":"https://openalex.org/W2995714077","doi":"https://doi.org/10.1145/3364510.3364521","mag":"2995714077"},"language":"en","primary_location":{"id":"doi:10.1145/3364510.3364521","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3364510.3364521","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th Koli Calling International Conference on Computing Education Research","raw_type":"proceedings-article"},"type":"review","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/A5018628205","display_name":"Friday Joseph Agbo","orcid":"https://orcid.org/0000-0002-9171-7175"},"institutions":[{"id":"https://openalex.org/I175532246","display_name":"University of Eastern Finland","ror":"https://ror.org/00cyydd11","country_code":"FI","type":"education","lineage":["https://openalex.org/I175532246"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Friday Joseph Agbo","raw_affiliation_strings":["School of Computing, University of Eastern Finland, Joensuu, Finland"],"affiliations":[{"raw_affiliation_string":"School of Computing, University of Eastern Finland, Joensuu, Finland","institution_ids":["https://openalex.org/I175532246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031929045","display_name":"Solomon Sunday Oyelere","orcid":"https://orcid.org/0000-0001-9895-6796"},"institutions":[{"id":"https://openalex.org/I175532246","display_name":"University of Eastern Finland","ror":"https://ror.org/00cyydd11","country_code":"FI","type":"education","lineage":["https://openalex.org/I175532246"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Solomon Sunday Oyelere","raw_affiliation_strings":["School of Computing, University of Eastern Finland, Joensuu, Finland"],"affiliations":[{"raw_affiliation_string":"School of Computing, University of Eastern Finland, Joensuu, Finland","institution_ids":["https://openalex.org/I175532246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037597113","display_name":"Jarkko Suhonen","orcid":"https://orcid.org/0000-0002-3501-6286"},"institutions":[{"id":"https://openalex.org/I175532246","display_name":"University of Eastern Finland","ror":"https://ror.org/00cyydd11","country_code":"FI","type":"education","lineage":["https://openalex.org/I175532246"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jarkko Suhonen","raw_affiliation_strings":["School of Computing, University of Eastern Finland, Joensuu, Finland"],"affiliations":[{"raw_affiliation_string":"School of Computing, University of Eastern Finland, Joensuu, Finland","institution_ids":["https://openalex.org/I175532246"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009901912","display_name":"Sunday Eric Adewumi","orcid":"https://orcid.org/0000-0002-3378-760X"},"institutions":[{"id":"https://openalex.org/I2800190170","display_name":"Federal University Lokoja","ror":"https://ror.org/018ced875","country_code":"NG","type":"education","lineage":["https://openalex.org/I2800190170"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Sunday Adewumi","raw_affiliation_strings":["Department of Computer Science, Federal University Lokoja, Lokoja, Kogi State, Nigeria"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Federal University Lokoja, Lokoja, Kogi State, Nigeria","institution_ids":["https://openalex.org/I2800190170"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5018628205"],"corresponding_institution_ids":["https://openalex.org/I175532246"],"apc_list":null,"apc_paid":null,"fwci":9.058,"has_fulltext":false,"cited_by_count":94,"citation_normalized_percentile":{"value":0.97770024,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","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/T10533","display_name":"Teaching and Learning Programming","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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9473000168800354,"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/T11122","display_name":"Online Learning and Analytics","score":0.9467999935150146,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-thinking","display_name":"Computational thinking","score":0.7555760145187378},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.7129583358764648},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6424269676208496},{"id":"https://openalex.org/keywords/inclusion","display_name":"Inclusion (mineral)","score":0.629686713218689},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.6286084651947021},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.5071110725402832},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.32091522216796875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.226029634475708},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.21970170736312866},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.17785996198654175},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.14232835173606873},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.10734894871711731}],"concepts":[{"id":"https://openalex.org/C2780368719","wikidata":"https://www.wikidata.org/wiki/Q5157342","display_name":"Computational thinking","level":2,"score":0.7555760145187378},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.7129583358764648},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6424269676208496},{"id":"https://openalex.org/C109359841","wikidata":"https://www.wikidata.org/wiki/Q728944","display_name":"Inclusion (mineral)","level":2,"score":0.629686713218689},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.6286084651947021},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.5071110725402832},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.32091522216796875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.226029634475708},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21970170736312866},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.17785996198654175},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.14232835173606873},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.10734894871711731},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3364510.3364521","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3364510.3364521","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th Koli Calling International Conference on Computing Education Research","raw_type":"proceedings-article"},{"id":"pmh:oai:erepo.uef.fi:123456789/7900","is_oa":false,"landing_page_url":"https://erepo.uef.fi/handle/123456789/7900","pdf_url":null,"source":{"id":"https://openalex.org/S4306402418","display_name":"UEF eRepo (University of Eastern Finland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I175532246","host_organization_name":"University of Eastern Finland","host_organization_lineage":["https://openalex.org/I175532246"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Artikkelit ja abstraktit tieteellisiss\u00e4 konferenssijulkaisuissa"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W143427621","https://openalex.org/W1970953601","https://openalex.org/W1992394443","https://openalex.org/W2009359200","https://openalex.org/W2018037215","https://openalex.org/W2019997130","https://openalex.org/W2022000885","https://openalex.org/W2028333128","https://openalex.org/W2040031622","https://openalex.org/W2042304893","https://openalex.org/W2047099213","https://openalex.org/W2079181629","https://openalex.org/W2114582450","https://openalex.org/W2122956597","https://openalex.org/W2339183141","https://openalex.org/W2512244410","https://openalex.org/W2569623901","https://openalex.org/W2588662659","https://openalex.org/W2620380205","https://openalex.org/W2760706586","https://openalex.org/W2767026290","https://openalex.org/W2772153049","https://openalex.org/W2772265198","https://openalex.org/W2801550437","https://openalex.org/W2809280124","https://openalex.org/W2810402217","https://openalex.org/W2888737593","https://openalex.org/W2898520967","https://openalex.org/W2898792978","https://openalex.org/W2921548248","https://openalex.org/W2993123550","https://openalex.org/W2994444112","https://openalex.org/W3016174410","https://openalex.org/W4289611280","https://openalex.org/W4401102715"],"related_works":["https://openalex.org/W2769482900","https://openalex.org/W3155803285","https://openalex.org/W3213086777","https://openalex.org/W2769928932","https://openalex.org/W3033687264","https://openalex.org/W2742379954","https://openalex.org/W2769926281","https://openalex.org/W2079266225","https://openalex.org/W2565189632","https://openalex.org/W2551768522"],"abstract_inverted_index":{"This":[0,21],"study":[1,22,98,158],"examined":[2],"how":[3,161],"computational":[4],"thinking":[5],"(CT)":[6],"has":[7],"been":[8],"used":[9],"to":[10,129,148,173],"teach":[11],"problem-solving":[12],"skills":[13],"and":[14,45,55],"programming":[15,32,49,69,108,154],"education":[16,33,36,50,109],"in":[17,79,111,133,176],"the":[18,41,92,101,118,123,137],"recent":[19],"past.":[20],"specifically":[23],"(i)":[24],"identified":[25],"articles":[26,85],"that":[27,58,64,90,100],"discussed":[28,56],"CT":[29,43,66,104,126,150,162],"approach":[30,142,163],"for":[31,48,67,107,153,167],"at":[34,51,70,105,151],"higher":[35],"institutions":[37],"(HEIs),":[38],"(ii)":[39],"classified":[40],"different":[42],"approaches":[44],"tools":[46],"employed":[47,145],"HEIs,":[52],"(iii)":[53],"synthesised":[54],"results":[57],"are":[59],"reported":[60],"by":[61,146],"relevant":[62],"studies":[63,114],"utilized":[65],"teaching":[68],"HEIs.":[71],"A":[72],"systematic":[73],"literature":[74],"review":[75],"methodology":[76],"was":[77,143],"adopted":[78],"this":[80,157],"study.":[81],"Out":[82],"of":[83,88,103,120,125],"161":[84],"retrieved,":[86],"33":[87],"them":[89],"met":[91],"inclusion":[93],"criteria":[94],"were":[95],"reviewed.":[96],"Our":[97],"revealed":[99],"use":[102,124],"HEIs":[106,152],"began":[110],"2010;":[112],"many":[113,134],"did":[115],"not":[116],"specify":[117],"context":[119],"use,":[121],"but":[122],"is":[127],"found":[128],"be":[130,165],"gaining":[131],"grounds":[132],"contexts,":[135],"especially":[136],"developed":[138],"countries;":[139],"course":[140],"design":[141],"mostly":[144],"educators":[147],"introduce":[149],"education.":[155],"Furthermore,":[156],"pointed":[159],"out":[160],"can":[164],"explored":[166],"designing":[168],"a":[169],"smart":[170],"learning":[171,177],"environment":[172],"support":[174],"students":[175],"computer":[178],"programming.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":4}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}