{"id":"https://openalex.org/W4412898926","doi":"https://doi.org/10.1145/3748663","title":"Collaborative Methods and Study Motivation in CS1\u2014A Systematic Literature Study","display_name":"Collaborative Methods and Study Motivation in CS1\u2014A Systematic Literature Study","publication_year":2025,"publication_date":"2025-07-29","ids":{"openalex":"https://openalex.org/W4412898926","doi":"https://doi.org/10.1145/3748663"},"language":"en","primary_location":{"id":"doi:10.1145/3748663","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3748663","pdf_url":null,"source":{"id":"https://openalex.org/S2764465379","display_name":"ACM Transactions on Computing Education","issn_l":"1946-6226","issn":["1946-6226"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Computing Education","raw_type":"journal-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/A5024315683","display_name":"Meija Lohiniva","orcid":"https://orcid.org/0009-0003-9523-807X"},"institutions":[{"id":"https://openalex.org/I175164238","display_name":"Sein\u00e4joki University of Applied Sciences","ror":"https://ror.org/036je1b38","country_code":"FI","type":"education","lineage":["https://openalex.org/I175164238"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Meija Lohiniva","raw_affiliation_strings":["Information Technology, Oulu University of Applied Sciences, Oulu, Finland and Technology and Business, Sein\u00e4joki University of Applied Sciences, Sein\u00e4joki, Finland"],"raw_orcid":"https://orcid.org/0009-0003-9523-807X","affiliations":[{"raw_affiliation_string":"Information Technology, Oulu University of Applied Sciences, Oulu, Finland and Technology and Business, Sein\u00e4joki University of Applied Sciences, Sein\u00e4joki, Finland","institution_ids":["https://openalex.org/I175164238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059211409","display_name":"Ville Isom\u00f6tt\u00f6nen","orcid":"https://orcid.org/0000-0002-5274-236X"},"institutions":[{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Ville Isom\u00f6tt\u00f6nen","raw_affiliation_strings":["Faculty of Information Technology, University of Jyv\u00e4skyl\u00e4, Jyv\u00e4skyl\u00e4, Finland"],"raw_orcid":"https://orcid.org/0000-0002-5274-236X","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, University of Jyv\u00e4skyl\u00e4, Jyv\u00e4skyl\u00e4, Finland","institution_ids":["https://openalex.org/I94722563"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.2448,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.96846252,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"25","issue":"4","first_page":"1","last_page":"45"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9955000281333923,"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"}},"topics":[{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9955000281333923,"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"}},{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.9901999831199646,"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/mathematics-education","display_name":"Mathematics education","score":0.5117928385734558},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48169928789138794},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.41976433992385864},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3796535134315491},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.36956655979156494},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.1143786609172821}],"concepts":[{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.5117928385734558},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48169928789138794},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.41976433992385864},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3796535134315491},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.36956655979156494},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1143786609172821},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"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:10.1145/3748663","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3748663","pdf_url":null,"source":{"id":"https://openalex.org/S2764465379","display_name":"ACM Transactions on Computing Education","issn_l":"1946-6226","issn":["1946-6226"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Computing Education","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W4214443","https://openalex.org/W10691747","https://openalex.org/W62211990","https://openalex.org/W102451989","https://openalex.org/W579820494","https://openalex.org/W1702768895","https://openalex.org/W1919636199","https://openalex.org/W1972677302","https://openalex.org/W1979483353","https://openalex.org/W1981371933","https://openalex.org/W1982548025","https://openalex.org/W1983955910","https://openalex.org/W1987861518","https://openalex.org/W1991704193","https://openalex.org/W1994828514","https://openalex.org/W2001325879","https://openalex.org/W2007633922","https://openalex.org/W2009915208","https://openalex.org/W2052729098","https://openalex.org/W2067901116","https://openalex.org/W2069439929","https://openalex.org/W2072668705","https://openalex.org/W2074428562","https://openalex.org/W2081155210","https://openalex.org/W2100877102","https://openalex.org/W2101338329","https://openalex.org/W2106760415","https://openalex.org/W2118122493","https://openalex.org/W2123470003","https://openalex.org/W2123508888","https://openalex.org/W2124074613","https://openalex.org/W2128961774","https://openalex.org/W2132567205","https://openalex.org/W2133954574","https://openalex.org/W2134049139","https://openalex.org/W2135274310","https://openalex.org/W2162897826","https://openalex.org/W2278650191","https://openalex.org/W2288572692","https://openalex.org/W2290000102","https://openalex.org/W2409037778","https://openalex.org/W2519479070","https://openalex.org/W2738737303","https://openalex.org/W2770951513","https://openalex.org/W2774201178","https://openalex.org/W2774876379","https://openalex.org/W2783690620","https://openalex.org/W2787912867","https://openalex.org/W2788414240","https://openalex.org/W2902999784","https://openalex.org/W2921505791","https://openalex.org/W2922118914","https://openalex.org/W2965578234","https://openalex.org/W3012092627","https://openalex.org/W3016166331","https://openalex.org/W3034089269","https://openalex.org/W3037102267","https://openalex.org/W3038049666","https://openalex.org/W3048099224","https://openalex.org/W3153254666","https://openalex.org/W3191597693","https://openalex.org/W4212765598","https://openalex.org/W4242883546","https://openalex.org/W4292542163","https://openalex.org/W4292808503","https://openalex.org/W4293771970","https://openalex.org/W4312245503","https://openalex.org/W4362581834"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Context":[0],":":[1,45,103,188,285],"Introductory":[2],"programming":[3,63],"courses":[4,64],"often":[5],"face":[6],"high":[7],"dropout":[8],"and":[9,26,65,82,141,179,208,276,306,321,338,349],"failure":[10],"rates,":[11],"a":[12,49,107,112,203,331,335,369,379],"challenge":[13],"widely":[14],"addressed":[15],"in":[16,61,91,97,127,244,247,281,294,310,325,383,404],"computing":[17],"education":[18],"research.":[19],"Collaborative":[20],"methods,":[21,140,178],"such":[22],"as":[23,32,35,313],"group":[24],"work":[25,278],"pair":[27],"programming,":[28],"have":[29],"been":[30],"proposed":[31],"potential":[33,374],"solutions,":[34],"they":[36],"are":[37,360],"believed":[38],"to":[39,215,252,268,333,344,373],"enhance":[40],"students\u2019":[41,69,395],"study":[42,70,83,105,110,396],"motivation.":[43,71,84,142,186],"Objective":[44],"This":[46,104],"article":[47,88],"provides":[48],"comprehensive":[50],"overview":[51],"of":[52,58,78,99,137,169,181,197,240,263,274,308,318,365,371,388,401],"current":[53],"research":[54,160,293,380],"on":[55,68,176,219,357],"the":[56,76,87,92,135,144,167,198,235,256,261,264,289,304,316,354,362,389,399],"use":[57,212,273],"collaborative":[59,79,139,162,177,182,220,241,265,342,358,390],"methods":[60,163,183,221,343,359],"introductory":[62],"their":[66],"influence":[67,269],"The":[72,189],"focus":[73],"lies":[74],"at":[75,253],"intersection":[77],"learning":[80,242],"approaches":[81,243],"In":[85],"addition,":[86],"identifies":[89],"gaps":[90],"existing":[93],"literature,":[94],"highlighting":[95],"areas":[96],"need":[98,290,332],"further":[100,292],"investigation.":[101],"Method":[102],"combines":[106],"systematic":[108,113],"mapping":[109],"with":[111],"literature":[114],"review.":[115],"A":[116],"search":[117,131],"for":[118,152,206,291,341],"relevant":[119],"articles":[120],"was":[121,234],"conducted":[122],"across":[123,351],"eight":[124],"digital":[125],"libraries":[126],"October":[128],"2020":[129],"using":[130],"strings":[132],"that":[133,184],"incorporated":[134],"concepts":[136],"CS1,":[138],"Of":[143],"991":[145],"initially":[146],"retrieved":[147],"articles,":[148],"86":[149],"were":[150,222,279],"selected":[151],"in-depth":[153],"analysis.":[154],"Extracted":[155],"data":[156],"included":[157],"publication":[158],"details,":[159],"type,":[161],"used,":[164],"supporting":[165],"tools/environments,":[166],"role":[168],"motivation,":[170,207,270,397],"theoretical":[171,204,319],"frameworks,":[172],"motivational":[173],"scales,":[174],"reflections":[175,356,367],"aspects":[180,262,387],"influenced":[185],"Results":[187],"findings":[190],"reveal":[191],"several":[192,295],"noteworthy":[193],"trends.":[194],"First,":[195,298],"84%":[196],"studies":[199],"did":[200,210],"not":[201,211],"reference":[202],"framework":[205],"83%":[209],"established":[213,322],"tools":[214,324],"measure":[216],"it.":[217],"Reflections":[218],"predominantly":[223],"positive":[224,355],"(81%),":[225],"while":[226],"only":[227],"6%":[228],"expressed":[229],"negative":[230,366],"views.":[231],"Increased":[232],"motivation":[233,258,309],"most":[236,326,392],"frequently":[237],"reported":[238,267],"benefit":[239],"our":[245],"corpus,":[246],"which":[248,385],"each":[249],"paper":[250],"had":[251],"least":[254],"include":[255],"term":[257],".":[259],"Among":[260],"setting":[266,391],"competition,":[271],"collaboration,":[272],"technology,":[275],"project":[277],"mentioned":[280],"multiple":[282],"studies.":[283,352],"Conclusions":[284],"These":[286],"results":[287],"highlight":[288],"key":[296],"areas.":[297],"greater":[299],"attention":[300,372],"is":[301,330],"required":[302],"regarding":[303],"definition":[305],"measurement":[307,323],"this":[311,405],"context,":[312],"indicated":[314],"by":[315],"lack":[317,370],"frameworks":[320],"articles.":[327],"Additionally,":[328],"there":[329],"develop":[334],"standardized":[336],"taxonomy":[337],"clearer":[339],"definitions":[340],"facilitate":[345],"more":[346],"precise":[347],"discussions":[348],"comparisons":[350],"While":[353],"encouraging,":[361],"limited":[363],"number":[364],"suggests":[368],"drawbacks":[375],"or":[376],"limitations.":[377],"Finally,":[378],"gap":[381],"exists":[382],"understanding":[384],"specific":[386],"significantly":[393],"affect":[394],"underscoring":[398],"importance":[400],"continued":[402],"exploration":[403],"domain.":[406]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}