{"id":"https://openalex.org/W4392445316","doi":"https://doi.org/10.1145/3636555.3636913","title":"Quantifying Collaborative Complex Problem Solving in Classrooms using Learning Analytics","display_name":"Quantifying Collaborative Complex Problem Solving in Classrooms using Learning Analytics","publication_year":2024,"publication_date":"2024-03-05","ids":{"openalex":"https://openalex.org/W4392445316","doi":"https://doi.org/10.1145/3636555.3636913"},"language":"en","primary_location":{"id":"doi:10.1145/3636555.3636913","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636555.3636913","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636913","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636913","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101631142","display_name":"M A Taylor","orcid":"https://orcid.org/0000-0002-5587-1853"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Megan Taylor","raw_affiliation_strings":["University of South Australia, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5587-1853","affiliations":[{"raw_affiliation_string":"University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013209965","display_name":"Abhinava Barthakur","orcid":"https://orcid.org/0000-0002-2437-6892"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Abhinava Barthakur","raw_affiliation_strings":["University of South Australia, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2437-6892","affiliations":[{"raw_affiliation_string":"University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053648410","display_name":"Arslan Azad","orcid":"https://orcid.org/0000-0002-1946-840X"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Arslan Azad","raw_affiliation_strings":["University of South Australia, Australia"],"raw_orcid":"https://orcid.org/0000-0002-1946-840X","affiliations":[{"raw_affiliation_string":"University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089389582","display_name":"Sr\u00e9cko Joksimov\u00edc","orcid":"https://orcid.org/0000-0001-6999-3547"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Srecko Joksimovic","raw_affiliation_strings":["University of South Australia, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6999-3547","affiliations":[{"raw_affiliation_string":"University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060038610","display_name":"Xuwei Zhang","orcid":"https://orcid.org/0009-0000-6566-7517"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xuwei Zhang","raw_affiliation_strings":["University of South Australia, Australia"],"raw_orcid":"https://orcid.org/0009-0000-6566-7517","affiliations":[{"raw_affiliation_string":"University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025890612","display_name":"George Siemens","orcid":"https://orcid.org/0000-0002-9567-9794"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"George Siemens","raw_affiliation_strings":["University of South Australia, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9567-9794","affiliations":[{"raw_affiliation_string":"University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170239107"],"apc_list":null,"apc_paid":null,"fwci":1.8141,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.85946294,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"551","last_page":"562"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9951000213623047,"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":0.9951000213623047,"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":0.988099992275238,"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/T10731","display_name":"Educational Games and Gamification","score":0.9815000295639038,"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/clarity","display_name":"CLARITY","score":0.6813442707061768},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6114354133605957},{"id":"https://openalex.org/keywords/negotiation","display_name":"Negotiation","score":0.5480005741119385},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.535226047039032},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5103334784507751},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.4982762336730957},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.4913586676120758},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4690181612968445},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.4561580419540405},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.4512091279029846},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4175066351890564},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4132680892944336},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3558605909347534},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.21132910251617432},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12836861610412598}],"concepts":[{"id":"https://openalex.org/C2777146004","wikidata":"https://www.wikidata.org/wiki/Q14949826","display_name":"CLARITY","level":2,"score":0.6813442707061768},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6114354133605957},{"id":"https://openalex.org/C199776023","wikidata":"https://www.wikidata.org/wiki/Q202875","display_name":"Negotiation","level":2,"score":0.5480005741119385},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.535226047039032},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5103334784507751},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.4982762336730957},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.4913586676120758},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4690181612968445},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.4561580419540405},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.4512091279029846},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4175066351890564},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4132680892944336},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3558605909347534},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21132910251617432},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12836861610412598},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3636555.3636913","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636555.3636913","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636913","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3636555.3636913","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636555.3636913","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636913","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392445316.pdf","grobid_xml":"https://content.openalex.org/works/W4392445316.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2041647219","https://openalex.org/W2061449426","https://openalex.org/W2158454296","https://openalex.org/W2168196587","https://openalex.org/W2190287966","https://openalex.org/W2734896486","https://openalex.org/W2760706586","https://openalex.org/W2805036395","https://openalex.org/W2885004287","https://openalex.org/W2911797354","https://openalex.org/W2921496098","https://openalex.org/W2930676147","https://openalex.org/W2946786104","https://openalex.org/W2947336723","https://openalex.org/W2969653701","https://openalex.org/W3132421330","https://openalex.org/W4205557728","https://openalex.org/W4210844484","https://openalex.org/W4242476182","https://openalex.org/W4292581785"],"related_works":["https://openalex.org/W1987827786","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","https://openalex.org/W3097749327"],"abstract_inverted_index":{"Complex":[0],"problem":[1],"solving":[2],"(CPS)":[3],"is":[4,26],"a":[5,65,75,80],"critical":[6],"skill":[7],"with":[8,41,177],"far-reaching":[9],"implications":[10,183],"for":[11,147,184],"personal":[12],"success":[13],"and":[14,35,48,57,83,91,127,137,144,168,187,193],"professional":[15,192],"development.":[16],"While":[17],"CPS":[18,30,66,77,104,174],"research":[19,111,179],"has":[20],"made":[21],"extensive":[22],"progress,":[23],"additional":[24],"investigation":[25],"needed":[27],"to":[28,60,133],"explore":[29],"processes":[31,105],"beyond":[32],"online":[33],"contexts":[34],"performance":[36],"outcomes.":[37],"This":[38],"study,":[39],"conducted":[40],"Year":[42],"9":[43],"students":[44],"aged":[45],"between":[46],"thirteen":[47],"fourteen,":[49],"focuses":[50],"on":[51,150],"collaborative":[52],"CPS.":[53],"It":[54],"utilises":[55],"audio":[56],"video":[58],"recordings":[59],"capture":[61],"group":[62],"communications":[63],"during":[64],"classroom":[67],"activity.":[68],"To":[69],"analyse":[70],"these":[71],"interactions,":[72],"we":[73,97,153],"introduce":[74],"novel":[76],"framework":[78],"as":[79],"dynamic,":[81],"cognitive":[82],"social":[84],"process":[85],"involving":[86],"interrelated":[87],"main":[88],"skills,":[89],"sub-skills,":[90],"indicators.":[92],"Through":[93],"sequential":[94],"pattern":[95],"mining,":[96],"identify":[98],"recurring":[99],"subskill":[100],"patterns":[101,118,131,155],"that":[102],"reflect":[103],"in":[106,190],"an":[107],"educational":[108],"environment.":[109],"Our":[110,173],"underscores":[112],"the":[113,139,157,163],"importance":[114],"of":[115,141,159,165],"employing":[116],"diverse":[117],"before":[119],"plan":[120],"execution,":[121],"particularly":[122],"building":[123],"shared":[124],"knowledge,":[125],"planning,":[126],"negotiation.":[128],"We":[129],"uncover":[130],"related":[132],"groups":[134,149],"going":[135],"off-task":[136],"highlight":[138],"significance":[140],"effective":[142],"communication":[143],"maintaining":[145],"focus":[146],"keeping":[148],"track.":[151],"Furthermore,":[152],"indicate":[154],"following":[156],"detection":[158],"emergent":[160],"issues,":[161],"recognising":[162],"value":[164],"cultivating":[166],"clarity":[167],"adaptability":[169],"among":[170],"team":[171],"members.":[172],"framework,":[175],"combined":[176],"our":[178],"results,":[180],"offers":[181],"practical":[182],"teaching,":[185],"learning,":[186],"assessment":[188],"approaches":[189],"educational,":[191],"industry":[194],"sectors.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
