{"id":"https://openalex.org/W7203713873","doi":"https://doi.org/10.1109/icscai68849.2026.11649164","title":"Utilizing Big Data to Understand and Improve Student Collaboration in Group Projects","display_name":"Utilizing Big Data to Understand and Improve Student Collaboration in Group Projects","publication_year":2026,"publication_date":"2026-05-01","ids":{"openalex":"https://openalex.org/W7203713873","doi":"https://doi.org/10.1109/icscai68849.2026.11649164"},"language":"en","primary_location":{"id":"doi:10.1109/icscai68849.2026.11649164","doi":"https://doi.org/10.1109/icscai68849.2026.11649164","is_oa":true,"landing_page_url":"https://doi.org/10.1109/icscai68849.2026.11649164","pdf_url":null,"source":{"id":"https://openalex.org/S7407087572","display_name":"International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 2nd International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/icscai68849.2026.11649164","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092124162","display_name":"Nigora Tashlanova","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405261140","display_name":"Fergana State Technical University","ror":"https://ror.org/04vvwcn96","country_code":"UZ","type":"education","lineage":["https://openalex.org/I4405261140"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Nigora Tashlanova","raw_affiliation_strings":["Fergana State Technical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fergana State Technical University","institution_ids":["https://openalex.org/I4405261140"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122737336","display_name":"Iroda Tishabayeva","orcid":"https://orcid.org/0009-0001-3081-8917","observed_orcids":["https://orcid.org/0009-0001-3081-8917"]},"institutions":[{"id":"https://openalex.org/I4405261140","display_name":"Fergana State Technical University","ror":"https://ror.org/04vvwcn96","country_code":"UZ","type":"education","lineage":["https://openalex.org/I4405261140"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Irodakhon Tishabayeva","raw_affiliation_strings":["Fergana State Technical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fergana State Technical University","institution_ids":["https://openalex.org/I4405261140"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147429377","display_name":"Ilkhomiddin Rustamov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405261140","display_name":"Fergana State Technical University","ror":"https://ror.org/04vvwcn96","country_code":"UZ","type":"education","lineage":["https://openalex.org/I4405261140"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Ilkhomiddin Rustamov","raw_affiliation_strings":["Fergana State Technical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fergana State Technical University","institution_ids":["https://openalex.org/I4405261140"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106382917","display_name":"Shakhobiddin Kholmatov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405261140","display_name":"Fergana State Technical University","ror":"https://ror.org/04vvwcn96","country_code":"UZ","type":"education","lineage":["https://openalex.org/I4405261140"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Shakhobiddin Kholmatov","raw_affiliation_strings":["Fergana State Technical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fergana State Technical University","institution_ids":["https://openalex.org/I4405261140"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147397220","display_name":"Odiljon Inamov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405261140","display_name":"Fergana State Technical University","ror":"https://ror.org/04vvwcn96","country_code":"UZ","type":"education","lineage":["https://openalex.org/I4405261140"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Odiljon Inamov","raw_affiliation_strings":["Fergana State Technical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fergana State Technical University","institution_ids":["https://openalex.org/I4405261140"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116703304","display_name":"Sayidov Shukrullo Khaliljonovich","orcid":"https://orcid.org/0009-0002-5992-1448","observed_orcids":["https://orcid.org/0009-0002-5992-1448"]},"institutions":[{"id":"https://openalex.org/I4405261140","display_name":"Fergana State Technical University","ror":"https://ror.org/04vvwcn96","country_code":"UZ","type":"education","lineage":["https://openalex.org/I4405261140"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Shukrullo Sayidov","raw_affiliation_strings":["Fergana State Technical University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fergana State Technical University","institution_ids":["https://openalex.org/I4405261140"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405261140"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9990000128746033,"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":0.9990000128746033,"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":0.0003000000142492354,"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/T11299","display_name":"Problem and Project Based Learning","score":0.00019999999494757503,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/student-collaboration","display_name":"student cooperation","score":0.6949999928474426},{"id":"https://openalex.org/keywords/group-projects","display_name":"group projects","score":0.9679999947547913},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"learning analytics","score":0.8019999861717224},{"id":"https://openalex.org/keywords/big-data-in-education","display_name":"big data in education","score":0.800000011920929},{"id":"https://openalex.org/keywords/task-allocation","display_name":"task allocation","score":0.777999997138977},{"id":"https://openalex.org/keywords/communication-patterns","display_name":"communication patterns","score":0.6439999938011169},{"id":"https://openalex.org/keywords/data-ethics","display_name":"data ethics","score":0.5460000038146973},{"id":"https://openalex.org/keywords/data-privacy","display_name":"data privacy","score":0.6439999938011169},{"id":"https://openalex.org/keywords/data-governance","display_name":"data governance","score":0.7200000286102295},{"id":"https://openalex.org/keywords/virtual-learning-environments","display_name":"virtual learning environments","score":0.6690000295639038},{"id":"https://openalex.org/keywords/peer-review","display_name":"peer review","score":0.43700000643730164}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6970000267028809},{"id":"https://openalex.org/C2781311116","wikidata":"https://www.wikidata.org/wiki/Q83306","display_name":"Group (periodic table)","level":2,"score":0.4862000048160553},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47760000824928284},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4740000069141388},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3605000078678131},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2851000130176544},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.2791000008583069},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.27709999680519104},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2727999985218048},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.27239999175071716},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.26919999718666077},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25519999861717224},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.25119999051094055},{"id":"https://openalex.org/C56995899","wikidata":"https://www.wikidata.org/wiki/Q1126687","display_name":"Focus group","level":2,"score":0.250900000333786},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.25040000677108765}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icscai68849.2026.11649164","doi":"https://doi.org/10.1109/icscai68849.2026.11649164","is_oa":true,"landing_page_url":"https://doi.org/10.1109/icscai68849.2026.11649164","pdf_url":null,"source":{"id":"https://openalex.org/S7407087572","display_name":"International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 2nd International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1109/icscai68849.2026.11649164","doi":"https://doi.org/10.1109/icscai68849.2026.11649164","is_oa":true,"landing_page_url":"https://doi.org/10.1109/icscai68849.2026.11649164","pdf_url":null,"source":{"id":"https://openalex.org/S7407087572","display_name":"International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 2nd International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/4","display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W74257299","https://openalex.org/W1898103075","https://openalex.org/W1994211543","https://openalex.org/W2092170583","https://openalex.org/W2149282659","https://openalex.org/W2153378020","https://openalex.org/W2202037140","https://openalex.org/W2611176525","https://openalex.org/W3203493979","https://openalex.org/W4388700735","https://openalex.org/W4399362398","https://openalex.org/W4405036460","https://openalex.org/W4409115856","https://openalex.org/W4409907366","https://openalex.org/W4410034658","https://openalex.org/W4410341214","https://openalex.org/W4412005039","https://openalex.org/W4414038907","https://openalex.org/W4414938352","https://openalex.org/W7081986292","https://openalex.org/W7118302872","https://openalex.org/W7154488736","https://openalex.org/W7154515040","https://openalex.org/W7155193655"],"related_works":["https://openalex.org/W7213289166","https://openalex.org/W7135666395","https://openalex.org/W7203710601","https://openalex.org/W3200124036","https://openalex.org/W3155711393","https://openalex.org/W7203679587","https://openalex.org/W3004474279","https://openalex.org/W7212671918","https://openalex.org/W7110602652","https://openalex.org/W3095321839"],"abstract_inverted_index":{"Big":[0,123],"data":[1,92,128,396],"analytics":[2,236],"in":[3,8,49,98,202,204,229,254,260,267,342,373],"education":[4],"have":[5],"rapidly":[6],"evolved":[7],"recent":[9],"times,":[10],"contributing":[11],"to":[12,29,45,73,75,96,112,141,206,216,223,240,249,273,278,321,399],"a":[13,47,94,177,190],"dramatic":[14],"transformation":[15],"of":[16,22,64,102,115,134,159,167,179,189,231,291,300,312,325,330,332,353,356,378],"the":[17,65,78,113,126,135,168,171,187,225,252,261,292,298,301,310,313,317,322,333,346,354,357,360,366,374,388],"teachers\u2019":[18],"and":[19,57,85,120,154,164,194,227,284,296,315,328,371,376,384,394],"institutions\u2019":[20],"understanding":[21,196],"student":[23,103],"learning":[24,235,306],"practices,":[25],"especially":[26],"when":[27],"applied":[28,111],"collaborative":[30],"group":[31,118,172,293,302],"work.":[32],"Group":[33],"projects":[34],"do":[35,250],"not":[36],"only":[37],"teach":[38,54],"individual":[39],"learners":[40],"particular":[41],"skill-sets":[42],"(i.e.":[43],"how":[44,90,198,217],"assemble":[46],"video":[48],"Premiere":[50],"Pro),":[51],"they":[52],"also":[53],"collaboration,":[55],"communication,":[56],"problem":[58],"solving,":[59],"three":[60],"highly":[61],"applicable":[62],"elements":[63],"contemporary":[66],"institution.":[67],"However,":[68],"it":[69,364],"has":[70,93,246],"been":[71],"difficult":[72],"measure":[74],"what":[76],"extent":[77],"cooperation":[79],"among":[80],"such":[81,105],"groups":[82,319],"was":[83],"good":[84],"dynamic.":[86],"This":[87],"paper":[88],"examines":[89],"big":[91,395],"chance":[95],"result":[97,178],"more":[99,116,191],"profound":[100],"knowledge":[101,108],"collaboration":[104,199,331],"that":[106,129,138,245,288,338,349],"this":[107,265,343],"may":[109,339],"be":[110,174,221,238,271,340,391],"creation":[114],"desirable":[117],"processes":[119],"learning.":[121],"Education":[122],"Data":[124,381],"is":[125,130,345,350],"rich":[127],"gathered":[131],"from":[132],"any":[133],"digital":[136],"resources":[137],"you":[139],"use":[140],"educate":[142],"your":[143],"students;":[144],"Learning":[145],"Management":[146],"Systems,":[147],"Collaborative":[148],"Collaboration":[149],"Tools,":[150],"Discussion":[151],"Forums,":[152],"Submissions,":[153],"Peer":[155],"Review.":[156],"The":[157],"pattern":[158],"participation,":[160],"communication":[161,255],"channel":[162],"flow,":[163],"task":[165],"allocation":[166],"individuals":[169],"comprising":[170],"can":[173,185,220,237,308],"found":[175],"as":[176,276],"analyzing":[180],"these":[181],"datasets.":[182],"These":[183],"insights":[184],"open":[186],"door":[188],"objective,":[192],"real-time":[193],"systemic":[195],"about":[197],"really":[200],"happens":[201],"practice":[203],"contrast":[205],"(for":[207],"instance)":[208],"observation-":[209],"or":[210,251],"self-reported":[211],"methods.":[212],"It":[213],"further":[214],"points":[215],"data-driven":[218],"approaches":[219],"used":[222,239],"identify":[224,241],"gaps":[226],"difference":[228],"engagement":[230],"teams.":[232],"For":[233],"example,":[234],"passive":[242],"contributors,":[243],"members":[244,290],"too":[247],"much":[248],"failure":[253],"at":[256,387],"an":[257],"early":[258],"stage":[259],"project":[262,314],"schedule.":[263],"With":[264],"information":[266,358],"hand,":[268],"teachers":[269],"will":[270],"able":[272],"address":[274],"students":[275],"needed":[277],"provide":[279],"timely":[280],"feedback,":[281],"support":[282],"learners,":[283],"redistribute":[285],"tasks":[286],"so":[287],"all":[289],"participate":[294],"equally":[295],"maximize":[297],"outcome":[299],"effort.":[303],"Moreover,":[304],"machine":[305],"technologies":[307],"forecast":[309],"outcomes":[311],"propose":[316],"best":[318],"according":[320],"previous":[323],"patterns":[324],"behavior,":[326],"abilities,":[327],"history":[329],"student.":[334],"Another":[335],"significant":[336],"observation":[337],"made":[341],"research":[344],"ethical":[347,385],"dimension":[348],"emerging":[351],"out":[352],"imposition":[355],"on":[359],"students.":[361],"Above":[362],"all,":[363],"emphasises":[365],"need":[367],"for":[368],"privacy,":[369],"consent":[370],"transparency":[372],"collection":[375],"analysis":[377],"shared":[379],"data.":[380],"governance":[382],"policies":[383],"standards":[386],"institution":[389],"should":[390],"taken":[392],"seriously":[393],"tools":[397],"implemented":[398],"earn":[400],"stakeholder":[401],"trust.":[402]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-08-19T00:00:00"}
