{"id":"https://openalex.org/W4389041780","doi":"https://doi.org/10.1109/csit61576.2023.10324177","title":"Multimodal Learning Analytics: An Overview of the Data Collection Methodology","display_name":"Multimodal Learning Analytics: An Overview of the Data Collection Methodology","publication_year":2023,"publication_date":"2023-10-19","ids":{"openalex":"https://openalex.org/W4389041780","doi":"https://doi.org/10.1109/csit61576.2023.10324177"},"language":"en","primary_location":{"id":"doi:10.1109/csit61576.2023.10324177","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csit61576.2023.10324177","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 18th International Conference on Computer Science and Information Technologies (CSIT)","raw_type":"proceedings-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/A5019702171","display_name":"Oleh Basystiuk","orcid":"https://orcid.org/0000-0003-0064-6584"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":true,"raw_author_name":"Oleh Basystiuk","raw_affiliation_strings":["Lviv Polytechnic National University,Artificial Intelligence Systems Department,Lviv,Ukraine"],"affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University,Artificial Intelligence Systems Department,Lviv,Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049654481","display_name":"Nataliia Melnykova","orcid":"https://orcid.org/0000-0002-2114-3436"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Nataliia Melnykova","raw_affiliation_strings":["Lviv Polytechnic National University,Artificial Intelligence Systems Department,Lviv,Ukraine"],"affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University,Artificial Intelligence Systems Department,Lviv,Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048627783","display_name":"Zoriana Rybchak","orcid":"https://orcid.org/0000-0002-5986-4618"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Zoriana Rybchak","raw_affiliation_strings":["Lviv Polytechnic National University,Information Systems and Networks Department,Lviv,Ukraine"],"affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University,Information Systems and Networks Department,Lviv,Ukraine","institution_ids":["https://openalex.org/I98435010"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5019702171"],"corresponding_institution_ids":["https://openalex.org/I98435010"],"apc_list":null,"apc_paid":null,"fwci":3.612,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.93315008,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12734","display_name":"Information Systems and Technology Applications","score":0.9753999710083008,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12734","display_name":"Information Systems and Technology Applications","score":0.9753999710083008,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11283","display_name":"Experimental Learning in Engineering","score":0.9749000072479248,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11370","display_name":"Mobile Learning in Education","score":0.9039000272750854,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computer-science","display_name":"Computer science","score":0.6600863337516785},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.6495708227157593},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6455280780792236},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6316795349121094},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.4919693171977997},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.47824135422706604},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.4693295359611511},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.465435653924942},{"id":"https://openalex.org/keywords/scrutiny","display_name":"Scrutiny","score":0.45969855785369873},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.43232831358909607},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.42755964398384094},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.32463693618774414},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11883023381233215}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6600863337516785},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.6495708227157593},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6455280780792236},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6316795349121094},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.4919693171977997},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.47824135422706604},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.4693295359611511},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.465435653924942},{"id":"https://openalex.org/C2776050585","wikidata":"https://www.wikidata.org/wiki/Q7439360","display_name":"Scrutiny","level":2,"score":0.45969855785369873},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.43232831358909607},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.42755964398384094},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.32463693618774414},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11883023381233215},{"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/csit61576.2023.10324177","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csit61576.2023.10324177","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 18th International Conference on Computer Science and Information Technologies (CSIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2002220786","https://openalex.org/W2354520588","https://openalex.org/W2530938597","https://openalex.org/W2751220246","https://openalex.org/W2767300308","https://openalex.org/W2799937793","https://openalex.org/W2884451679","https://openalex.org/W2912215636","https://openalex.org/W2972473876","https://openalex.org/W2977362130","https://openalex.org/W3127804529","https://openalex.org/W3159800610","https://openalex.org/W3162638021","https://openalex.org/W4206816039","https://openalex.org/W4223485171","https://openalex.org/W4246154446","https://openalex.org/W4256161595","https://openalex.org/W4312159287","https://openalex.org/W4312693613","https://openalex.org/W4318334706","https://openalex.org/W4361185899","https://openalex.org/W4384434059","https://openalex.org/W6683692379","https://openalex.org/W6757090621","https://openalex.org/W6770626914","https://openalex.org/W6777289571"],"related_works":["https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2566526749","https://openalex.org/W2907667791","https://openalex.org/W3047461507","https://openalex.org/W3126390843","https://openalex.org/W4245880644","https://openalex.org/W2528680939"],"abstract_inverted_index":{"Since,":[0],"multimodal":[1,82,103,124],"learning":[2,11,26,52,83,125],"analytics":[3,12],"has":[4],"shared":[5],"a":[6,73,89,114],"common":[7],"interdisciplinary":[8],"approach":[9],"with":[10,58],"utilizing":[13],"technologies":[14],"like":[15],"low-cost":[16],"sensors":[17,109],"and":[18,24,34,45,50,61,64,67,110,142,159],"wearable":[19],"devices,":[20,63],"artificial":[21],"intelligence":[22],"(AI),":[23],"machine":[25],"(ML)":[27],"to":[28,32,98],"provide":[29],"real-time":[30],"feedback":[31],"students":[33],"instructors.":[35],"MMLA":[36],"focuses":[37],"on":[38,88,94],"research":[39,44],"within":[40],"intermediary":[41],"spaces\u2014":[42],"between":[43],"classroom":[46,86],"application,":[47],"bridging":[48],"private":[49],"public":[51],"contexts":[53],"by":[54],"tracking":[55],"students\u2019":[56,95],"interactions":[57],"social":[59],"media":[60],"connected":[62],"exploring":[65],"context-aware":[66],"adaptive":[68],"technologies.":[69],"However,":[70],"there":[71],"is":[72],"dearth":[74],"of":[75,81,102,155],"evidence":[76],"demonstrating":[77],"the":[78,99,148],"successful":[79],"application":[80],"findings":[84],"in":[85],"settings":[87],"larger":[90],"scale.":[91],"The":[92],"encroachment":[93],"privacy":[96,161],"due":[97],"intrusive":[100],"nature":[101],"data":[104,131,134,144,156],"collection":[105,132,157],"methods,":[106],"often":[107],"involving":[108],"recording":[111],"technologies,":[112],"remains":[113],"substantial":[115],"concern":[116],"that":[117],"necessitates":[118],"attention.":[119],"This":[120],"study":[121,136],"systematically":[122],"reviews":[123],"analytics,":[126],"examining":[127],"aspects":[128],"such":[129],"as":[130],"rationale,":[133,158],"scope,":[135],"contexts,":[137],"ethical":[138,152],"considerations,":[139],"commercial":[140],"interests,":[141],"downstream":[143],"uses.":[145],"Findings":[146],"emphasize":[147],"need":[149],"for":[150],"greater":[151],"scrutiny,":[153],"reevaluation":[154],"comprehensive":[160],"protections.":[162]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
