{"id":"https://openalex.org/W4283692661","doi":"https://doi.org/10.23919/mipro55190.2022.9803728","title":"The Value Proposition of An Integrated Multimodal Learning Analytics Framework","display_name":"The Value Proposition of An Integrated Multimodal Learning Analytics Framework","publication_year":2022,"publication_date":"2022-05-23","ids":{"openalex":"https://openalex.org/W4283692661","doi":"https://doi.org/10.23919/mipro55190.2022.9803728"},"language":"en","primary_location":{"id":"doi:10.23919/mipro55190.2022.9803728","is_oa":false,"landing_page_url":"https://doi.org/10.23919/mipro55190.2022.9803728","pdf_url":null,"source":{"id":"https://openalex.org/S4363605136","display_name":"2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO)","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/A5070955100","display_name":"Umar Bin Qushem","orcid":"https://orcid.org/0000-0003-0845-3285"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]},{"id":"https://openalex.org/I4210140120","display_name":"Turku Centre for Biotechnology","ror":"https://ror.org/0421ba211","country_code":"FI","type":"facility","lineage":["https://openalex.org/I4210140120"]},{"id":"https://openalex.org/I183173800","display_name":"Turku Centre for Computer Science","ror":"https://ror.org/00vy7ed73","country_code":"FI","type":"facility","lineage":["https://openalex.org/I130217899","https://openalex.org/I155660961","https://openalex.org/I183173800"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Umar Bin Qushem","raw_affiliation_strings":["University of Turku,Centre for Learning Analytics,Turku,Finland","Centre for Learning Analytics, University of Turku, Turku, Finland"],"affiliations":[{"raw_affiliation_string":"University of Turku,Centre for Learning Analytics,Turku,Finland","institution_ids":["https://openalex.org/I183173800","https://openalex.org/I4210140120","https://openalex.org/I155660961"]},{"raw_affiliation_string":"Centre for Learning Analytics, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089985430","display_name":"Athanasios Christopoulos","orcid":"https://orcid.org/0000-0002-1809-5525"},"institutions":[{"id":"https://openalex.org/I183173800","display_name":"Turku Centre for Computer Science","ror":"https://ror.org/00vy7ed73","country_code":"FI","type":"facility","lineage":["https://openalex.org/I130217899","https://openalex.org/I155660961","https://openalex.org/I183173800"]},{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]},{"id":"https://openalex.org/I4210140120","display_name":"Turku Centre for Biotechnology","ror":"https://ror.org/0421ba211","country_code":"FI","type":"facility","lineage":["https://openalex.org/I4210140120"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Athanasios Christopoulos","raw_affiliation_strings":["University of Turku,Centre for Learning Analytics,Turku,Finland","Centre for Learning Analytics, University of Turku, Turku, Finland"],"affiliations":[{"raw_affiliation_string":"University of Turku,Centre for Learning Analytics,Turku,Finland","institution_ids":["https://openalex.org/I183173800","https://openalex.org/I4210140120","https://openalex.org/I155660961"]},{"raw_affiliation_string":"Centre for Learning Analytics, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025172637","display_name":"Mikko\u2010Jussi Laakso","orcid":"https://orcid.org/0000-0001-9163-2676"},"institutions":[{"id":"https://openalex.org/I183173800","display_name":"Turku Centre for Computer Science","ror":"https://ror.org/00vy7ed73","country_code":"FI","type":"facility","lineage":["https://openalex.org/I130217899","https://openalex.org/I155660961","https://openalex.org/I183173800"]},{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]},{"id":"https://openalex.org/I4210140120","display_name":"Turku Centre for Biotechnology","ror":"https://ror.org/0421ba211","country_code":"FI","type":"facility","lineage":["https://openalex.org/I4210140120"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mikko-Jussi Laakso","raw_affiliation_strings":["University of Turku,Centre for Learning Analytics,Turku,Finland","Centre for Learning Analytics, University of Turku, Turku, Finland"],"affiliations":[{"raw_affiliation_string":"University of Turku,Centre for Learning Analytics,Turku,Finland","institution_ids":["https://openalex.org/I183173800","https://openalex.org/I4210140120","https://openalex.org/I155660961"]},{"raw_affiliation_string":"Centre for Learning Analytics, University of Turku, Turku, Finland","institution_ids":["https://openalex.org/I155660961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5070955100"],"corresponding_institution_ids":["https://openalex.org/I155660961","https://openalex.org/I183173800","https://openalex.org/I4210140120"],"apc_list":null,"apc_paid":null,"fwci":1.6636,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.83594976,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"666","last_page":"671"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9976000189781189,"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":0.9976000189781189,"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/T14246","display_name":"E-Learning and Knowledge Management","score":0.982699990272522,"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/T13482","display_name":"Engineering Education and Technology","score":0.9818999767303467,"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":0.6145641207695007},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.5531272292137146},{"id":"https://openalex.org/keywords/isolation","display_name":"Isolation (microbiology)","score":0.4803951382637024},{"id":"https://openalex.org/keywords/value-proposition","display_name":"Value proposition","score":0.4802534878253937},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.45005273818969727},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.28698602318763733}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6145641207695007},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5531272292137146},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.4803951382637024},{"id":"https://openalex.org/C68991459","wikidata":"https://www.wikidata.org/wiki/Q11700776","display_name":"Value proposition","level":2,"score":0.4802534878253937},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.45005273818969727},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.28698602318763733},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/mipro55190.2022.9803728","is_oa":false,"landing_page_url":"https://doi.org/10.23919/mipro55190.2022.9803728","pdf_url":null,"source":{"id":"https://openalex.org/S4363605136","display_name":"2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO)","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":42,"referenced_works":["https://openalex.org/W1644621848","https://openalex.org/W1730072672","https://openalex.org/W1978864425","https://openalex.org/W1992377643","https://openalex.org/W2009025477","https://openalex.org/W2032406331","https://openalex.org/W2063778912","https://openalex.org/W2070673109","https://openalex.org/W2074720495","https://openalex.org/W2156751142","https://openalex.org/W2520384474","https://openalex.org/W2521934512","https://openalex.org/W2530938597","https://openalex.org/W2593345665","https://openalex.org/W2603439645","https://openalex.org/W2604740468","https://openalex.org/W2619854026","https://openalex.org/W2756034343","https://openalex.org/W2761952919","https://openalex.org/W2783690620","https://openalex.org/W2800751464","https://openalex.org/W2808081779","https://openalex.org/W2830776011","https://openalex.org/W2903438107","https://openalex.org/W2916593565","https://openalex.org/W2981574656","https://openalex.org/W3004712130","https://openalex.org/W3008886125","https://openalex.org/W3009878165","https://openalex.org/W3036848896","https://openalex.org/W3039470340","https://openalex.org/W3046906840","https://openalex.org/W3080952499","https://openalex.org/W3093060223","https://openalex.org/W3113283830","https://openalex.org/W3126302922","https://openalex.org/W3182735838","https://openalex.org/W4206594233","https://openalex.org/W4206939405","https://openalex.org/W4240650699","https://openalex.org/W4244111713","https://openalex.org/W6736038438"],"related_works":["https://openalex.org/W2333125676","https://openalex.org/W1868544410","https://openalex.org/W2017665959","https://openalex.org/W2623332903","https://openalex.org/W4230060930","https://openalex.org/W2912423768","https://openalex.org/W2548491045","https://openalex.org/W1562158306","https://openalex.org/W968093099","https://openalex.org/W2270648373"],"abstract_inverted_index":{"Identifying":[0],"the":[1,7,26,42,49,191,194,197],"assessment":[2],"indicators":[3],"which":[4,146,172],"can":[5,35,118],"facilitate":[6],"provision":[8],"of":[9,17,115,168],"personalized":[10],"learning":[11,85,183],"has":[12],"been":[13],"a":[14,88,169],"long-term":[15],"topic":[16],"discussion":[18],"and":[19,31,73,110,123,150,159,181,187,193],"debate.":[20],"Several":[21],"studies":[22],"have":[23,80],"emphasized":[24],"on":[25],"important":[27],"role":[28],"that":[29,82,133,196],"Information":[30],"Communication":[32],"Technology":[33],"solutions":[34,54,68],"play":[36],"in":[37,91,127,135],"closing":[38],"this":[39,63,121],"gap":[40],"whereas,":[41],"recent":[43],"pandemic":[44],"outbreak,":[45],"strengthened":[46],"even":[47],"more":[48],"necessity":[50],"to":[51,98,185],"introduce":[52],"educational":[53,76,130],"capable":[55],"for":[56,106],"supporting":[57],"Blended":[58],"Learning":[59,70,142],"scenarios.":[60],"To":[61],"tackle":[62],"obstacle,":[64],"educators":[65,126],"adopted":[66],"various":[67],"including":[69],"Management":[71],"System":[72],"Virtual":[74],"Reality":[75],"platforms.":[77],"Recent":[78],"reviews":[79],"revealed":[81],"examining":[83],"students\u2019":[84,152],"artifacts":[86],"from":[87],"single":[89],"solution,":[90],"isolation,":[92],"may":[93],"not":[94],"be":[95],"comprehensive":[96],"enough":[97],"extract":[99],"information":[100],"and,":[101],"therefore,":[102],"provide":[103],"holistic":[104],"support":[105],"academic":[107,157],"knowledge":[108],"growth":[109],"skillset":[111],"advancement.":[112],"The":[113,163],"introduction":[114],"multimodal":[116],"assessments":[117],"potentially":[119],"counter":[120],"issue":[122],"accordingly":[124],"assist":[125],"providing":[128,175],"personalised":[129,180],"interventions.":[131],"With":[132],"objective":[134],"mind,":[136],"we":[137],"propose":[138],"an":[139],"integrated":[140],"Multimodal":[141],"Analytics":[143],"(MMLA)":[144],"framework":[145],"aims":[147,173],"at":[148,174],"orchestrating":[149],"classifying":[151],"personality":[153],"traits,":[154],"behavioral":[155],"effects,":[156],"performance,":[158],"practical":[160],"skills":[161,195],"simultaneously.":[162],"present":[164],"work":[165],"constitutes":[166],"part":[167],"wider":[170],"effort":[171],"Higher":[176],"Education":[177],"students":[178],"with":[179,190],"adaptive":[182],"experiences":[184],"prepare":[186],"equip":[188],"them":[189],"qualities":[192],"Industry":[198],"4.0":[199],"demands.":[200]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}