{"id":"https://openalex.org/W4377007198","doi":"https://doi.org/10.1109/tlt.2023.3276848","title":"Multimodal Teacher Dashboards: Challenges and Opportunities of Enhancing Teacher Insights Through a Case Study","display_name":"Multimodal Teacher Dashboards: Challenges and Opportunities of Enhancing Teacher Insights Through a Case Study","publication_year":2023,"publication_date":"2023-05-16","ids":{"openalex":"https://openalex.org/W4377007198","doi":"https://doi.org/10.1109/tlt.2023.3276848"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2023.3276848","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tlt.2023.3276848","pdf_url":"https://ieeexplore.ieee.org/ielx7/4620076/4620077/10126127.pdf","source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/4620076/4620077/10126127.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032150379","display_name":"Serena Lee\u2010Cultura","orcid":"https://orcid.org/0000-0001-6277-1677"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Serena Lee-Cultura","raw_affiliation_strings":["Learner-Computer Interaction Lab, Norwegian University of Science and Technology, Trondheim, Norway"],"affiliations":[{"raw_affiliation_string":"Learner-Computer Interaction Lab, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000491132","display_name":"Kshitij Sharma","orcid":"https://orcid.org/0000-0003-3364-637X"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Kshitij Sharma","raw_affiliation_strings":["Learner-Computer Interaction Lab, Norwegian University of Science and Technology, Trondheim, Norway"],"affiliations":[{"raw_affiliation_string":"Learner-Computer Interaction Lab, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029977269","display_name":"Michail N. Giannakos","orcid":"https://orcid.org/0000-0002-8016-6208"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Michail N. Giannakos","raw_affiliation_strings":["Learner-Computer Interaction Lab, Norwegian University of Science and Technology, Trondheim, Norway"],"affiliations":[{"raw_affiliation_string":"Learner-Computer Interaction Lab, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5032150379"],"corresponding_institution_ids":["https://openalex.org/I204778367"],"apc_list":null,"apc_paid":null,"fwci":7.084,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.97395906,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"17","issue":null,"first_page":"181","last_page":"201"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9921000003814697,"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":0.9921000003814697,"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":0.9495000243186951,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9165999889373779,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/dashboard","display_name":"Dashboard","score":0.8226733803749084},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.725610613822937},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5684541463851929},{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.48645564913749695},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.44106683135032654},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4340791702270508},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3832591772079468},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.35068172216415405},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.30776870250701904}],"concepts":[{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.8226733803749084},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.725610613822937},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5684541463851929},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.48645564913749695},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.44106683135032654},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4340791702270508},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3832591772079468},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35068172216415405},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.30776870250701904},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tlt.2023.3276848","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tlt.2023.3276848","pdf_url":"https://ieeexplore.ieee.org/ielx7/4620076/4620077/10126127.pdf","source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/tlt.2023.3276848","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tlt.2023.3276848","pdf_url":"https://ieeexplore.ieee.org/ielx7/4620076/4620077/10126127.pdf","source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7599999904632568,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4377007198.pdf","grobid_xml":"https://content.openalex.org/works/W4377007198.grobid-xml"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W45666801","https://openalex.org/W182856779","https://openalex.org/W311724228","https://openalex.org/W401941822","https://openalex.org/W1551403135","https://openalex.org/W1589382802","https://openalex.org/W1607675442","https://openalex.org/W1868073028","https://openalex.org/W1968529788","https://openalex.org/W2007878105","https://openalex.org/W2016859189","https://openalex.org/W2027890252","https://openalex.org/W2032365340","https://openalex.org/W2032406331","https://openalex.org/W2042434761","https://openalex.org/W2049723329","https://openalex.org/W2062406650","https://openalex.org/W2066505792","https://openalex.org/W2071097428","https://openalex.org/W2086145942","https://openalex.org/W2102243141","https://openalex.org/W2103943886","https://openalex.org/W2104192945","https://openalex.org/W2116669434","https://openalex.org/W2123184471","https://openalex.org/W2151920968","https://openalex.org/W2155571773","https://openalex.org/W2176534835","https://openalex.org/W2238698556","https://openalex.org/W2272545788","https://openalex.org/W2317171724","https://openalex.org/W2509533451","https://openalex.org/W2513140567","https://openalex.org/W2520384474","https://openalex.org/W2592371933","https://openalex.org/W2593401995","https://openalex.org/W2605083027","https://openalex.org/W2607519433","https://openalex.org/W2765200212","https://openalex.org/W2779668331","https://openalex.org/W2784078400","https://openalex.org/W2786051348","https://openalex.org/W2808178066","https://openalex.org/W2808195577","https://openalex.org/W2884451679","https://openalex.org/W2898895349","https://openalex.org/W2902732042","https://openalex.org/W2933627812","https://openalex.org/W2941741922","https://openalex.org/W2954300939","https://openalex.org/W2963403519","https://openalex.org/W2972761328","https://openalex.org/W2983529038","https://openalex.org/W3004395567","https://openalex.org/W3038457816","https://openalex.org/W3046090708","https://openalex.org/W3091929488","https://openalex.org/W3093710934","https://openalex.org/W3094205156","https://openalex.org/W3170353180","https://openalex.org/W3175276921","https://openalex.org/W3183664696","https://openalex.org/W3190942675","https://openalex.org/W3195114775","https://openalex.org/W4207080651","https://openalex.org/W4210764005","https://openalex.org/W4213266185","https://openalex.org/W4231242566","https://openalex.org/W4312617189","https://openalex.org/W4313053878","https://openalex.org/W6606985341","https://openalex.org/W6675270482","https://openalex.org/W6690664260","https://openalex.org/W6725923168","https://openalex.org/W6755601178"],"related_works":["https://openalex.org/W3034267728","https://openalex.org/W3134741836","https://openalex.org/W4379434981","https://openalex.org/W2588291961","https://openalex.org/W2594203497","https://openalex.org/W4225907471","https://openalex.org/W4321608238","https://openalex.org/W2113723816","https://openalex.org/W4312251268","https://openalex.org/W3149853082"],"abstract_inverted_index":{"Teacher":[0],"dashboards":[1,57],"provide":[2],"insights":[3,191],"on":[4,55,67,192],"students'":[5,45,148,199,243,250],"progress":[6],"through":[7],"visualisations":[8],"and":[9,17,36,47,74,97,111,144,175,182,185,195,227],"scores":[10],"derived":[11],"from":[12,90],"data":[13,89,188],"generated":[14],"during":[15,115,150],"teaching":[16,39],"learning":[18,161,244],"activities":[19],"(e.g.,":[20,50,246],"response":[21],"times,":[22],"task":[23],"correctness)":[24],"to":[25,126,170,178,215,238],"improve":[26],"teaching.":[27],"Despite":[28],"the":[29,37,102,172,193],"potential":[30],"usefulness":[31],"of":[32,70,117,147,197,229,242,249],"enhancing":[33],"teacher":[34,56,79,134,168,208,232],"dashboards,":[35],"respective":[38],"practices,":[40],"with":[41,81,158,211,234],"rich":[42],"information":[43],"regarding":[44,189],"cognitive":[46,51,96],"affective":[48,98],"states":[49,245],"load),":[52],"few":[53],"studies":[54],"have":[58],"considered":[59],"such":[60],"information.":[61],"In":[62],"this":[63],"study,":[64],"we":[65,136,164],"drew":[66],"contemporary":[68],"developments":[69],"MultiModal":[71,77,139],"Learning":[72],"Analytics":[73],"designed":[75],"a":[76,107,159,206,230],"(MM)":[78],"dashboard":[80,169,209,233],"notification":[82,212,235],"system.":[83],"The":[84],"proposed":[85],"system":[86],"1)":[87],"receives":[88],"various":[91],"sensors,":[92],"2)":[93],"computes":[94],"relevant":[95],"measurements,":[99],"3)":[100],"visualises":[101],"resulting":[103],"measure-":[104],"ments":[105],"in":[106],"clean":[108],"customisable":[109],"interface,":[110],"4)":[112],"notifies":[113],"instructors":[114],"moments":[116],"interest":[118],"so":[119],"they":[120],"may":[121],"determine":[122],"an":[123,151],"appropriate":[124],"method":[125],"support":[127],"struggling":[128],"students.":[129],"To":[130],"evaluate":[131],"our":[132,166],"MM":[133,167,207,231],"dashboard,":[135],"first":[137],"collected":[138,173,186],"Data":[140],"(MMD),":[141],"performance":[142],"data,":[143],"video":[145,176],"recordings":[146,177],"interactions":[149],"in-situ":[152],"study":[153],"where":[154],"26":[155],"students":[156],"engaged":[157],"motion-based":[160],"task.":[162],"Then,":[163],"used":[165],"present":[171],"MMD":[174],"20":[179],"experienced":[180],"teachers":[181,204],"educational":[183],"researchers,":[184],"qualitative":[187],"respondents'":[190],"advantages":[194],"challenges":[196],"visualising":[198],"MMD.":[200],"Results":[201],"showed":[202],"that":[203],"found":[205],"enhanced":[210],"system,":[213],"useful":[214],"complement":[216],"their":[217],"pedagogical":[218],"practices.":[219],"We":[220],"offer":[221],"empirically":[222],"founded":[223],"guidelines":[224],"for":[225],"design":[226],"integration":[228],"systems,":[236],"aimed":[237],"enhance":[239],"teachers'":[240],"understanding":[241],"real-time":[247],"awareness":[248],"stress).":[251]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":5}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}