{"id":"https://openalex.org/W3190942675","doi":"https://doi.org/10.1109/tlt.2021.3100778","title":"Scaling and Adopting a Multimodal Learning Analytics Application in an Institution-Wide Setting","display_name":"Scaling and Adopting a Multimodal Learning Analytics Application in an Institution-Wide Setting","publication_year":2021,"publication_date":"2021-06-01","ids":{"openalex":"https://openalex.org/W3190942675","doi":"https://doi.org/10.1109/tlt.2021.3100778","mag":"3190942675"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2021.3100778","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2021.3100778","pdf_url":null,"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":null,"license_id":null,"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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052014380","display_name":"Federico Dom\u00ednguez","orcid":"https://orcid.org/0000-0002-3655-2179"},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":true,"raw_author_name":"Federico Dominguez","raw_affiliation_strings":["Information Technology Center, and the Faculty of Electrical and Computer Engineering, Escuela Superior Polit\u00e9cnica del Litoral, Guayaquil, Ecuador"],"raw_orcid":"https://orcid.org/0000-0002-3655-2179","affiliations":[{"raw_affiliation_string":"Information Technology Center, and the Faculty of Electrical and Computer Engineering, Escuela Superior Polit\u00e9cnica del Litoral, Guayaquil, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014320446","display_name":"Xavier Och\u00f4a","orcid":"https://orcid.org/0000-0002-4371-7701"},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xavier Ochoa","raw_affiliation_strings":["Department of Administration, Leadership, and Technology, Steinhardt School of Culture, Education, and Human Development, New York University, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Administration, Leadership, and Technology, Steinhardt School of Culture, Education, and Human Development, New York University, New York, NY, USA","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011313856","display_name":"Dick Zambrano","orcid":"https://orcid.org/0000-0002-2245-5706"},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Dick Zambrano","raw_affiliation_strings":["Faculty of Natural Sciences and Mathematics, Escuela Superior Polit\u00e9cnica del Litoral, Guayaquil, Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Natural Sciences and Mathematics, Escuela Superior Polit\u00e9cnica del Litoral, Guayaquil, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108280893","display_name":"Katherine Camacho","orcid":null},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Katherine Camacho","raw_affiliation_strings":["Faculty of Natural Sciences and Mathematics, Escuela Superior Polit\u00e9cnica del Litoral, Guayaquil, Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Natural Sciences and Mathematics, Escuela Superior Polit\u00e9cnica del Litoral, Guayaquil, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086062893","display_name":"Jaime Castells","orcid":null},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Jaime Castells","raw_affiliation_strings":["Information Technology Center, Escuela Superior Polit\u00e9cnica del Litoral, Guayaquil, Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Technology Center, Escuela Superior Polit\u00e9cnica del Litoral, Guayaquil, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5052014380"],"corresponding_institution_ids":["https://openalex.org/I2135383"],"apc_list":null,"apc_paid":null,"fwci":3.8349,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.93158657,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"14","issue":"3","first_page":"400","last_page":"414"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9947999715805054,"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"}},"topics":[{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9947999715805054,"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/T10162","display_name":"Online and Blended Learning","score":0.9944999814033508,"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"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9940000176429749,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.8456199169158936},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8142205476760864},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.7334014773368835},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5797218084335327},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.5740641355514526},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5697210431098938},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4441715478897095},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.43810802698135376},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4111233353614807},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3659652769565582},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3334629535675049},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3298821449279785},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.19332224130630493}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.8456199169158936},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8142205476760864},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7334014773368835},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5797218084335327},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.5740641355514526},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5697210431098938},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4441715478897095},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.43810802698135376},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4111233353614807},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3659652769565582},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3334629535675049},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3298821449279785},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.19332224130630493},{"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/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tlt.2021.3100778","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2021.3100778","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W165823230","https://openalex.org/W951524607","https://openalex.org/W1002704920","https://openalex.org/W1550852560","https://openalex.org/W1648860495","https://openalex.org/W1878112499","https://openalex.org/W2023670049","https://openalex.org/W2027491329","https://openalex.org/W2030200341","https://openalex.org/W2043902596","https://openalex.org/W2047955614","https://openalex.org/W2049515993","https://openalex.org/W2051778136","https://openalex.org/W2075056692","https://openalex.org/W2105804711","https://openalex.org/W2107453881","https://openalex.org/W2134621762","https://openalex.org/W2161346203","https://openalex.org/W2164581564","https://openalex.org/W2166207555","https://openalex.org/W2168524283","https://openalex.org/W2178882079","https://openalex.org/W2181184843","https://openalex.org/W2265346051","https://openalex.org/W2284039757","https://openalex.org/W2285989829","https://openalex.org/W2288402871","https://openalex.org/W2347078660","https://openalex.org/W2396065069","https://openalex.org/W2530938597","https://openalex.org/W2559085405","https://openalex.org/W2575283218","https://openalex.org/W2611226496","https://openalex.org/W2624103253","https://openalex.org/W2625000839","https://openalex.org/W2732138097","https://openalex.org/W2743997248","https://openalex.org/W2767825081","https://openalex.org/W2791373727","https://openalex.org/W2793185901","https://openalex.org/W2799538059","https://openalex.org/W2884451679","https://openalex.org/W2887022229","https://openalex.org/W2898171588","https://openalex.org/W2901892089","https://openalex.org/W2958757453","https://openalex.org/W2962893562","https://openalex.org/W2964871589","https://openalex.org/W2969336647","https://openalex.org/W3038651407","https://openalex.org/W3080807518","https://openalex.org/W3165323448","https://openalex.org/W6606713278","https://openalex.org/W6781769938"],"related_works":["https://openalex.org/W2596400332","https://openalex.org/W4213011574","https://openalex.org/W2553930486","https://openalex.org/W2079372207","https://openalex.org/W3038196548","https://openalex.org/W2955609745","https://openalex.org/W3042168181","https://openalex.org/W3024186870","https://openalex.org/W2906062308","https://openalex.org/W2898618204"],"abstract_inverted_index":{"Multimodal":[0],"learning":[1,11,19,31,56,113,152],"analytics,":[2],"which":[3],"is":[4,60],"collection,":[5],"analysis,":[6],"and":[7,16,52,66,72,90,93,102,111,123,131],"report":[8],"of":[9,26,42,49,75,99,104,125,128,141,145,149],"diverse":[10],"traces":[12],"to":[13,29,37,63,70,134],"better":[14],"understand":[15],"improve":[17],"the":[18,50,61,100,105,121,126,142],"process,":[20],"has":[21],"been":[22,46],"producing":[23],"a":[24,68,135,146,150],"series":[25],"interesting":[27],"prototypes":[28,44],"analyze":[30],"activities":[32],"that":[33],"were":[34],"previously":[35],"hard":[36],"objectively":[38],"evaluate.":[39],"However,":[40],"none":[41],"these":[43,76],"have":[45],"taken":[47],"out":[48],"laboratory":[51],"integrated":[53],"into":[54,84],"real":[55],"settings.":[57],"This":[58],"article":[59],"first":[62],"propose,":[64],"execute,":[65],"evaluate":[67],"process":[69],"scale":[71],"deploy":[73],"one":[74],"applications,":[77],"an":[78,85],"automated":[79],"oral":[80],"presentation":[81],"feedback":[82],"system,":[83],"institution-wide":[86],"setting.":[87],"Technological,":[88],"logistical,":[89],"pedagogical":[91],"challenges":[92],"adaptations":[94],"are":[95],"discussed.":[96],"An":[97],"evaluation":[98],"use":[101],"effectiveness":[103],"deployment":[106,148],"shows":[107],"both":[108,129],"successful":[109],"adoption":[110],"moderate":[112],"gains,":[114],"especially":[115],"for":[116],"low-performing":[117],"students.":[118],"In":[119],"addition,":[120],"recording":[122],"summarizing":[124],"perception":[127],"instructors":[130],"students":[132],"point":[133],"generally":[136],"positive":[137],"experience":[138],"in":[139],"spite":[140],"common":[143],"problems":[144],"first-generation":[147],"complex":[151],"technology.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}