{"id":"https://openalex.org/W2280513350","doi":"https://doi.org/10.1145/2883851.2883927","title":"Teaching analytics","display_name":"Teaching analytics","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2280513350","doi":"https://doi.org/10.1145/2883851.2883927","mag":"2280513350"},"language":"en","primary_location":{"id":"doi:10.1145/2883851.2883927","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2883851.2883927","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth International Conference on Learning Analytics &amp; Knowledge - LAK '16","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://infoscience.epfl.ch/record/216918","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084474896","display_name":"Luis P. Prieto","orcid":"https://orcid.org/0000-0002-0057-0682"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Luis P. Prieto","raw_affiliation_strings":["CHILI Lab, EPFL, Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"CHILI Lab, EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"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/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Kshitij Sharma","raw_affiliation_strings":["CHILI Lab, EPFL, Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"CHILI Lab, EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083821830","display_name":"Pierre Dillenbourg","orcid":"https://orcid.org/0000-0001-9455-5119"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Pierre Dillenbourg","raw_affiliation_strings":["CHILI Lab, EPFL, Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"CHILI Lab, EPFL, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024660179","display_name":"Mar\u00eda Jos\u00e9 del Jes\u00fas","orcid":"https://orcid.org/0000-0002-7891-3059"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mar\u00eda Jes\u00fas","raw_affiliation_strings":["Rodr\u00edguez-Triana, Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"Rodr\u00edguez-Triana, Lausanne, Switzerland","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5084474896"],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":22.3457,"has_fulltext":false,"cited_by_count":106,"citation_normalized_percentile":{"value":0.99204316,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"148","last_page":"157"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9997000098228455,"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":0.9997000098228455,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9693999886512756,"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"}},{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9025999903678894,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.7776608467102051},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7236181497573853},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6290371417999268},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5677182674407959},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4731506109237671},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.4452381432056427},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.43409276008605957},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.4286929965019226},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.41056540608406067},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.35519981384277344},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3349766135215759},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3138459622859955},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1497320830821991}],"concepts":[{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.7776608467102051},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7236181497573853},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6290371417999268},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5677182674407959},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4731506109237671},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.4452381432056427},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.43409276008605957},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4286929965019226},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.41056540608406067},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.35519981384277344},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3349766135215759},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3138459622859955},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1497320830821991},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2883851.2883927","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2883851.2883927","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Sixth International Conference on Learning Analytics &amp; Knowledge - LAK '16","raw_type":"proceedings-article"},{"id":"pmh:oai:infoscience.epfl.ch:216918","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/216918","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:216918","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/216918","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"score":0.8299999833106995,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G5276252599","display_name":null,"funder_award_id":"FP7-PEOPLE-2012-IEF project no. 327384","funder_id":"https://openalex.org/F4320334960","funder_display_name":"Seventh Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320334960","display_name":"Seventh Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W123732675","https://openalex.org/W193988059","https://openalex.org/W216108723","https://openalex.org/W1488640476","https://openalex.org/W1529223212","https://openalex.org/W1556562942","https://openalex.org/W1960322191","https://openalex.org/W1993761347","https://openalex.org/W2010304822","https://openalex.org/W2012408465","https://openalex.org/W2012731075","https://openalex.org/W2016649093","https://openalex.org/W2026767251","https://openalex.org/W2032406331","https://openalex.org/W2051778136","https://openalex.org/W2070493638","https://openalex.org/W2086235321","https://openalex.org/W2089815387","https://openalex.org/W2095742734","https://openalex.org/W2098927322","https://openalex.org/W2108902432","https://openalex.org/W2110428344","https://openalex.org/W2149106267","https://openalex.org/W2152118120","https://openalex.org/W2166168704","https://openalex.org/W2167219705","https://openalex.org/W2168156812","https://openalex.org/W2172156308","https://openalex.org/W2175554001","https://openalex.org/W2188960590","https://openalex.org/W2210080460","https://openalex.org/W2224935588","https://openalex.org/W2285989829","https://openalex.org/W2294427751","https://openalex.org/W2294813873","https://openalex.org/W2322980134","https://openalex.org/W2396040284","https://openalex.org/W2396150773","https://openalex.org/W2404972270","https://openalex.org/W2462277003","https://openalex.org/W2911964244","https://openalex.org/W4232022303","https://openalex.org/W4249723087"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W2560130217","https://openalex.org/W605203981","https://openalex.org/W4225313275","https://openalex.org/W3097749327"],"abstract_inverted_index":{"'Teaching":[0],"analytics'":[1],"is":[2],"the":[3,22,40,45,71,102,114,157,166],"application":[4],"of":[5,24,38,73,104,110,117,124,159,170],"learning":[6,13,75],"analytics":[7],"techniques":[8,76],"to":[9,77,164],"understand":[10],"teaching":[11,27,80,126,151],"and":[12,15,51,97,148,168],"processes,":[14],"eventually":[16],"enable":[17],"supportive":[18],"interventions.":[19],"However,":[20],"in":[21,28,112],"case":[23,68],"(often,":[25],"half-improvised)":[26],"face-to-face":[29],"classrooms,":[30],"such":[31,54],"interventions":[32],"would":[33],"require":[34],"first":[35],"an":[36],"understanding":[37],"what":[39],"teacher":[41,49,55],"actually":[42],"did,":[43],"as":[44,154,156],"starting":[46],"point":[47],"for":[48,150],"reflection":[50],"inquiry.":[52],"Currently,":[53],"enactment":[56],"characterization":[57],"requires":[58],"costly":[59],"manual":[60],"coding":[61],"by":[62],"researchers.":[63],"This":[64],"paper":[65],"presents":[66],"a":[67,138,160],"study":[69],"exploring":[70],"potential":[72],"machine":[74],"automatically":[78],"extract":[79],"actions":[81],"during":[82],"classroom":[83],"enactment,":[84],"from":[85],"five":[86],"data":[87],"sources":[88],"collected":[89],"using":[90],"wearable":[91],"sensors":[92],"(eye-tracking,":[93],"EEG,":[94],"accelerometer,":[95],"audio":[96],"video).":[98],"Our":[99],"results":[100],"highlight":[101],"feasibility":[103],"this":[105],"approach,":[106],"with":[107],"high":[108],"levels":[109],"accuracy":[111,167],"determining":[113],"social":[115],"plane":[116],"interaction":[118],"(90%,":[119],"\u03ba=0.8).":[120],"The":[121],"reliable":[122],"detection":[123],"concrete":[125],"activity":[127,152],"(e.g.,":[128],"explanation":[129],"vs.":[130],"questioning)":[131],"accurately":[132],"still":[133],"remains":[134],"challenging":[135],"(67%,":[136],"\u03ba=0.56),":[137],"fact":[139],"that":[140],"will":[141],"prompt":[142],"further":[143],"research":[144],"on":[145],"multimodal":[146,162],"features":[147],"models":[149],"extraction,":[153],"well":[155],"collection":[158],"larger":[161],"dataset":[163],"improve":[165],"generalizability":[169],"these":[171],"methods.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":19},{"year":2016,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2016-06-24T00:00:00"}
