{"id":"https://openalex.org/W3211743058","doi":"https://doi.org/10.25932/publishup-52623","title":"Learning analytics at scale","display_name":"Learning analytics at scale","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3211743058","doi":"https://doi.org/10.25932/publishup-52623","mag":"3211743058"},"language":"en","primary_location":{"id":"pmh:oai:kobv.de-opus4-uni-potsdam:52623","is_oa":false,"landing_page_url":"https://publishup.uni-potsdam.de/frontdoor/index/index/docId/52623","pdf_url":null,"source":{"id":"https://openalex.org/S4306400594","display_name":"publish.UP (University of Potsdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I176453806","host_organization_name":"University of Potsdam","host_organization_lineage":["https://openalex.org/I176453806"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"doctoralthesis"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.25932/publishup-52623","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108263623","display_name":"Tobias Rohloff","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Rohloff, Tobias","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-3881-5606","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5108263623"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19094406,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9955000281333923,"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":0.9955000281333923,"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/learning-analytics","display_name":"Learning analytics","score":0.7493506073951721},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6200787425041199},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5601391792297363},{"id":"https://openalex.org/keywords/lifelong-learning","display_name":"Lifelong learning","score":0.5337881445884705},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4809633791446686},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.4759906530380249},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4691894054412842},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.46843868494033813},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.4632173180580139},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.4440373480319977},{"id":"https://openalex.org/keywords/learning-sciences","display_name":"Learning sciences","score":0.4421159029006958},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.4373367428779602},{"id":"https://openalex.org/keywords/synchronous-learning","display_name":"Synchronous learning","score":0.4191024899482727},{"id":"https://openalex.org/keywords/digital-learning","display_name":"Digital learning","score":0.4189494848251343},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.39127781987190247},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.27424734830856323},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.26155149936676025},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.2542691230773926},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.2425539493560791},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21341222524642944},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17108741402626038},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.14869406819343567}],"concepts":[{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7493506073951721},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6200787425041199},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5601391792297363},{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.5337881445884705},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4809633791446686},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.4759906530380249},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4691894054412842},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.46843868494033813},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.4632173180580139},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.4440373480319977},{"id":"https://openalex.org/C96427005","wikidata":"https://www.wikidata.org/wiki/Q98442705","display_name":"Learning sciences","level":3,"score":0.4421159029006958},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.4373367428779602},{"id":"https://openalex.org/C19122763","wikidata":"https://www.wikidata.org/wiki/Q7662215","display_name":"Synchronous learning","level":4,"score":0.4191024899482727},{"id":"https://openalex.org/C2780468074","wikidata":"https://www.wikidata.org/wiki/Q16628824","display_name":"Digital learning","level":2,"score":0.4189494848251343},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.39127781987190247},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27424734830856323},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.26155149936676025},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.2542691230773926},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.2425539493560791},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21341222524642944},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17108741402626038},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.14869406819343567},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:kobv.de-opus4-uni-potsdam:52623","is_oa":false,"landing_page_url":"https://publishup.uni-potsdam.de/frontdoor/index/index/docId/52623","pdf_url":null,"source":{"id":"https://openalex.org/S4306400594","display_name":"publish.UP (University of Potsdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I176453806","host_organization_name":"University of Potsdam","host_organization_lineage":["https://openalex.org/I176453806"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"doctoralthesis"},{"id":"doi:10.25932/publishup-52623","is_oa":true,"landing_page_url":"https://doi.org/10.25932/publishup-52623","pdf_url":null,"source":{"id":"https://openalex.org/S7407053006","display_name":"Universit\u00e4t Potsdam","issn_l":null,"issn":[],"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":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"thesis"},{"id":"mag:3211743058","is_oa":false,"landing_page_url":"https://publishup.uni-potsdam.de/opus4-ubp/files/52623/rohloff_diss.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"doi:10.25932/publishup-52623","is_oa":true,"landing_page_url":"https://doi.org/10.25932/publishup-52623","pdf_url":null,"source":{"id":"https://openalex.org/S7407053006","display_name":"Universit\u00e4t Potsdam","issn_l":null,"issn":[],"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":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"thesis"},"sustainable_development_goals":[{"score":0.5299999713897705,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2206478107","https://openalex.org/W3080871763","https://openalex.org/W1727256672","https://openalex.org/W2409707217","https://openalex.org/W2899445397","https://openalex.org/W2610439740","https://openalex.org/W3124879452","https://openalex.org/W2148811928","https://openalex.org/W1970912021","https://openalex.org/W2909400904","https://openalex.org/W2098927322","https://openalex.org/W2594164971","https://openalex.org/W2161619174","https://openalex.org/W2753916483","https://openalex.org/W2018654697","https://openalex.org/W2886056622","https://openalex.org/W2313702984","https://openalex.org/W1956279019","https://openalex.org/W1501327134","https://openalex.org/W2491232265"],"abstract_inverted_index":{"Digital":[0],"technologies":[1],"are":[2,404,408,468],"paving":[3],"the":[4,73,104,119,138,148,158,173,178,207,225,348,372,416,419,441,459,466],"way":[5],"for":[6,75,81,206,294,298,361,452,475],"innovative":[7],"educational":[8],"approaches.":[9],"The":[10,77,129,164,240,265,290,357],"learning":[11,26,61,116,125,127,139,153,190,221,278,314,341,354,426],"format":[12],"of":[13,38,79,110,121,132,143,145,160,167,175,180,224,243,301,327,374,379,418,432,465],"Massive":[14],"Open":[15],"Online":[16],"Courses":[17],"(MOOCs)":[18],"provides":[19,72,147,247],"a":[20,94,231,285,445,472],"highly":[21],"accessible":[22],"path":[23],"to":[24,150,171,183,234,272,306,309,329,334,343,370,434,458],"lifelong":[25],"while":[27],"being":[28],"more":[29],"affordable":[30],"and":[31,60,63,108,114,123,126,141,154,162,182,191,215,262,275,311,317,346,384,401,406,448,461,478],"flexible":[32],"than":[33],"face-to-face":[34],"courses.":[35],"Thereby,":[36],"thousands":[37,144,378],"learners":[39,113,161,308],"can":[40,188,227],"enroll":[41],"in":[42,89,193,217,284,304,392,410,422,454],"courses":[43,376],"mostly":[44],"without":[45],"admission":[46],"restrictions,":[47],"but":[48],"this":[49,168,194,197,244,393],"also":[50],"raises":[51],"challenges.":[52],"Individual":[53],"supervision":[54],"by":[55,319],"teachers":[56,366],"is":[57,83,92,101,170,252,397,444],"barely":[58],"feasible,":[59],"persistence":[62],"success":[64,142,318,333],"depend":[65],"on":[66,137,230,281,339],"students'":[67],"self-regulatory":[68],"skills.":[69],"Here,":[70],"technology":[71,187],"means":[74],"support.":[76],"use":[78],"data":[80,111,133,279],"decision-making":[82],"already":[84],"transforming":[85],"many":[86],"fields,":[87],"whereas":[88],"education,":[90],"it":[91,437],"still":[93],"young":[95],"research":[96,200,241,396],"discipline.":[97],"Learning":[98,266,291,323,358],"Analytics":[99,267,292,359],"(LA)":[100],"defined":[102],"as":[103,238],"measurement,":[105],"collection,":[106],"analysis,":[107],"reporting":[109],"about":[112,352],"their":[115,313,335,353,375],"contexts":[117],"with":[118,367,377,424],"purpose":[120,166],"understanding":[122],"improving":[124],"environments.":[128],"vast":[130],"amount":[131],"that":[134,440],"MOOCs":[135,181],"produce":[136],"behavior":[140],"students":[146],"opportunity":[149],"study":[151],"human":[152],"develop":[155],"approaches":[156],"addressing":[157],"demands":[159],"teachers.":[163],"overall":[165],"dissertation":[169],"investigate":[172],"implementation":[174,402],"LA":[176],"at":[177],"scale":[179],"explore":[184],"how":[185],"data-driven":[186,299,350,368],"support":[189,300],"teaching":[192,453],"context.":[195],"To":[196],"end,":[198],"several":[199],"prototypes":[201],"have":[202],"been":[203],"iteratively":[204],"developed":[205,261],"HPI":[208],"MOOC":[209,236,287],"Platform.":[210],"Hence,":[211],"they":[212],"were":[213,260],"tested":[214],"evaluated":[216],"an":[218,449],"authentic":[219],"real-world":[220],"environment.":[222],"Most":[223],"results":[226,460],"be":[228],"applied":[229],"conceptual":[232],"level":[233],"other":[235,414],"platforms":[237],"well.":[239],"contribution":[242],"thesis":[245],"thus":[246],"practical":[248,476],"insights":[249,351,369],"beyond":[250],"what":[251],"theoretically":[253],"possible.":[254],"In":[255,456],"total,":[256],"four":[257],"system":[258],"components":[259],"extended:":[263],"(1)":[264],"Architecture:":[268],"A":[269,296,325,363],"technical":[270],"infrastructure":[271],"collect,":[273],"process,":[274],"analyze":[276],"event-driven":[277],"based":[280,338],"schema-agnostic":[282],"pipelining":[283],"service-oriented":[286],"platform.":[288],"(2)":[289],"Dashboard":[293,360],"Learners:":[295],"tool":[297,364,447],"self-regulated":[302],"learning,":[303],"particular":[305],"enable":[307,371],"evaluate":[310],"plan":[312],"activities,":[315],"progress,":[316],"themselves.":[320],"(3)":[321],"Personalized":[322],"Objectives:":[324],"set":[326],"features":[328],"better":[330],"connect":[331],"learners'":[332],"personal":[336],"intentions":[337],"selected":[340],"objectives":[342,427],"offer":[344],"guidance":[345],"align":[347],"provided":[349],"progress.":[355],"(4)":[356],"Teachers:":[362],"supporting":[365],"monitoring":[373],"learners,":[380],"identify":[381],"potential":[382],"issues,":[383],"take":[385],"informed":[386],"action.":[387],"For":[388],"all":[389],"aspects":[390],"examined":[391],"dissertation,":[394],"related":[395],"presented,":[398],"development":[399],"processes":[400],"concepts":[403],"explained,":[405],"evaluations":[407],"conducted":[409],"case":[411],"studies.":[412],"Among":[413],"findings,":[415],"usage":[417],"learner":[420],"dashboard":[421,443],"combination":[423],"personalized":[425],"demonstrated":[428],"improved":[429],"certification":[430],"rates":[431],"11.62%":[433],"12.63%.":[435],"Furthermore,":[436],"was":[438],"observed":[439],"teacher":[442],"key":[446],"integral":[450],"part":[451],"MOOCs.":[455],"addition":[457],"contributions,":[462],"general":[463],"limitations":[464],"work":[467],"discussed\u2014which":[469],"altogether":[470],"provide":[471],"solid":[473],"foundation":[474],"implications":[477],"future":[479],"research.":[480]},"counts_by_year":[],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2021-11-22T00:00:00"}
