{"id":"https://openalex.org/W2918777783","doi":"https://doi.org/10.1007/s10758-019-09399-5","title":"A Pedagogical Perspective on Big Data and Learning Analytics: A Conceptual Model for Digital Learning Support","display_name":"A Pedagogical Perspective on Big Data and Learning Analytics: A Conceptual Model for Digital Learning Support","publication_year":2019,"publication_date":"2019-03-01","ids":{"openalex":"https://openalex.org/W2918777783","doi":"https://doi.org/10.1007/s10758-019-09399-5","mag":"2918777783"},"language":"en","primary_location":{"id":"doi:10.1007/s10758-019-09399-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10758-019-09399-5","pdf_url":null,"source":{"id":"https://openalex.org/S2764582272","display_name":"Technology Knowledge and Learning","issn_l":"2211-1662","issn":["2211-1662","2211-1670"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology, Knowledge and Learning","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/A5044964641","display_name":"Sabine Seufert","orcid":"https://orcid.org/0000-0002-3807-6460"},"institutions":[{"id":"https://openalex.org/I202963720","display_name":"University of St.Gallen","ror":"https://ror.org/0561a3s31","country_code":"CH","type":"education","lineage":["https://openalex.org/I202963720"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Sabine Seufert","raw_affiliation_strings":["University of St. Gallen, St. Gallen, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-3807-6460","affiliations":[{"raw_affiliation_string":"University of St. Gallen, St. Gallen, Switzerland","institution_ids":["https://openalex.org/I202963720"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075775675","display_name":"Christoph Meier","orcid":"https://orcid.org/0000-0002-7120-6378"},"institutions":[{"id":"https://openalex.org/I202963720","display_name":"University of St.Gallen","ror":"https://ror.org/0561a3s31","country_code":"CH","type":"education","lineage":["https://openalex.org/I202963720"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Christoph Meier","raw_affiliation_strings":["University of St. Gallen, St. Gallen, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of St. Gallen, St. Gallen, Switzerland","institution_ids":["https://openalex.org/I202963720"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037189925","display_name":"Matthias Soellner","orcid":null},"institutions":[{"id":"https://openalex.org/I202963720","display_name":"University of St.Gallen","ror":"https://ror.org/0561a3s31","country_code":"CH","type":"education","lineage":["https://openalex.org/I202963720"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Matthias Soellner","raw_affiliation_strings":["University of St. Gallen, St. Gallen, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of St. Gallen, St. Gallen, Switzerland","institution_ids":["https://openalex.org/I202963720"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026372514","display_name":"Roman Rietsche","orcid":"https://orcid.org/0000-0002-6112-1709"},"institutions":[{"id":"https://openalex.org/I202963720","display_name":"University of St.Gallen","ror":"https://ror.org/0561a3s31","country_code":"CH","type":"education","lineage":["https://openalex.org/I202963720"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Roman Rietsche","raw_affiliation_strings":["University of St. Gallen, St. Gallen, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of St. Gallen, St. Gallen, Switzerland","institution_ids":["https://openalex.org/I202963720"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5044964641"],"corresponding_institution_ids":["https://openalex.org/I202963720"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":9.5077,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.97927213,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"24","issue":"4","first_page":"599","last_page":"619"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9750999808311462,"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":0.8762381076812744},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6828980445861816},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.6688880324363708},{"id":"https://openalex.org/keywords/reflection","display_name":"Reflection (computer programming)","score":0.5831741690635681},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5826610326766968},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5376687049865723},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.502479076385498},{"id":"https://openalex.org/keywords/learning-design","display_name":"Learning design","score":0.494326114654541},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.49277952313423157},{"id":"https://openalex.org/keywords/learning-sciences","display_name":"Learning sciences","score":0.485910564661026},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.46475329995155334},{"id":"https://openalex.org/keywords/digital-learning","display_name":"Digital learning","score":0.43562576174736023},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.3897901475429535},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.2948701083660126},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27059295773506165},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.19064968824386597},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.17095112800598145},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.09562644362449646}],"concepts":[{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.8762381076812744},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6828980445861816},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.6688880324363708},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.5831741690635681},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5826610326766968},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5376687049865723},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.502479076385498},{"id":"https://openalex.org/C2989099063","wikidata":"https://www.wikidata.org/wiki/Q667334","display_name":"Learning design","level":2,"score":0.494326114654541},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.49277952313423157},{"id":"https://openalex.org/C96427005","wikidata":"https://www.wikidata.org/wiki/Q98442705","display_name":"Learning sciences","level":3,"score":0.485910564661026},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.46475329995155334},{"id":"https://openalex.org/C2780468074","wikidata":"https://www.wikidata.org/wiki/Q16628824","display_name":"Digital learning","level":2,"score":0.43562576174736023},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.3897901475429535},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2948701083660126},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27059295773506165},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19064968824386597},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.17095112800598145},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.09562644362449646},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10758-019-09399-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10758-019-09399-5","pdf_url":null,"source":{"id":"https://openalex.org/S2764582272","display_name":"Technology Knowledge and Learning","issn_l":"2211-1662","issn":["2211-1662","2211-1670"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Technology, Knowledge and Learning","raw_type":"journal-article"},{"id":"pmh:oai:www.alexandria.unisg.ch:257520","is_oa":false,"landing_page_url":"http://www.alexandria.unisg.ch/257520/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400650","display_name":"Alexandria (UniSG) (University of St.Gallen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210158813","host_organization_name":"St.Gallen University of Teacher Education","host_organization_lineage":["https://openalex.org/I4210158813"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal paper"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7300000190734863,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W109702185","https://openalex.org/W125930156","https://openalex.org/W151682974","https://openalex.org/W589586069","https://openalex.org/W1537499554","https://openalex.org/W1690919088","https://openalex.org/W1940424627","https://openalex.org/W1994211543","https://openalex.org/W2008942609","https://openalex.org/W2014924105","https://openalex.org/W2039958052","https://openalex.org/W2058543300","https://openalex.org/W2070490866","https://openalex.org/W2076012863","https://openalex.org/W2079966199","https://openalex.org/W2092170583","https://openalex.org/W2095742734","https://openalex.org/W2096735168","https://openalex.org/W2098927322","https://openalex.org/W2115794341","https://openalex.org/W2117418338","https://openalex.org/W2117772101","https://openalex.org/W2123051606","https://openalex.org/W2133774075","https://openalex.org/W2138228303","https://openalex.org/W2145356869","https://openalex.org/W2146286581","https://openalex.org/W2146373740","https://openalex.org/W2155925217","https://openalex.org/W2162700863","https://openalex.org/W2166827970","https://openalex.org/W2169196271","https://openalex.org/W2172010324","https://openalex.org/W2172044485","https://openalex.org/W2187022131","https://openalex.org/W2201936699","https://openalex.org/W2327381789","https://openalex.org/W2341162996","https://openalex.org/W2412076232","https://openalex.org/W2510951250","https://openalex.org/W2515340512","https://openalex.org/W2525379498","https://openalex.org/W2549978844","https://openalex.org/W2588044829","https://openalex.org/W2625258984","https://openalex.org/W2810469950","https://openalex.org/W3016778259","https://openalex.org/W3217499814","https://openalex.org/W6604424801","https://openalex.org/W6656333382","https://openalex.org/W6685229521","https://openalex.org/W6685984234","https://openalex.org/W6760147575"],"related_works":["https://openalex.org/W2944985468","https://openalex.org/W3192299020","https://openalex.org/W2086870514","https://openalex.org/W4377140396","https://openalex.org/W2766654814","https://openalex.org/W2762145121","https://openalex.org/W3111242942","https://openalex.org/W2168156812","https://openalex.org/W1960027447","https://openalex.org/W3099414706"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
