{"id":"https://openalex.org/W2738362383","doi":"https://doi.org/10.1007/s10758-017-9330-3","title":"Inferring Learning from Big Data: The Importance of a Transdisciplinary and Multidimensional Approach","display_name":"Inferring Learning from Big Data: The Importance of a Transdisciplinary and Multidimensional Approach","publication_year":2017,"publication_date":"2017-07-21","ids":{"openalex":"https://openalex.org/W2738362383","doi":"https://doi.org/10.1007/s10758-017-9330-3","mag":"2738362383"},"language":"en","primary_location":{"id":"doi:10.1007/s10758-017-9330-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10758-017-9330-3","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":true,"oa_status":"green","oa_url":"https://hdl.handle.net/20.500.11820/b404a8f9-e94f-4eab-84ee-6ad06db60acd","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069874026","display_name":"Jason M. Lodge","orcid":"https://orcid.org/0000-0001-6330-6160"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]},{"id":"https://openalex.org/I2802046543","display_name":"Victorian Curriculum and Assessment Authority","ror":"https://ror.org/02w6dpq08","country_code":"AU","type":"government","lineage":["https://openalex.org/I2801244131","https://openalex.org/I2802046543","https://openalex.org/I4210132500"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Jason M. Lodge","raw_affiliation_strings":["Melbourne Centre for the Study of Higher Education, University of Melbourne, Melbourne, Australia"],"affiliations":[{"raw_affiliation_string":"Melbourne Centre for the Study of Higher Education, University of Melbourne, Melbourne, Australia","institution_ids":["https://openalex.org/I2802046543","https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000767661","display_name":"Sakinah S. J. Alhadad","orcid":"https://orcid.org/0000-0002-0883-1883"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sakinah S. J. Alhadad","raw_affiliation_strings":["Learning Futures, Griffith University, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"Learning Futures, Griffith University, Brisbane, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087977748","display_name":"Melinda Lewis","orcid":"https://orcid.org/0000-0003-2415-148X"},"institutions":[{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Melinda J. Lewis","raw_affiliation_strings":["Learning Academy, Division of Student Learning, Charles Sturt University, Bathurst, Australia"],"affiliations":[{"raw_affiliation_string":"Learning Academy, Division of Student Learning, Charles Sturt University, Bathurst, Australia","institution_ids":["https://openalex.org/I153230381"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036855560","display_name":"Dragan Ga\u0161evi\u0107","orcid":"https://orcid.org/0000-0001-9265-1908"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dragan Ga\u0161evi\u0107","raw_affiliation_strings":["School of Education and Informatics, University of Edinburgh, Edinburgh, Scotland, UK"],"affiliations":[{"raw_affiliation_string":"School of Education and Informatics, University of Edinburgh, Edinburgh, Scotland, UK","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5069874026"],"corresponding_institution_ids":["https://openalex.org/I165779595","https://openalex.org/I2802046543"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":6.269,"has_fulltext":false,"cited_by_count":49,"citation_normalized_percentile":{"value":0.96266507,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"22","issue":"3","first_page":"385","last_page":"400"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9991999864578247,"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":0.9991999864578247,"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/T14347","display_name":"Big Data and Digital Economy","score":0.9761000275611877,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9757999777793884,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.8008173704147339},{"id":"https://openalex.org/keywords/discipline","display_name":"Discipline","score":0.624481201171875},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6040858030319214},{"id":"https://openalex.org/keywords/conversation","display_name":"Conversation","score":0.559838593006134},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5097043514251709},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.49712565541267395},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.4656456410884857},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.43391308188438416},{"id":"https://openalex.org/keywords/educational-research","display_name":"Educational research","score":0.4159521460533142},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.3359048366546631},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.13527536392211914},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.09728187322616577},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.08711481094360352}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.8008173704147339},{"id":"https://openalex.org/C8795937","wikidata":"https://www.wikidata.org/wiki/Q11862829","display_name":"Discipline","level":2,"score":0.624481201171875},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6040858030319214},{"id":"https://openalex.org/C2777200299","wikidata":"https://www.wikidata.org/wiki/Q52943","display_name":"Conversation","level":2,"score":0.559838593006134},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5097043514251709},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.49712565541267395},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.4656456410884857},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.43391308188438416},{"id":"https://openalex.org/C36727532","wikidata":"https://www.wikidata.org/wiki/Q861399","display_name":"Educational research","level":2,"score":0.4159521460533142},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3359048366546631},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.13527536392211914},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.09728187322616577},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.08711481094360352},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.1007/s10758-017-9330-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10758-017-9330-3","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:espace.library.uq.edu.au:UQ:720094","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402388","display_name":"Queensland's institutional digital repository (The University of Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165143802","host_organization_name":"The University of Queensland","host_organization_lineage":["https://openalex.org/I165143802"],"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 Article"},{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/282965","is_oa":false,"landing_page_url":"http://hdl.handle.net/11343/282965","pdf_url":null,"source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"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 Article"},{"id":"pmh:oai:pure.ed.ac.uk:openaire/b404a8f9-e94f-4eab-84ee-6ad06db60acd","is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.11820/b404a8f9-e94f-4eab-84ee-6ad06db60acd","pdf_url":null,"source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lodge, J, Alhadad, S, Lewis, M & Gasevic, D 2017, 'Inferring learning from big data : The importance of a transdisciplinary and multidimensional approach', Technology, Knowledge and Learning, vol. 22, no. 3, pp. 385\u2013400. https://doi.org/10.1007/s10758-017-9330-3","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.ed.ac.uk:publications/b404a8f9-e94f-4eab-84ee-6ad06db60acd","is_oa":true,"landing_page_url":"https://www.research.ed.ac.uk/en/publications/b404a8f9-e94f-4eab-84ee-6ad06db60acd","pdf_url":null,"source":{"id":"https://openalex.org/S4406922455","display_name":"Edinburgh Research Explorer","issn_l":null,"issn":null,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lodge, J, Alhadad, S, Lewis, M & Gasevic, D 2017, 'Inferring learning from big data : The importance of a transdisciplinary and multidimensional approach', Technology, Knowledge and Learning, vol. 22, no. 3, pp. 385\u2013400. https://doi.org/10.1007/s10758-017-9330-3","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.ed.ac.uk:publications/b404a8f9-e94f-4eab-84ee-6ad06db60acd","is_oa":false,"landing_page_url":"https://www.research.ed.ac.uk/portal/en/publications/inferring-learning-from-big-data(b404a8f9-e94f-4eab-84ee-6ad06db60acd).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/342955","is_oa":false,"landing_page_url":"http://hdl.handle.net/10072/342955","pdf_url":null,"source":{"id":"https://openalex.org/S4306402548","display_name":"Griffith Research Online (Griffith University, Queensland, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11701301","host_organization_name":"Griffith University","host_organization_lineage":["https://openalex.org/I11701301"],"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 article"}],"best_oa_location":{"id":"pmh:oai:pure.ed.ac.uk:openaire/b404a8f9-e94f-4eab-84ee-6ad06db60acd","is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.11820/b404a8f9-e94f-4eab-84ee-6ad06db60acd","pdf_url":null,"source":{"id":"https://openalex.org/S4306400321","display_name":"Edinburgh Research Explorer (University of Edinburgh)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98677209","host_organization_name":"University of Edinburgh","host_organization_lineage":["https://openalex.org/I98677209"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Lodge, J, Alhadad, S, Lewis, M & Gasevic, D 2017, 'Inferring learning from big data : The importance of a transdisciplinary and multidimensional approach', Technology, Knowledge and Learning, vol. 22, no. 3, pp. 385\u2013400. https://doi.org/10.1007/s10758-017-9330-3","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"score":0.6100000143051147,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G3546766280","display_name":null,"funder_award_id":"SR120300015","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W43336110","https://openalex.org/W81360671","https://openalex.org/W150706704","https://openalex.org/W262569669","https://openalex.org/W318358118","https://openalex.org/W1470195681","https://openalex.org/W1502638485","https://openalex.org/W1566276254","https://openalex.org/W1928697341","https://openalex.org/W1982464953","https://openalex.org/W1989529511","https://openalex.org/W2001128846","https://openalex.org/W2003198118","https://openalex.org/W2026536695","https://openalex.org/W2026567561","https://openalex.org/W2030360178","https://openalex.org/W2037935612","https://openalex.org/W2046339686","https://openalex.org/W2047926687","https://openalex.org/W2050422495","https://openalex.org/W2062572654","https://openalex.org/W2078482049","https://openalex.org/W2082009863","https://openalex.org/W2085565683","https://openalex.org/W2088563966","https://openalex.org/W2112127254","https://openalex.org/W2113742419","https://openalex.org/W2128000797","https://openalex.org/W2143959207","https://openalex.org/W2162514565","https://openalex.org/W2162764535","https://openalex.org/W2162821268","https://openalex.org/W2166823678","https://openalex.org/W2167619051","https://openalex.org/W2174320964","https://openalex.org/W2199012112","https://openalex.org/W2199728623","https://openalex.org/W2202037140","https://openalex.org/W2289217536","https://openalex.org/W2332714164","https://openalex.org/W2338724223","https://openalex.org/W2339175420","https://openalex.org/W2339255380","https://openalex.org/W2346989907","https://openalex.org/W2478624023","https://openalex.org/W2484430787","https://openalex.org/W2487423761","https://openalex.org/W2506452353","https://openalex.org/W2520924138","https://openalex.org/W2569259520","https://openalex.org/W2588386726","https://openalex.org/W2618132780","https://openalex.org/W2800729498","https://openalex.org/W2893121104","https://openalex.org/W2955452268","https://openalex.org/W3215907522","https://openalex.org/W4229815493","https://openalex.org/W4242390622","https://openalex.org/W4249395625","https://openalex.org/W4298344532","https://openalex.org/W4301914006","https://openalex.org/W4382281464","https://openalex.org/W4402287490","https://openalex.org/W6603327141","https://openalex.org/W6606130373","https://openalex.org/W6659517344","https://openalex.org/W6672191648","https://openalex.org/W6672752436","https://openalex.org/W6755139201","https://openalex.org/W6807770919","https://openalex.org/W7067069854"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4405901645","https://openalex.org/W4394895745","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W4377140396","https://openalex.org/W1966292735","https://openalex.org/W2517956086","https://openalex.org/W2948509443"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":1}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}