{"id":"https://openalex.org/W2753845369","doi":"https://doi.org/10.1007/978-3-319-66610-5_16","title":"Opportunities and Challenges in Using Learning Analytics in Learning Design","display_name":"Opportunities and Challenges in Using Learning Analytics in Learning Design","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2753845369","doi":"https://doi.org/10.1007/978-3-319-66610-5_16","mag":"2753845369"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-66610-5_16","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-66610-5_16","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research.ou.nl/en/publications/14273c08-7ee8-4e79-b24e-faa4740bc26f","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018793187","display_name":"Marcel Schmitz","orcid":"https://orcid.org/0000-0002-1816-6178"},"institutions":[{"id":"https://openalex.org/I193397943","display_name":"Zuyd University of Applied Sciences","ror":"https://ror.org/02m6k0m40","country_code":"NL","type":"education","lineage":["https://openalex.org/I193397943"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marcel Schmitz","raw_affiliation_strings":["Zuyd University of Applied Sciences, Nieuw Eyckholt 300, 6419 AT, Heerlen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Zuyd University of Applied Sciences, Nieuw Eyckholt 300, 6419 AT, Heerlen, The Netherlands","institution_ids":["https://openalex.org/I193397943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027467423","display_name":"Evelien van Limbeek","orcid":null},"institutions":[{"id":"https://openalex.org/I193397943","display_name":"Zuyd University of Applied Sciences","ror":"https://ror.org/02m6k0m40","country_code":"NL","type":"education","lineage":["https://openalex.org/I193397943"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Evelien van Limbeek","raw_affiliation_strings":["Zuyd University of Applied Sciences, Nieuw Eyckholt 300, 6419 AT, Heerlen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Zuyd University of Applied Sciences, Nieuw Eyckholt 300, 6419 AT, Heerlen, The Netherlands","institution_ids":["https://openalex.org/I193397943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011667180","display_name":"Wolfgang Greller","orcid":"https://orcid.org/0000-0002-3571-0593"},"institutions":[{"id":"https://openalex.org/I4210099803","display_name":"P\u00e4dagogische Hochschule Wien","ror":"https://ror.org/0105rz203","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210099803"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Wolfgang Greller","raw_affiliation_strings":["Vienna University of Education, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Vienna University of Education, Vienna, Austria","institution_ids":["https://openalex.org/I4210099803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031402391","display_name":"Peter Sloep","orcid":"https://orcid.org/0000-0003-4009-4980"},"institutions":[{"id":"https://openalex.org/I7876267","display_name":"Open University of the Netherlands","ror":"https://ror.org/018dfmf50","country_code":"NL","type":"education","lineage":["https://openalex.org/I7876267"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Peter Sloep","raw_affiliation_strings":["Open University, Valkenburgerweg 177, 6419 AT, Heerlen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Open University, Valkenburgerweg 177, 6419 AT, Heerlen, The Netherlands","institution_ids":["https://openalex.org/I7876267"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027722484","display_name":"Hendrik Drachsler","orcid":"https://orcid.org/0000-0001-8407-5314"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]},{"id":"https://openalex.org/I4210138519","display_name":"DIPF | Leibniz Institute for Research and Information in Education","ror":"https://ror.org/0327sr118","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210138519"]},{"id":"https://openalex.org/I7876267","display_name":"Open University of the Netherlands","ror":"https://ror.org/018dfmf50","country_code":"NL","type":"education","lineage":["https://openalex.org/I7876267"]}],"countries":["DE","NL"],"is_corresponding":false,"raw_author_name":"Hendrik Drachsler","raw_affiliation_strings":["German Institute for International Educational Research (DIPF), Frankfurt, Germany","German Institute for International Educational Research, Goethe University, Frankfurt, Germany","Goethe University, Frankfurt, Germany","Open University, Valkenburgerweg 177, 6419 AT, Heerlen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"German Institute for International Educational Research (DIPF), Frankfurt, Germany","institution_ids":["https://openalex.org/I4210138519"]},{"raw_affiliation_string":"German Institute for International Educational Research, Goethe University, Frankfurt, Germany","institution_ids":["https://openalex.org/I114090438","https://openalex.org/I4210138519"]},{"raw_affiliation_string":"Goethe University, Frankfurt, Germany","institution_ids":["https://openalex.org/I114090438"]},{"raw_affiliation_string":"Open University, Valkenburgerweg 177, 6419 AT, Heerlen, The Netherlands","institution_ids":["https://openalex.org/I7876267"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5011667180"],"corresponding_institution_ids":["https://openalex.org/I4210099803"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":6.9466,"has_fulltext":false,"cited_by_count":41,"citation_normalized_percentile":{"value":0.97233748,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"209","last_page":"223"},"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":0.9847999811172485,"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":0.9532999992370605,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8511813879013062},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.6446029543876648},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6016047596931458},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4115336835384369},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.39599359035491943},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.36101049184799194},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3513662815093994}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8511813879013062},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.6446029543876648},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6016047596931458},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4115336835384369},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39599359035491943},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.36101049184799194},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3513662815093994}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-319-66610-5_16","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-319-66610-5_16","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:dspace.ou.nl:1820/8907","is_oa":false,"landing_page_url":"http://hdl.handle.net/1820/8907","pdf_url":null,"source":{"id":"https://openalex.org/S4306401002","display_name":"DSpace (Open University in the Netherlands)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I7876267","host_organization_name":"Open University of the Netherlands","host_organization_lineage":["https://openalex.org/I7876267"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference paper"},{"id":"pmh:ou:oai:research.ou.nl:publications/14273c08-7ee8-4e79-b24e-faa4740bc26f","is_oa":true,"landing_page_url":"https://research.ou.nl/en/publications/14273c08-7ee8-4e79-b24e-faa4740bc26f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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":"Data Driven Approaches in Digital Education.: 12th European Conference on Technology Enhanced Learning, EC-TEL 2017, Tallinn, Estonia, September 12\u201315, 2017, Proceedings, 209 - 223","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":{"id":"pmh:ou:oai:research.ou.nl:publications/14273c08-7ee8-4e79-b24e-faa4740bc26f","is_oa":true,"landing_page_url":"https://research.ou.nl/en/publications/14273c08-7ee8-4e79-b24e-faa4740bc26f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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":"Data Driven Approaches in Digital Education.: 12th European Conference on Technology Enhanced Learning, EC-TEL 2017, Tallinn, Estonia, September 12\u201315, 2017, Proceedings, 209 - 223","raw_type":"info:eu-repo/semantics/conferencepaper"},"sustainable_development_goals":[{"score":0.6700000166893005,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1773851","https://openalex.org/W1561697184","https://openalex.org/W1569654560","https://openalex.org/W1918816297","https://openalex.org/W1960322191","https://openalex.org/W1974171848","https://openalex.org/W1981990385","https://openalex.org/W1985375307","https://openalex.org/W2015279421","https://openalex.org/W2032365340","https://openalex.org/W2046131241","https://openalex.org/W2066806772","https://openalex.org/W2068552214","https://openalex.org/W2070635017","https://openalex.org/W2082295504","https://openalex.org/W2086235321","https://openalex.org/W2093950336","https://openalex.org/W2095907159","https://openalex.org/W2098142390","https://openalex.org/W2102243141","https://openalex.org/W2104528772","https://openalex.org/W2122861094","https://openalex.org/W2126705295","https://openalex.org/W2143959207","https://openalex.org/W2146286581","https://openalex.org/W2147557780","https://openalex.org/W2149208405","https://openalex.org/W2165196259","https://openalex.org/W2166827970","https://openalex.org/W2168156812","https://openalex.org/W2172044485","https://openalex.org/W2189020589","https://openalex.org/W2193902461","https://openalex.org/W2202037140","https://openalex.org/W2340745850","https://openalex.org/W2341162996","https://openalex.org/W2503288504","https://openalex.org/W2509533451","https://openalex.org/W2529553635","https://openalex.org/W2573894086","https://openalex.org/W2588458854","https://openalex.org/W2591717377","https://openalex.org/W2592547188","https://openalex.org/W2594116634","https://openalex.org/W2601212389","https://openalex.org/W2608295063","https://openalex.org/W2724824384","https://openalex.org/W2748490932","https://openalex.org/W2753616921","https://openalex.org/W2762917228","https://openalex.org/W2785878008","https://openalex.org/W2799891318","https://openalex.org/W3016778259","https://openalex.org/W4285719527","https://openalex.org/W4299684759"],"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":null,"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
