{"id":"https://openalex.org/W3083423151","doi":"https://doi.org/10.1007/978-3-030-57717-9_22","title":"How to Design Effective Learning Analytics Indicators? A Human-Centered Design Approach","display_name":"How to Design Effective Learning Analytics Indicators? A Human-Centered Design Approach","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3083423151","doi":"https://doi.org/10.1007/978-3-030-57717-9_22","mag":"3083423151"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-57717-9_22","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-57717-9_22","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073171751","display_name":"Mohamed Amine Chatti","orcid":"https://orcid.org/0000-0002-1311-7852"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Mohamed Amine Chatti","raw_affiliation_strings":["University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079649140","display_name":"Arham Muslim","orcid":"https://orcid.org/0000-0001-8204-5082"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Arham Muslim","raw_affiliation_strings":["University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051593774","display_name":"Mouadh Guesmi","orcid":"https://orcid.org/0000-0002-4105-8896"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mouadh Guesmi","raw_affiliation_strings":["University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022209535","display_name":"Florian Richtscheid","orcid":null},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian Richtscheid","raw_affiliation_strings":["University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074012596","display_name":"Dawood Nasimi","orcid":null},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dawood Nasimi","raw_affiliation_strings":["University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016243065","display_name":"Amin Shahin","orcid":null},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Amin Shahin","raw_affiliation_strings":["University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015293748","display_name":"Ritesh Damera","orcid":null},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ritesh Damera","raw_affiliation_strings":["University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5073171751"],"corresponding_institution_ids":["https://openalex.org/I62318514"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":4.5735,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.94848604,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"303","last_page":"317"},"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":0.9941999912261963,"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/T12395","display_name":"Educational Innovations and Technology","score":0.9351999759674072,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7870978116989136},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.6118893623352051},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5998743176460266},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5517416596412659},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5297772884368896},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.5034727454185486},{"id":"https://openalex.org/keywords/user-centered-design","display_name":"User-centered design","score":0.48970654606819153},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4416177570819855},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.43174609541893005},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.42247647047042847},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.41588151454925537},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.41127341985702515},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3219503164291382},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19399040937423706},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.10953003168106079},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08743062615394592}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7870978116989136},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.6118893623352051},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5998743176460266},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5517416596412659},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5297772884368896},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.5034727454185486},{"id":"https://openalex.org/C161772715","wikidata":"https://www.wikidata.org/wiki/Q1136996","display_name":"User-centered design","level":2,"score":0.48970654606819153},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4416177570819855},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.43174609541893005},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.42247647047042847},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.41588151454925537},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.41127341985702515},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3219503164291382},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19399040937423706},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.10953003168106079},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08743062615394592},{"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/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":1,"locations":[{"id":"doi:10.1007/978-3-030-57717-9_22","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-57717-9_22","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"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.8799999952316284}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W884650706","https://openalex.org/W1823329909","https://openalex.org/W1982464953","https://openalex.org/W1987135115","https://openalex.org/W2032365340","https://openalex.org/W2102243141","https://openalex.org/W2201936699","https://openalex.org/W2229630036","https://openalex.org/W2283802758","https://openalex.org/W2509533451","https://openalex.org/W2562737314","https://openalex.org/W2611303277","https://openalex.org/W2613049552","https://openalex.org/W2616690523","https://openalex.org/W2748490932","https://openalex.org/W2781021131","https://openalex.org/W2784078400","https://openalex.org/W2789297534","https://openalex.org/W2800204907","https://openalex.org/W2887447242","https://openalex.org/W2903820655","https://openalex.org/W2916593565","https://openalex.org/W2938564459","https://openalex.org/W2947590345","https://openalex.org/W2965758769","https://openalex.org/W2965779864","https://openalex.org/W2965807777","https://openalex.org/W2966032592","https://openalex.org/W2966152243","https://openalex.org/W2989678099","https://openalex.org/W3099462790"],"related_works":["https://openalex.org/W2362367986","https://openalex.org/W348707231","https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2064719069","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2816728186","https://openalex.org/W2768832457","https://openalex.org/W2804624249"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}