{"id":"https://openalex.org/W4407841418","doi":"https://doi.org/10.1145/3706468.3706571","title":"Who Did What to Succeed? Individual Differences in Which Learning Behaviors Are Linked to Achievement","display_name":"Who Did What to Succeed? Individual Differences in Which Learning Behaviors Are Linked to Achievement","publication_year":2025,"publication_date":"2025-02-21","ids":{"openalex":"https://openalex.org/W4407841418","doi":"https://doi.org/10.1145/3706468.3706571"},"language":"en","primary_location":{"id":"doi:10.1145/3706468.3706571","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3706468.3706571","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th International Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3706468.3706571","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069067786","display_name":"Hannah Deininger","orcid":"https://orcid.org/0000-0002-8754-6123"},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hannah Deininger","raw_affiliation_strings":["Hector Research Institute of Education Sciences and Psychology, University of T\u00fcbingen, T\u00fcbingen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8754-6123","affiliations":[{"raw_affiliation_string":"Hector Research Institute of Education Sciences and Psychology, University of T\u00fcbingen, T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004818898","display_name":"Cora Parrisius","orcid":"https://orcid.org/0000-0003-1277-6028"},"institutions":[{"id":"https://openalex.org/I4210119349","display_name":"Karlsruhe University of Education","ror":"https://ror.org/01t1kq612","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210119349"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Cora Parrisius","raw_affiliation_strings":["Karlsruhe University of Education, Karlsruhe, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1277-6028","affiliations":[{"raw_affiliation_string":"Karlsruhe University of Education, Karlsruhe, Germany","institution_ids":["https://openalex.org/I4210119349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061629163","display_name":"Rosa Lavelle-Hill","orcid":"https://orcid.org/0000-0002-1767-9828"},"institutions":[{"id":"https://openalex.org/I124055696","display_name":"University of Copenhagen","ror":"https://ror.org/035b05819","country_code":"DK","type":"education","lineage":["https://openalex.org/I124055696"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Rosa Lavelle-Hill","raw_affiliation_strings":["Department of Psychology & Copenhagen Center for Social Data Science (SODAS), University of Copenhagen, Copenhagen, Denmark"],"raw_orcid":"https://orcid.org/0000-0002-1767-9828","affiliations":[{"raw_affiliation_string":"Department of Psychology & Copenhagen Center for Social Data Science (SODAS), University of Copenhagen, Copenhagen, Denmark","institution_ids":["https://openalex.org/I124055696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000361724","display_name":"Detmar Meurers","orcid":"https://orcid.org/0000-0002-9740-7442"},"institutions":[{"id":"https://openalex.org/I4210136238","display_name":"Leibniz-Institut f\u00fcr Wissensmedien","ror":"https://ror.org/03hv28176","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I4210136238"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Detmar Meurers","raw_affiliation_strings":["Language and AI in Education Lab, Leibniz Institut f\u00fcr Wissensmedien (IWM), T\u00fcbingen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9740-7442","affiliations":[{"raw_affiliation_string":"Language and AI in Education Lab, Leibniz Institut f\u00fcr Wissensmedien (IWM), T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I4210136238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086577266","display_name":"Ulrich Trautwein","orcid":"https://orcid.org/0000-0003-0647-0057"},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ulrich Trautwein","raw_affiliation_strings":["Hector Research Institute of Education Sciences and Psychology, University of T\u00fcbingen, T\u00fcbingen, Germany"],"raw_orcid":"https://orcid.org/0000-0003-0647-0057","affiliations":[{"raw_affiliation_string":"Hector Research Institute of Education Sciences and Psychology, University of T\u00fcbingen, T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086840674","display_name":"Benjamin Nagengast","orcid":"https://orcid.org/0000-0001-9868-8322"},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benjamin Nagengast","raw_affiliation_strings":["Hector Research Institute of Education Sciences and Psychology, University of T\u00fcbingen, T\u00fcbingen, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9868-8322","affiliations":[{"raw_affiliation_string":"Hector Research Institute of Education Sciences and Psychology, University of T\u00fcbingen, T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024434748","display_name":"Gjergji Kasneci","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gjergji Kasneci","raw_affiliation_strings":["Responsible Data Science, Technical University of Munich, Munich, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3123-7268","affiliations":[{"raw_affiliation_string":"Responsible Data Science, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.7684,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.92587979,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"771","last_page":"782"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10547","display_name":"Education, Achievement, and Giftedness","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10547","display_name":"Education, Achievement, and Giftedness","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9908000230789185,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9847999811172485,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5551681518554688},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.35778796672821045}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5551681518554688},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.35778796672821045}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3706468.3706571","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3706468.3706571","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th International Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/f3c743e4-1d1a-421d-aa42-1a212ff3534d","is_oa":true,"landing_page_url":"https://researchprofiles.ku.dk/da/publications/f3c743e4-1d1a-421d-aa42-1a212ff3534d","pdf_url":"https://curis.ku.dk/ws/files/449084771/3706468.3706571.pdf","source":{"id":"https://openalex.org/S4306401983","display_name":"Research at the University of Copenhagen (University of Copenhagen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I124055696","host_organization_name":"University of Copenhagen","host_organization_lineage":["https://openalex.org/I124055696"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Deininger , H , Parrisius , C , Lavelle-Hill , R , Meurers , D , Trautwein , U , Nagengast , B & Kasneci , G 2025 , ' Who Did What to Succeed? Individual Differences in Which Learning Behaviors Are Linked to Achievement ' , pp. 771-782 . https://doi.org/10.1145/3706468.3706571","raw_type":"conferenceObject"}],"best_oa_location":{"id":"doi:10.1145/3706468.3706571","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3706468.3706571","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th International Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.47999998927116394,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G24223252","display_name":null,"funder_award_id":"01JD1905B","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G4149812535","display_name":null,"funder_award_id":"01JD1905A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W55766588","https://openalex.org/W181005589","https://openalex.org/W1976445490","https://openalex.org/W1985824294","https://openalex.org/W2099506356","https://openalex.org/W2135046866","https://openalex.org/W2143697658","https://openalex.org/W2150454725","https://openalex.org/W2163908784","https://openalex.org/W2202037140","https://openalex.org/W2270330859","https://openalex.org/W2295598076","https://openalex.org/W2298286935","https://openalex.org/W2487232167","https://openalex.org/W2523966852","https://openalex.org/W2600289216","https://openalex.org/W2605961645","https://openalex.org/W2775105814","https://openalex.org/W2793111457","https://openalex.org/W2909913588","https://openalex.org/W2911964244","https://openalex.org/W2915228251","https://openalex.org/W2940874868","https://openalex.org/W2966459550","https://openalex.org/W2971031547","https://openalex.org/W2974818925","https://openalex.org/W3000065748","https://openalex.org/W3010762470","https://openalex.org/W3031051743","https://openalex.org/W3080409934","https://openalex.org/W3110435694","https://openalex.org/W3165716486","https://openalex.org/W3194043681","https://openalex.org/W3202428668","https://openalex.org/W4206060008","https://openalex.org/W4213102919","https://openalex.org/W4220880451","https://openalex.org/W4236708977","https://openalex.org/W4283798967","https://openalex.org/W4293168492","https://openalex.org/W4296194839","https://openalex.org/W4297145287","https://openalex.org/W4301221590","https://openalex.org/W4376111157","https://openalex.org/W4381956155","https://openalex.org/W4386646794","https://openalex.org/W4392445341","https://openalex.org/W4396680956","https://openalex.org/W4399465180","https://openalex.org/W4402666794","https://openalex.org/W4403862896","https://openalex.org/W4404922898","https://openalex.org/W4411392672","https://openalex.org/W6944921962"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"It":[0],"is":[1],"commonly":[2],"assumed":[3],"that":[4,122,162],"digital":[5],"learning":[6,14,31,80,88,116,163,190,195],"environments":[7],"such":[8],"as":[9,43],"intelligent":[10,38],"tutoring":[11,39],"systems":[12,191],"facilitate":[13],"and":[15,33,60,77,109,130,137,145,148,156,173,181],"positively":[16],"impact":[17,98],"achievement.":[18],"This":[19,183],"study":[20],"explores":[21],"how":[22],"different":[23],"groups":[24],"of":[25,99,188],"students":[26,71,172],"exhibit":[27],"distinct":[28,115],"relationships":[29],"between":[30],"behaviors":[32,89,164],"academic":[34,169],"achievement":[35],"in":[36,127],"an":[37],"system":[40],"for":[41],"English":[42,84],"a":[44,149],"foreign":[45],"language.":[46],"We":[47,62],"examined":[48],"whether":[49],"these":[50,123],"differences":[51],"are":[52,165,174],"linked":[53,166],"to":[54,82,168,177,192],"students\u2019":[55],"prior":[56,128,135,143,154,179],"knowledge,":[57],"personality":[58],"traits,":[59],"motivation.":[61,158,182],"collected":[63],"behavioral":[64],"trace":[65],"data":[66],"from":[67],"507":[68],"German":[69],"seventh-grade":[70],"during":[72],"the":[73,97,104,186],"2021/22":[74],"school":[75],"year":[76],"applied":[78,103],"machine":[79],"models":[81],"predict":[83],"performance":[85],"based":[86],"on":[87],"(best-performing":[90],"model\u2019s":[91],"2":[92],"=":[93],".41).":[94],"To":[95],"understand":[96],"specific":[100],"behaviors,":[101],"we":[102],"explainable":[105],"AI":[106],"method":[107],"SHAP":[108],"identified":[110],"three":[111],"student":[112],"clusters":[113,124],"with":[114,133,141,151],"behavior":[117],"patterns.":[118],"Subsequent":[119],"analyses":[120],"revealed":[121],"also":[125],"varied":[126],"knowledge":[129,136,144,155,180],"motivation:":[131],"one":[132],"high":[134],"average":[138,146],"motivation,":[139,147],"another":[140],"low":[142,153,157],"third":[150],"both":[152],"Our":[159],"findings":[160],"suggest":[161],"differently":[167],"success":[170],"across":[171],"closely":[175],"tied":[176],"their":[178],"hints":[184],"towards":[185],"importance":[187],"personalizing":[189],"support":[193],"individual":[194],"needs":[196],"better.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-24T07:32:12.397491","created_date":"2025-10-10T00:00:00"}