{"id":"https://openalex.org/W4392445414","doi":"https://doi.org/10.1145/3636555.3636884","title":"Have Learning Analytics Dashboards Lived Up to the Hype? A Systematic Review of Impact on Students' Achievement, Motivation, Participation and Attitude","display_name":"Have Learning Analytics Dashboards Lived Up to the Hype? A Systematic Review of Impact on Students' Achievement, Motivation, Participation and Attitude","publication_year":2024,"publication_date":"2024-03-05","ids":{"openalex":"https://openalex.org/W4392445414","doi":"https://doi.org/10.1145/3636555.3636884"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636555.3636884","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636884","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"review","type_crossref":"proceedings-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636884","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029483339","display_name":"Rogers Kaliisa","orcid":"https://orcid.org/0000-0001-6528-8517"},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"funder","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Rogers Kaliisa","raw_affiliation_strings":["Department of Education, University of Oslo, Norway"],"affiliations":[{"raw_affiliation_string":"Department of Education, University of Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084730893","display_name":"Kamila Misiejuk","orcid":"https://orcid.org/0000-0003-0761-8703"},"institutions":[{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"funder","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Kamila Misiejuk","raw_affiliation_strings":["Center for Science of Learning & Technology, University of Bergen, Norway"],"affiliations":[{"raw_affiliation_string":"Center for Science of Learning & Technology, University of Bergen, Norway","institution_ids":["https://openalex.org/I4432739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035103260","display_name":"Sonsoles L\u00f3pez\u2010Pernas","orcid":"https://orcid.org/0000-0002-9621-1392"},"institutions":[{"id":"https://openalex.org/I4210107997","display_name":"Finland University","ror":"https://ror.org/014rks409","country_code":"FI","type":"education","lineage":["https://openalex.org/I4210107997"]},{"id":"https://openalex.org/I175532246","display_name":"University of Eastern Finland","ror":"https://ror.org/00cyydd11","country_code":"FI","type":"funder","lineage":["https://openalex.org/I175532246"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Sonsoles L\u00f3pez-Pernas","raw_affiliation_strings":["School of Computing, University of Eastern Finland, Finland"],"affiliations":[{"raw_affiliation_string":"School of Computing, University of Eastern Finland, Finland","institution_ids":["https://openalex.org/I4210107997","https://openalex.org/I175532246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068056028","display_name":"Mohammad Khalil","orcid":"https://orcid.org/0000-0002-6860-4404"},"institutions":[{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"funder","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Mohammad Khalil","raw_affiliation_strings":["Center for Science of Learning & Technology, University of Bergen, Norway"],"affiliations":[{"raw_affiliation_string":"Center for Science of Learning & Technology, University of Bergen, Norway","institution_ids":["https://openalex.org/I4432739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051595913","display_name":"Mohammed Saqr","orcid":"https://orcid.org/0000-0001-5881-3109"},"institutions":[{"id":"https://openalex.org/I4210107997","display_name":"Finland University","ror":"https://ror.org/014rks409","country_code":"FI","type":"education","lineage":["https://openalex.org/I4210107997"]},{"id":"https://openalex.org/I175532246","display_name":"University of Eastern Finland","ror":"https://ror.org/00cyydd11","country_code":"FI","type":"funder","lineage":["https://openalex.org/I175532246"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mohammed Saqr","raw_affiliation_strings":["School of Computing, University of Eastern Finland, Finland"],"affiliations":[{"raw_affiliation_string":"School of Computing, University of Eastern Finland, Finland","institution_ids":["https://openalex.org/I4210107997","https://openalex.org/I175532246"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.214,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.993631,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"295","last_page":"304"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998,"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":0.9998,"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/T10162","display_name":"Online and Blended Learning","score":0.9431,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14246","display_name":"E-Learning and Knowledge Management","score":0.9348,"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/dashboard","display_name":"Dashboard","score":0.7693064},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning Analytics","score":0.57896316}],"concepts":[{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.7693064},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.57896316},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5430609},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.46983024},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4310324},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38377324},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.33818173},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.30596864},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636555.3636884","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636884","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2312.15042","pdf_url":"https://arxiv.org/pdf/2312.15042","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1145/3636555.3636884","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3636555.3636884","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"display_name":"Quality education","score":0.44,"id":"https://metadata.un.org/sdg/4"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":37,"referenced_works":["https://openalex.org/W1897126621","https://openalex.org/W1982464953","https://openalex.org/W2033281892","https://openalex.org/W2102243141","https://openalex.org/W2509533451","https://openalex.org/W2593925341","https://openalex.org/W2594126346","https://openalex.org/W2745945089","https://openalex.org/W2748490932","https://openalex.org/W2796460143","https://openalex.org/W2799928688","https://openalex.org/W2917484583","https://openalex.org/W2941040799","https://openalex.org/W2946580964","https://openalex.org/W2982463400","https://openalex.org/W3033281914","https://openalex.org/W3034267728","https://openalex.org/W3036522745","https://openalex.org/W3091929488","https://openalex.org/W3092086518","https://openalex.org/W3107123665","https://openalex.org/W3118997798","https://openalex.org/W3130473949","https://openalex.org/W3146142859","https://openalex.org/W3149880464","https://openalex.org/W3153502039","https://openalex.org/W3164247685","https://openalex.org/W3186154707","https://openalex.org/W3213654060","https://openalex.org/W3216898476","https://openalex.org/W4214818361","https://openalex.org/W4246747734","https://openalex.org/W4286433459","https://openalex.org/W4295018402","https://openalex.org/W4299627282","https://openalex.org/W4367670172","https://openalex.org/W4386279613"],"related_works":["https://openalex.org/W4391160349","https://openalex.org/W4379434981","https://openalex.org/W4321608238","https://openalex.org/W4312251268","https://openalex.org/W4225907471","https://openalex.org/W3134741836","https://openalex.org/W3034267728","https://openalex.org/W2594203497","https://openalex.org/W2588291961","https://openalex.org/W2113723816"],"abstract_inverted_index":{"While":[0],"learning":[1,22,42,168,219,234],"analytics":[2],"dashboards":[3],"(LADs)":[4],"are":[5],"the":[6,28,36,60,68,98,106,131,182,202,228],"most":[7],"common":[8],"form":[9],"of":[10,30,38,70,95,108,192,227,230],"LA":[11],"intervention,":[12],"there":[13,54],"is":[14,55],"limited":[15,82],"evidence":[16,57,83],"regarding":[17],"their":[18],"impact":[19,37,107,146],"on":[20,40,110,147,176],"students'":[21,41],"outcomes.":[23],"This":[24],"systematic":[25],"review":[26],"synthesizes":[27],"findings":[29],"38":[31],"research":[32,203],"studies":[33,75,89,129,151],"to":[34,58,67,136,154,187,232],"investigate":[35],"LADs":[39,63,109,141,160,231],"outcomes,":[43],"encompassing":[44],"achievement,":[45],"participation,":[46],"motivation,":[47],"and":[48,93,112,164,189,213,236,242],"attitudes.":[49],"As":[50],"we":[51],"currently":[52],"stand,":[53],"no":[56],"support":[59],"conclusion":[61],"that":[62,159,184],"have":[64],"lived":[65],"up":[66],"promise":[69],"improving":[71],"academic":[72],"achievement.":[73],"Most":[74],"reported":[76,152],"negligible":[77],"or":[78],"small":[79],"effects,":[80],"with":[81,101,116],"from":[84],"well-powered":[85],"controlled":[86],"experiments.":[87],"Many":[88],"merely":[90],"compared":[91],"users":[92],"non-users":[94],"LADs,":[96,206],"confounding":[97],"dashboard":[99],"effect":[100,156],"student":[102,148],"engagement":[103,163],"levels.":[104],"Similarly,":[105],"motivation":[111],"attitudes":[113],"appeared":[114],"modest,":[115],"only":[117],"a":[118,143,190],"few":[119],"exceptions":[120],"demonstrating":[121],"significant":[122],"effects.":[123],"Small":[124],"sample":[125],"sizes":[126],"in":[127,166],"these":[128,138],"highlight":[130],"need":[132],"for":[133,205,217,240],"larger-scale":[134],"investigations":[135],"validate":[137],"findings.":[139],"Notably,":[140],"showed":[142],"relatively":[144],"substantial":[145],"participation.":[149],"Several":[150],"medium":[153],"large":[155],"sizes,":[157],"suggesting":[158],"can":[161],"promote":[162],"interaction":[165],"online":[167],"environments.":[169],"However,":[170],"methodological":[171],"shortcomings,":[172],"such":[173],"as":[174,197],"reliance":[175],"traditional":[177],"evaluation":[178],"methods,":[179],"self-selection":[180],"bias,":[181],"assumption":[183],"access":[185],"equates":[186],"usage,":[188],"lack":[191],"standardized":[193],"assessment":[194,211],"tools,":[195],"emerged":[196],"recurring":[198],"issues.":[199],"To":[200],"advance":[201,224],"line":[204],"researchers":[207,243],"should":[208],"use":[209],"rigorous":[210],"methods":[212],"establish":[214],"clear":[215],"standards":[216],"evaluating":[218],"constructs.":[220],"Such":[221],"efforts":[222],"will":[223],"our":[225],"understanding":[226],"potential":[229],"enhance":[233],"outcomes":[235],"provide":[237],"valuable":[238],"insights":[239],"educators":[241],"alike.":[244]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4392445414","counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":7}],"updated_date":"2025-03-28T08:06:37.631771","created_date":"2024-03-06"}