{"id":"https://openalex.org/W7160299257","doi":"https://doi.org/10.48550/arxiv.2605.01400","title":"Investigating the Effects of Different Levels of User Control in an Interactive Educational Recommender System","display_name":"Investigating the Effects of Different Levels of User Control in an Interactive Educational Recommender System","publication_year":2026,"publication_date":"2026-05-02","ids":{"openalex":"https://openalex.org/W7160299257","doi":"https://doi.org/10.48550/arxiv.2605.01400"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.01400","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.01400","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":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":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.01400","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135320712","display_name":"Qurat Ul Ain","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ain, Qurat Ul","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135349031","display_name":"Mohamed Amine Chatti","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chatti, Mohamed Amine","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082019504","display_name":"William Kana Tsoplefack","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tsoplefack, William Kana","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135359567","display_name":"Rawaa Alatrash","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alatrash, Rawaa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5135399396","display_name":"Shoeb Joarder","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Joarder, Shoeb","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.34279999136924744,"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"}},"topics":[{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.34279999136924744,"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"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.2295999974012375,"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/T11122","display_name":"Online Learning and Analytics","score":0.12150000035762787,"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/control","display_name":"Control (management)","score":0.7397000193595886},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5742999911308289},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5490999817848206},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.515999972820282},{"id":"https://openalex.org/keywords/perceived-control","display_name":"Perceived control","score":0.4916999936103821},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.47929999232292175},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.4778999984264374},{"id":"https://openalex.org/keywords/user-modeling","display_name":"User modeling","score":0.4498000144958496}],"concepts":[{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.7397000193595886},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6617000102996826},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5742999911308289},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5490999817848206},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.515999972820282},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5131999850273132},{"id":"https://openalex.org/C2778967200","wikidata":"https://www.wikidata.org/wiki/Q22813086","display_name":"Perceived control","level":2,"score":0.4916999936103821},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.47929999232292175},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.4778999984264374},{"id":"https://openalex.org/C67712803","wikidata":"https://www.wikidata.org/wiki/Q7901853","display_name":"User modeling","level":3,"score":0.4498000144958496},{"id":"https://openalex.org/C63880386","wikidata":"https://www.wikidata.org/wiki/Q5157592","display_name":"Computer user satisfaction","level":4,"score":0.4090000092983246},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.38850000500679016},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.38350000977516174},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.36169999837875366},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.33820000290870667},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.32429999113082886},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2757999897003174},{"id":"https://openalex.org/C2776716048","wikidata":"https://www.wikidata.org/wiki/Q6045290","display_name":"Interactive Learning","level":2,"score":0.27320000529289246},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.2696000039577484},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.265500009059906},{"id":"https://openalex.org/C3019940508","wikidata":"https://www.wikidata.org/wiki/Q185957","display_name":"Perceived quality","level":3,"score":0.260699987411499},{"id":"https://openalex.org/C3017568202","wikidata":"https://www.wikidata.org/wiki/Q2899888","display_name":"User needs","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.01400","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.01400","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":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":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.01400","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.01400","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":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":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Educational":[0],"recommender":[1],"systems":[2],"(ERSs)":[3],"are":[4],"becoming":[5],"increasingly":[6],"important":[7],"in":[8,49,105,169,191],"enhancing":[9],"educational":[10],"outcomes":[11],"and":[12,22,59,83,121,132,188,210],"personalizing":[13],"learning":[14,30],"experiences":[15],"by":[16,162],"providing":[17,163],"recommendations":[18],"of":[19,44,47,87,102,111,115,142,166,182],"personalized":[20],"resources":[21],"activities":[23],"to":[24,27,38,97,130,138,214],"learners,":[25],"tailored":[26],"their":[28,134],"individual":[29],"needs.":[31],"While":[32],"user":[33,40,77,94,103,167,203],"control":[34,48,104,147,155,168,174,183,204],"is":[35,136,156],"widely":[36],"assumed":[37],"improve":[39],"experience,":[41],"the":[42,65,74,88,112,143,157,170,176,197],"effects":[43],"different":[45,164,180],"levels":[46,101,165,181],"ERSs":[50],"remain":[51],"underexplored.":[52],"To":[53],"address":[54],"this":[55],"gap,":[56],"we":[57],"designed":[58],"evaluated":[60],"an":[61,106],"interactive":[62],"ERS":[63,107],"within":[64],"MOOC":[66],"platform":[67],"CourseMapper,":[68],"where":[69],"learners":[70],"could":[71],"interact":[72],"with":[73,172],"input":[75,173],"(i.e.,":[76,80,85],"profile),":[78],"process":[79],"recommendation":[81,113],"algorithm),":[82],"output":[84],"recommendations)":[86],"system.":[89],"We":[90],"conducted":[91],"a":[92],"between-subjects":[93],"study":[95],"(N=184)":[96],"examine":[98],"how":[99],"varying":[100,215],"influenced":[108],"users'":[109],"perceptions":[110,141],"goals":[114],"perceived":[116,122,154,189,211],"control,":[117],"transparency,":[118,185,207],"trust,":[119,186,208],"satisfaction,":[120,187,209],"quality.":[123],"Our":[124],"results":[125],"show":[126],"that":[127,202],"enabling":[128],"users":[129],"build":[131],"refine":[133],"profile":[135],"sufficient":[137],"promote":[139],"positive":[140],"ERS,":[144,171],"while":[145],"additional":[146],"options":[148],"mainly":[149],"reinforce":[150],"these":[151],"impressions.":[152],"Moreover,":[153],"only":[158],"goal":[159],"significantly":[160],"affected":[161],"exerting":[175],"strongest":[177],"influence.":[178],"Furthermore,":[179],"affect":[184],"quality":[190],"distinct":[192],"yet":[193],"interconnected":[194],"ways.":[195],"Overall,":[196],"findings":[198],"provide":[199],"empirical":[200],"evidence":[201],"positively":[205],"shapes":[206],"quality,":[212],"though":[213],"extents.":[216]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-05-06T00:00:00"}