{"id":"https://openalex.org/W4407131747","doi":"https://doi.org/10.1145/3715710","title":"Behavioural Indicators of Usability in Visual Analytics Dashboards","display_name":"Behavioural Indicators of Usability in Visual Analytics Dashboards","publication_year":2025,"publication_date":"2025-02-04","ids":{"openalex":"https://openalex.org/W4407131747","doi":"https://doi.org/10.1145/3715710"},"language":"en","primary_location":{"id":"doi:10.1145/3715710","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3715710","pdf_url":null,"source":{"id":"https://openalex.org/S4210173818","display_name":"ACM Transactions on Interactive Intelligent Systems","issn_l":"2160-6455","issn":["2160-6455","2160-6463"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Interactive Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3715710","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088814430","display_name":"Mohammed Alhamadi","orcid":"https://orcid.org/0000-0002-6116-2332"},"institutions":[{"id":"https://openalex.org/I1284598098","display_name":"King Abdulaziz City for Science and Technology","ror":"https://ror.org/05tdz6m39","country_code":"SA","type":"facility","lineage":["https://openalex.org/I1284598098"]},{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB","SA"],"is_corresponding":false,"raw_author_name":"Mohammed Alhamadi","raw_affiliation_strings":["The Decision Support Center, King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia and Department of Computer Science, The University of Manchester, Manchester, United Kingdom of Great Britain and Northern Ireland","The University of Manchester, United Kingdom and King Abdulaziz City for Science and Technology, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-6116-2332","affiliations":[{"raw_affiliation_string":"The Decision Support Center, King Abdulaziz City for Science and Technology, Riyadh, Saudi Arabia and Department of Computer Science, The University of Manchester, Manchester, United Kingdom of Great Britain and Northern Ireland","institution_ids":["https://openalex.org/I1284598098"]},{"raw_affiliation_string":"The University of Manchester, United Kingdom and King Abdulaziz City for Science and Technology, Saudi Arabia","institution_ids":["https://openalex.org/I1284598098","https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092200526","display_name":"Hatim Alsayahani","orcid":"https://orcid.org/0000-0002-9062-9528"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hatim Alsayahani","raw_affiliation_strings":["Department of Computer Science, The University of Manchester, Manchester, United Kingdom of Great Britain and Northern Ireland","The University of Manchester, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-9062-9528","affiliations":[{"raw_affiliation_string":"Department of Computer Science, The University of Manchester, Manchester, United Kingdom of Great Britain and Northern Ireland","institution_ids":["https://openalex.org/I28407311"]},{"raw_affiliation_string":"The University of Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077301829","display_name":"Sarah Clinch","orcid":"https://orcid.org/0000-0002-9305-4774"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sarah Clinch","raw_affiliation_strings":["Department of Computer Science, The University of Manchester, Manchester, United Kingdom of Great Britain and Northern Ireland","The University of Manchester, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-9305-4774","affiliations":[{"raw_affiliation_string":"Department of Computer Science, The University of Manchester, Manchester, United Kingdom of Great Britain and Northern Ireland","institution_ids":["https://openalex.org/I28407311"]},{"raw_affiliation_string":"The University of Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083965427","display_name":"Markel Vigo","orcid":"https://orcid.org/0000-0003-4768-7623"},"institutions":[{"id":"https://openalex.org/I28407311","display_name":"University of Manchester","ror":"https://ror.org/027m9bs27","country_code":"GB","type":"education","lineage":["https://openalex.org/I28407311"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Markel Vigo","raw_affiliation_strings":["Department of Computer Science, The University of Manchester, Manchester, United Kingdom of Great Britain and Northern Ireland","The University of Manchester, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-4768-7623","affiliations":[{"raw_affiliation_string":"Department of Computer Science, The University of Manchester, Manchester, United Kingdom of Great Britain and Northern Ireland","institution_ids":["https://openalex.org/I28407311"]},{"raw_affiliation_string":"The University of Manchester, United Kingdom","institution_ids":["https://openalex.org/I28407311"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2966,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86858374,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"15","issue":"2","first_page":"1","last_page":"35"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9825000166893005,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T10470","display_name":"Usability and User Interface Design","score":0.9628000259399414,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/usability","display_name":"Usability","score":0.860349178314209},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.7105934023857117},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6788821220397949},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5729526281356812},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4142792224884033},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.39030495285987854},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3392181396484375},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.142905592918396}],"concepts":[{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.860349178314209},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.7105934023857117},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6788821220397949},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5729526281356812},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4142792224884033},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39030495285987854},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3392181396484375},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.142905592918396}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3715710","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3715710","pdf_url":null,"source":{"id":"https://openalex.org/S4210173818","display_name":"ACM Transactions on Interactive Intelligent Systems","issn_l":"2160-6455","issn":["2160-6455","2160-6463"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Interactive Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:openaire/57b7cd3d-6e97-4199-8ebe-2eb329be45de","is_oa":true,"landing_page_url":"https://research.manchester.ac.uk/en/publications/57b7cd3d-6e97-4199-8ebe-2eb329be45de","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Alhamadi, M, Alsayahani, H, Clinch, S & Vigo, M 2025, 'Behavioural Indicators of Usability in Visual Analytics Dashboards', ACM Transactions on Interactive Intelligent Systems, vol. 15, no. 2, 9, pp. 1. https://doi.org/10.1145/3715710","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1145/3715710","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3715710","pdf_url":null,"source":{"id":"https://openalex.org/S4210173818","display_name":"ACM Transactions on Interactive Intelligent Systems","issn_l":"2160-6455","issn":["2160-6455","2160-6463"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Interactive Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1443693958","https://openalex.org/W1586824032","https://openalex.org/W1967824422","https://openalex.org/W2007827489","https://openalex.org/W2015162818","https://openalex.org/W2053272364","https://openalex.org/W2055919595","https://openalex.org/W2057606718","https://openalex.org/W2062093855","https://openalex.org/W2077591976","https://openalex.org/W2087271627","https://openalex.org/W2099511931","https://openalex.org/W2106817091","https://openalex.org/W2140891189","https://openalex.org/W2142827986","https://openalex.org/W2156440763","https://openalex.org/W2157289187","https://openalex.org/W2294084199","https://openalex.org/W2304676044","https://openalex.org/W2509533451","https://openalex.org/W2554738750","https://openalex.org/W2569402951","https://openalex.org/W2608473154","https://openalex.org/W2615607299","https://openalex.org/W2618216748","https://openalex.org/W2625258984","https://openalex.org/W2784078400","https://openalex.org/W2785608539","https://openalex.org/W2798824014","https://openalex.org/W2830780160","https://openalex.org/W2898359015","https://openalex.org/W2899231776","https://openalex.org/W2921402195","https://openalex.org/W2963634692","https://openalex.org/W2983795814","https://openalex.org/W3049424142","https://openalex.org/W3093528492","https://openalex.org/W3132679841","https://openalex.org/W4200046741","https://openalex.org/W4200226978","https://openalex.org/W4221014892","https://openalex.org/W4225421320","https://openalex.org/W4235683296","https://openalex.org/W4283779385","https://openalex.org/W4295991272","https://openalex.org/W4306167886","https://openalex.org/W4306250535","https://openalex.org/W4318027682","https://openalex.org/W4321441989","https://openalex.org/W4321481398","https://openalex.org/W4381164671","https://openalex.org/W4386175694","https://openalex.org/W6810836860","https://openalex.org/W6929029216","https://openalex.org/W7000048139"],"related_works":["https://openalex.org/W2429057255","https://openalex.org/W2187546663","https://openalex.org/W148745890","https://openalex.org/W2362367986","https://openalex.org/W348707231","https://openalex.org/W2571228289","https://openalex.org/W4390204044","https://openalex.org/W4293108519","https://openalex.org/W3041760129","https://openalex.org/W2186032312"],"abstract_inverted_index":{"Information":[0],"presentation":[1],"problems":[2],"on":[3,95],"interactive":[4],"dashboards":[5,19,119],"are":[6],"known":[7],"to":[8,16],"hinder":[9],"decision-making.":[10],"Since":[11],"a":[12,43,59,84],"traditional":[13],"user-centred":[14],"approach":[15],"designing":[17],"usable":[18],"cannot":[20],"fully":[21],"satisfy":[22],"user":[23,70],"demands,":[24],"needs":[25],"and":[26,39,72,129],"skills,":[27],"we":[28,49,90],"isolate":[29],"behavioural":[30],"indicators":[31],"of":[32,68,100,112],"usability":[33,80,127],"when":[34],"users":[35,133],"conduct":[36],"typical":[37],"information-seeking":[38],"comparison":[40],"tasks.":[41],"In":[42,83],"first":[44],"study":[45,86],"(N":[46,87],"=":[47,88],"50),":[48],"identified":[50],"strategies":[51,71],"derived":[52],"from":[53],"486,435":[54],"interaction":[55],"events":[56],"logged":[57],"in":[58,118],"controlled":[60],"setting":[61],"with":[62,120,135],"synthetic":[63],"dashboards.":[64,97,138],"User":[65],"models":[66],"consisting":[67],"these":[69],"graph":[73,105],"literacy":[74,106],"produced":[75],"strong":[76],"signals":[77],"indicating":[78],"that":[79],"was":[81,115],"predictable.":[82],"second":[85],"65),":[89],"tested":[91],"the":[92,109],"initial":[93],"insights":[94],"real-world":[96],"While":[98],"most":[99],"our":[101],"hypotheses":[102],"were":[103],"confirmed,":[104],"emerged":[107],"as":[108],"best":[110],"predictor":[111],"usability.":[113],"Usability":[114],"better":[116],"predicted":[117],"problems,":[121],"suggesting":[122],"promising":[123],"opportunities":[124],"for":[125,132],"automated":[126],"evaluation":[128],"real-time":[130],"support":[131],"struggling":[134],"visual":[136],"analytics":[137]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
