{"id":"https://openalex.org/W4365448822","doi":"https://doi.org/10.1177/14738716231167180","title":"The role of individual characteristics: How thinking style and domain expertise affect performances on visualization","display_name":"The role of individual characteristics: How thinking style and domain expertise affect performances on visualization","publication_year":2023,"publication_date":"2023-04-12","ids":{"openalex":"https://openalex.org/W4365448822","doi":"https://doi.org/10.1177/14738716231167180"},"language":"en","primary_location":{"id":"doi:10.1177/14738716231167180","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14738716231167180","pdf_url":null,"source":{"id":"https://openalex.org/S55152591","display_name":"Information Visualization","issn_l":"1473-8716","issn":["1473-8716","1473-8724"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Visualization","raw_type":"journal-article"},"type":"article","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/A5068036900","display_name":"Stella Tomasi","orcid":null},"institutions":[{"id":"https://openalex.org/I4322298","display_name":"Towson University","ror":"https://ror.org/044w7a341","country_code":"US","type":"education","lineage":["https://openalex.org/I4322298"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Stella D Tomasi","raw_affiliation_strings":["Business Analytics and Technology Management, College of Business and Economics, Towson University, Towson, MD, USA"],"raw_orcid":"https://orcid.org/0000-0002-1202-6414","affiliations":[{"raw_affiliation_string":"Business Analytics and Technology Management, College of Business and Economics, Towson University, Towson, MD, USA","institution_ids":["https://openalex.org/I4322298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040287933","display_name":"Jeanny Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I708430","display_name":"University of La Verne","ror":"https://ror.org/02kg81z20","country_code":"US","type":"education","lineage":["https://openalex.org/I708430"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeanny Liu","raw_affiliation_strings":["Marketing and Law, College of Business and Public Management, University of La Verne, La Verne, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Marketing and Law, College of Business and Public Management, University of La Verne, La Verne, CA, USA","institution_ids":["https://openalex.org/I708430"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Feng Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I4322298","display_name":"Towson University","ror":"https://ror.org/044w7a341","country_code":"US","type":"education","lineage":["https://openalex.org/I4322298"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Feng Cheng","raw_affiliation_strings":["Business Analytics and Technology Management, College of Business and Economics, Towson University, Towson, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Business Analytics and Technology Management, College of Business and Economics, Towson University, Towson, MD, USA","institution_ids":["https://openalex.org/I4322298"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069449061","display_name":"Chaodong Han","orcid":"https://orcid.org/0000-0003-1618-0184"},"institutions":[{"id":"https://openalex.org/I4322298","display_name":"Towson University","ror":"https://ror.org/044w7a341","country_code":"US","type":"education","lineage":["https://openalex.org/I4322298"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chaodong Han","raw_affiliation_strings":["Business Analytics and Technology Management, College of Business and Economics, Towson University, Towson, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Business Analytics and Technology Management, College of Business and Economics, Towson University, Towson, MD, USA","institution_ids":["https://openalex.org/I4322298"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068036900"],"corresponding_institution_ids":["https://openalex.org/I4322298"],"apc_list":null,"apc_paid":null,"fwci":0.4553,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.62357756,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"22","issue":"3","first_page":"265","last_page":"276"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.996999979019165,"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":0.996999979019165,"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/T11516","display_name":"Visual and Cognitive Learning Processes","score":0.9613000154495239,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9133999943733215,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8341007232666016},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.7963144183158875},{"id":"https://openalex.org/keywords/cognitive-load","display_name":"Cognitive load","score":0.6456583738327026},{"id":"https://openalex.org/keywords/information-visualization","display_name":"Information visualization","score":0.5730959177017212},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5461131930351257},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.528012216091156},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5040699243545532},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.48706868290901184},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.4810493290424347},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.47914212942123413},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4675392508506775},{"id":"https://openalex.org/keywords/creative-visualization","display_name":"Creative visualization","score":0.46047842502593994},{"id":"https://openalex.org/keywords/information-overload","display_name":"Information overload","score":0.45540887117385864},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35719630122184753},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2800370752811432},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.2047402262687683},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13355210423469543},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08928903937339783}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8341007232666016},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.7963144183158875},{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.6456583738327026},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.5730959177017212},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5461131930351257},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.528012216091156},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5040699243545532},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.48706868290901184},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.4810493290424347},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.47914212942123413},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4675392508506775},{"id":"https://openalex.org/C14669888","wikidata":"https://www.wikidata.org/wiki/Q4014850","display_name":"Creative visualization","level":3,"score":0.46047842502593994},{"id":"https://openalex.org/C186625053","wikidata":"https://www.wikidata.org/wiki/Q1130191","display_name":"Information overload","level":2,"score":0.45540887117385864},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35719630122184753},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2800370752811432},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.2047402262687683},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13355210423469543},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08928903937339783},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","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},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/14738716231167180","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14738716231167180","pdf_url":null,"source":{"id":"https://openalex.org/S55152591","display_name":"Information Visualization","issn_l":"1473-8716","issn":["1473-8716","1473-8724"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Visualization","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1878893887","https://openalex.org/W1887964395","https://openalex.org/W1973030548","https://openalex.org/W1974902342","https://openalex.org/W1979640378","https://openalex.org/W1986533012","https://openalex.org/W1987675072","https://openalex.org/W1990364927","https://openalex.org/W1997782201","https://openalex.org/W2005376311","https://openalex.org/W2021026018","https://openalex.org/W2038677843","https://openalex.org/W2040240188","https://openalex.org/W2040928194","https://openalex.org/W2045050817","https://openalex.org/W2045592008","https://openalex.org/W2046036800","https://openalex.org/W2054901814","https://openalex.org/W2062065656","https://openalex.org/W2103484089","https://openalex.org/W2106116633","https://openalex.org/W2116146325","https://openalex.org/W2120326355","https://openalex.org/W2130736456","https://openalex.org/W2142798517","https://openalex.org/W2150192835","https://openalex.org/W2150228737","https://openalex.org/W2155479778","https://openalex.org/W2167556355","https://openalex.org/W2414365179","https://openalex.org/W2787381785","https://openalex.org/W2792701229","https://openalex.org/W2797247465","https://openalex.org/W2883512547","https://openalex.org/W2889326652","https://openalex.org/W2915109507","https://openalex.org/W3121859504","https://openalex.org/W3125380200","https://openalex.org/W3159989291","https://openalex.org/W3206616824","https://openalex.org/W4242671241","https://openalex.org/W4254690344","https://openalex.org/W4302769563","https://openalex.org/W4320300817"],"related_works":["https://openalex.org/W2013467770","https://openalex.org/W2112083262","https://openalex.org/W2801605877","https://openalex.org/W4200203496","https://openalex.org/W2571228289","https://openalex.org/W2327791771","https://openalex.org/W1559188619","https://openalex.org/W2134678736","https://openalex.org/W2803331709","https://openalex.org/W4365448822"],"abstract_inverted_index":{"Widely":[0],"employed":[1],"by":[2],"innovative":[3],"organizations,":[4],"a":[5,23],"well-designed":[6],"simple":[7,119,143],"data":[8,72],"visualization":[9,26,73],"has":[10,31],"been":[11],"shown":[12],"to":[13,34],"enhance":[14,121],"user":[15,152],"experience":[16],"and":[17,38,65,87,114,124,159],"aid":[18],"in":[19,78,100],"decision":[20,76,81,83,122,163],"making;":[21],"while":[22],"more":[24],"embellished":[25],"may":[27,43,154],"cause":[28],"overload,":[29],"it":[30],"the":[32,69,101],"potential":[33],"create":[35],"deeper":[36],"processing":[37],"learning.":[39],"Furthermore,":[40],"individual":[41],"characteristics":[42,153],"impact":[44],"on":[45,50,75,108],"how":[46,151],"users":[47],"seek":[48],"information":[49],"these":[51],"different":[52],"types":[53,74,110],"of":[54,71,80,103,111],"visualization.":[55],"This":[56],"study":[57,96],"proposes":[58],"that":[59,118,131],"thinking":[60],"styles":[61],"(analytical":[62],"vs":[63],"holistic)":[64],"domain":[66],"expertise":[67],"moderate":[68],"effects":[70],"performances":[77],"terms":[79],"accuracy,":[82],"confidence,":[84],"memory":[85],"recall,":[86],"cognitive":[88,126,132],"load.":[89,127],"To":[90],"test":[91],"our":[92],"hypotheses,":[93],"an":[94],"experimental":[95],"involving":[97],"visual":[98],"manipulations":[99],"context":[102],"personal":[104],"finance":[105],"was":[106],"conducted":[107],"two":[109],"visualizations":[112,120,161],"(simple":[113],"clutter).":[115],"Results":[116],"suggest":[117],"accuracy":[123],"reduce":[125],"We":[128],"also":[129],"find":[130],"load":[133],"is":[134],"further":[135],"reduced":[136],"when":[137,157],"analytical":[138],"thinkers":[139],"are":[140],"presented":[141],"with":[142],"visualizations.":[144],"These":[145],"findings":[146],"can":[147],"help":[148],"designers":[149],"understand":[150],"be":[155],"considered":[156],"designing":[158],"evaluating":[160],"for":[162],"makers.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
