{"id":"https://openalex.org/W4387950524","doi":"https://doi.org/10.1109/tvcg.2023.3327368","title":"Unraveling the Design Space of Immersive Analytics: A Systematic Review","display_name":"Unraveling the Design Space of Immersive Analytics: A Systematic Review","publication_year":2023,"publication_date":"2023-10-25","ids":{"openalex":"https://openalex.org/W4387950524","doi":"https://doi.org/10.1109/tvcg.2023.3327368","pmid":"https://pubmed.ncbi.nlm.nih.gov/37878454"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2023.3327368","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2023.3327368","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","pubmed"],"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/A5016139323","display_name":"David Saffo","orcid":"https://orcid.org/0000-0001-9515-048X"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]},{"id":"https://openalex.org/I1305429384","display_name":"JPMorgan Chase & Co (United States)","ror":"https://ror.org/01x3kkr08","country_code":"US","type":"company","lineage":["https://openalex.org/I1305429384"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"David Saffo","raw_affiliation_strings":["Northeastern University, USA","Northeastern University and J.P. Morgan Chase & Co, USA"],"raw_orcid":"https://orcid.org/0000-0001-9515-048X","affiliations":[{"raw_affiliation_string":"Northeastern University, USA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Northeastern University and J.P. Morgan Chase & Co, USA","institution_ids":["https://openalex.org/I1305429384","https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061093749","display_name":"Sara Di Bartolomeo","orcid":"https://orcid.org/0000-0001-9517-3526"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sara Di Bartolomeo","raw_affiliation_strings":["Northeastern University, USA"],"raw_orcid":"https://orcid.org/0000-0001-9517-3526","affiliations":[{"raw_affiliation_string":"Northeastern University, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005364495","display_name":"Tarik Crnovrsanin","orcid":"https://orcid.org/0000-0002-4397-5532"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tarik Crnovrsanin","raw_affiliation_strings":["Northeastern University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006337365","display_name":"Laura South","orcid":"https://orcid.org/0000-0003-4444-6314"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Laura South","raw_affiliation_strings":["Northeastern University, USA"],"raw_orcid":"https://orcid.org/0000-0003-4444-6314","affiliations":[{"raw_affiliation_string":"Northeastern University, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060030701","display_name":"Justin Raynor","orcid":"https://orcid.org/0000-0002-7678-0846"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Justin Raynor","raw_affiliation_strings":["Northeastern University, USA"],"raw_orcid":"https://orcid.org/0000-0002-7678-0846","affiliations":[{"raw_affiliation_string":"Northeastern University, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000390546","display_name":"Caglar Yildirim","orcid":"https://orcid.org/0000-0002-0346-9299"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Caglar Yildirim","raw_affiliation_strings":["Northeastern University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063230893","display_name":"Cody Dunne","orcid":"https://orcid.org/0000-0002-1609-9776"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cody Dunne","raw_affiliation_strings":["Northeastern University, USA"],"raw_orcid":"https://orcid.org/0000-0002-1609-9776","affiliations":[{"raw_affiliation_string":"Northeastern University, USA","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5016139323"],"corresponding_institution_ids":["https://openalex.org/I12912129","https://openalex.org/I1305429384"],"apc_list":null,"apc_paid":null,"fwci":5.2651,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.96029725,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"30","issue":"1","first_page":"495","last_page":"506"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10648","display_name":"Virtual Reality Applications and Impacts","score":0.9926999807357788,"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"}},"topics":[{"id":"https://openalex.org/T10648","display_name":"Virtual Reality Applications and Impacts","score":0.9926999807357788,"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"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9509999752044678,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.792314887046814},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.7075398564338684},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.66800457239151},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.6082745790481567},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5964914560317993},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5771856307983398},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.5220101475715637},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.49182963371276855},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.48614856600761414},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.4833926260471344},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3231501877307892},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15409845113754272}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.792314887046814},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.7075398564338684},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.66800457239151},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.6082745790481567},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5964914560317993},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5771856307983398},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.5220101475715637},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.49182963371276855},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.48614856600761414},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.4833926260471344},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3231501877307892},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15409845113754272},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"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/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tvcg.2023.3327368","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2023.3327368","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:37878454","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37878454","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on visualization and computer graphics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.47999998927116394}],"awards":[],"funders":[{"id":"https://openalex.org/F4320315682","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":89,"referenced_works":["https://openalex.org/W884650706","https://openalex.org/W2015136762","https://openalex.org/W2047247579","https://openalex.org/W2063359332","https://openalex.org/W2086583674","https://openalex.org/W2137099044","https://openalex.org/W2302501749","https://openalex.org/W2518340594","https://openalex.org/W2584242478","https://openalex.org/W2605065007","https://openalex.org/W2620936178","https://openalex.org/W2751503718","https://openalex.org/W2766823279","https://openalex.org/W2767053272","https://openalex.org/W2798432622","https://openalex.org/W2798630247","https://openalex.org/W2799120477","https://openalex.org/W2888011329","https://openalex.org/W2888655950","https://openalex.org/W2896550038","https://openalex.org/W2909086064","https://openalex.org/W2922564862","https://openalex.org/W2941406686","https://openalex.org/W2942428211","https://openalex.org/W2942935098","https://openalex.org/W2942987564","https://openalex.org/W2943401592","https://openalex.org/W2963034576","https://openalex.org/W2966903846","https://openalex.org/W2967861759","https://openalex.org/W2967985754","https://openalex.org/W2968814658","https://openalex.org/W2973158165","https://openalex.org/W2978716154","https://openalex.org/W2999813279","https://openalex.org/W2999955602","https://openalex.org/W3001260385","https://openalex.org/W3006526641","https://openalex.org/W3016163547","https://openalex.org/W3023339987","https://openalex.org/W3032581065","https://openalex.org/W3037783384","https://openalex.org/W3082457272","https://openalex.org/W3082667172","https://openalex.org/W3083351516","https://openalex.org/W3085436467","https://openalex.org/W3092127788","https://openalex.org/W3093510635","https://openalex.org/W3093915162","https://openalex.org/W3103953502","https://openalex.org/W3105602061","https://openalex.org/W3117140615","https://openalex.org/W3123112062","https://openalex.org/W3124353981","https://openalex.org/W3126804298","https://openalex.org/W3153272110","https://openalex.org/W3161794862","https://openalex.org/W3162294411","https://openalex.org/W3162512224","https://openalex.org/W3163358346","https://openalex.org/W3165444947","https://openalex.org/W3194707655","https://openalex.org/W3199665427","https://openalex.org/W3206059500","https://openalex.org/W3211672902","https://openalex.org/W3214999510","https://openalex.org/W3215205444","https://openalex.org/W3215624331","https://openalex.org/W3215962905","https://openalex.org/W3216004612","https://openalex.org/W4200049315","https://openalex.org/W4206118019","https://openalex.org/W4225016353","https://openalex.org/W4226310024","https://openalex.org/W4248146732","https://openalex.org/W4288079498","https://openalex.org/W4294068671","https://openalex.org/W4297965161","https://openalex.org/W4300148139","https://openalex.org/W4312581061","https://openalex.org/W4312752252","https://openalex.org/W4312762293","https://openalex.org/W4312868234","https://openalex.org/W4313022487","https://openalex.org/W4366547397","https://openalex.org/W4366550332","https://openalex.org/W4367662749","https://openalex.org/W4382457877","https://openalex.org/W4389988861"],"related_works":["https://openalex.org/W2362367986","https://openalex.org/W348707231","https://openalex.org/W2064719069","https://openalex.org/W3041760129","https://openalex.org/W2062940763","https://openalex.org/W2013728941","https://openalex.org/W4225274103","https://openalex.org/W2579659702","https://openalex.org/W2154046714","https://openalex.org/W2186032312"],"abstract_inverted_index":{"Immersive":[0,68,90],"analytics":[1,44,171],"has":[2],"emerged":[3],"as":[4,18],"a":[5,32],"promising":[6],"research":[7],"area,":[8],"leveraging":[9],"advances":[10],"in":[11,117,167],"immersive":[12,43,153,170],"display":[13,94],"technologies":[14],"and":[15,20,27,46,51,66,73,78,86,95,105,114,119,127,129,138,145,163,173],"techniques,":[16],"such":[17],"virtual":[19],"augmented":[21],"reality,":[22],"to":[23,49],"facilitate":[24],"data":[25],"exploration":[26],"decision-making.":[28],"This":[29,156],"paper":[30],"presents":[31],"systematic":[33],"literature":[34],"review":[35,142],"of":[36,131,152,177],"73":[37],"studies":[38],"published":[39],"between":[40],"2013-2022":[41],"on":[42,102],"systems":[45,154,172],"visualizations,":[47],"aiming":[48],"identify":[50],"categorize":[52],"the":[53,81,84,93,110,123,150,175],"primary":[54],"dimensions":[55],"influencing":[56],"their":[57,87],"design.":[58],"We":[59],"identified":[60],"five":[61],"key":[62],"dimensions:":[63],"Academic":[64,76],"Theory":[65,77],"Contribution,":[67],"Technology,":[69],"Data,":[70],"Spatial":[71,107],"Presentation,":[72],"Visual":[74,120],"Presentation.":[75],"Contribution":[79],"assess":[80],"motivations":[82],"behind":[83],"works":[85],"theoretical":[88],"frameworks.":[89],"Technology":[91],"examines":[92],"input":[96],"modalities,":[97],"while":[98],"Data":[99],"dimension":[100,136],"focuses":[101],"dataset":[103],"types":[104],"generation.":[106],"Presentation":[108,121],"discusses":[109],"environment,":[111],"space,":[112],"embodiment,":[113],"collaboration":[115],"aspects":[116],"IA,":[118],"explores":[122],"visual":[124],"elements,":[125],"facet":[126],"position,":[128],"manipulation":[130],"views.":[132],"By":[133],"examining":[134],"each":[135],"individually":[137],"cross-referencing":[139],"them,":[140],"this":[141,178],"uncovers":[143],"trends":[144],"relationships":[146],"that":[147],"help":[148],"inform":[149],"design":[151],"visualizations.":[155],"analysis":[157],"provides":[158],"valuable":[159],"insights":[160],"for":[161],"researchers":[162],"practitioners,":[164],"offering":[165],"guidance":[166],"designing":[168],"future":[169],"shaping":[174],"trajectory":[176],"rapidly":[179],"evolving":[180],"field.":[181]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}