Evaluating the Effect of Style in Information Visualization

This paper reports on a between-subject, comparative online study of three information visualization demonstrators that each displayed the same dataset by way of an identical scatterplot technique, yet were different in style in terms of visual and interactive embellishment. We validated stylistic a...

Full description

Saved in:
Bibliographic Details
Published inIEEE transactions on visualization and computer graphics Vol. 18; no. 12; pp. 2739 - 2748
Main Authors Vande Moere, A., Tomitsch, M., Wimmer, C., Christoph, B., Grechenig, T.
Format Journal Article
LanguageEnglish
Published United States IEEE 01.12.2012
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet full text

Cover

Loading…
Abstract This paper reports on a between-subject, comparative online study of three information visualization demonstrators that each displayed the same dataset by way of an identical scatterplot technique, yet were different in style in terms of visual and interactive embellishment. We validated stylistic adherence and integrity through a separate experiment in which a small cohort of participants assigned our three demonstrators to predefined groups of stylistic examples, after which they described the styles with their own words. From the online study, we discovered significant differences in how participants execute specific interaction operations, and the types of insights that followed from them. However, in spite of significant differences in apparent usability, enjoyability and usefulness between the style demonstrators, no variation was found on the self-reported depth, expert-rated depth, confidence or difficulty of the resulting insights. Three different methods of insight analysis have been applied, revealing how style impacts the creation of insights, ranging from higher-level pattern seeking to a more reflective and interpretative engagement with content, which is what underlies the patterns. As this study only forms the first step in determining how the impact of style in information visualization could be best evaluated, we propose several guidelines and tips on how to gather, compare and categorize insights through an online evaluation study, particularly in terms of analyzing the concise, yet wide variety of insights and observations in a trustworthy and reproducable manner.
AbstractList This paper reports on a between-subject, comparative online study of three information visualization demonstrators that each displayed the same dataset by way of an identical scatterplot technique, yet were different in style in terms of visual and interactive embellishment. We validated stylistic adherence and integrity through a separate experiment in which a small cohort of participants assigned our three demonstrators to predefined groups of stylistic examples, after which they described the styles with their own words. From the online study, we discovered significant differences in how participants execute specific interaction operations, and the types of insights that followed from them. However, in spite of significant differences in apparent usability, enjoyability and usefulness between the style demonstrators, no variation was found on the self-reported depth, expert-rated depth, confidence or difficulty of the resulting insights. Three different methods of insight analysis have been applied, revealing how style impacts the creation of insights, ranging from higher-level pattern seeking to a more reflective and interpretative engagement with content, which is what underlies the patterns. As this study only forms the first step in determining how the impact of style in information visualization could be best evaluated, we propose several guidelines and tips on how to gather, compare and categorize insights through an online evaluation study, particularly in terms of analyzing the concise, yet wide variety of insights and observations in a trustworthy and reproducable manner.
Author Vande Moere, A.
Christoph, B.
Wimmer, C.
Grechenig, T.
Tomitsch, M.
Author_xml – sequence: 1
  givenname: A.
  surname: Vande Moere
  fullname: Vande Moere, A.
  email: andrew.vandemoere@asro.kuleuven.be
– sequence: 2
  givenname: M.
  surname: Tomitsch
  fullname: Tomitsch, M.
  email: martin.tomitsch@sydney.edu.au
– sequence: 3
  givenname: C.
  surname: Wimmer
  fullname: Wimmer, C.
  email: christoph.wimmer@inso.tuwien.ac.at
– sequence: 4
  givenname: B.
  surname: Christoph
  fullname: Christoph, B.
– sequence: 5
  givenname: T.
  surname: Grechenig
  fullname: Grechenig, T.
  email: thomas.grechenig@inso.tuwien.ac.at
BackLink https://www.ncbi.nlm.nih.gov/pubmed/26357183$$D View this record in MEDLINE/PubMed
BookMark eNqFkc1LAzEQxYNUtFaPngRZ8OJla2aSTTZ4klI_QPBg9RrSbaKR7W7d7Ar615t-6KEgnjKB37yZee-A9Kq6soQcAx0CUHUxeR7dDJECDhFhh_RBcUhpRkUv1lTKFAWKfXIQwhulwHmu9sg-CpZJyFmfXI4_TNmZ1lcvSftqk7FztmiT2iWP7WdpE18ld5Wrm3lE6ip59qEzpf9a_Q7JrjNlsEebd0CerseT0W16_3BzN7q6TwsmeZuKmZkqk4OYxvFSxaUsAkNRZAKEmNnMcSioKEzumOKKci6MZKAQnJyBM2xAzte6i6Z-72xo9dyHwpalqWzdBQ0SIOM5ivx_NJqUiwwxi-jZFvpWd00VD9EAgAyVyJaCpxuqm87tTC8aPzfNp_5xMAJsDRRNHUJjnS58u7KnbYwvNVC9zEkvc9LLnHRcIXalW10_wn_xJ2veW2t_WcFQYk7ZN-_RmIs
CODEN ITVGEA
CitedBy_id crossref_primary_10_1177_1098214018824417
crossref_primary_10_1016_j_eswa_2015_09_036
crossref_primary_10_1080_21548455_2023_2264504
crossref_primary_10_3389_fpsyg_2024_1441175
crossref_primary_10_1016_j_ijhcs_2024_103343
crossref_primary_10_1016_j_ijer_2025_102544
crossref_primary_10_1177_14738716211027587
crossref_primary_10_1177_14738716211012608
crossref_primary_10_1111_cgf_13169
crossref_primary_10_1109_TVCG_2024_3456361
crossref_primary_10_1111_cgf_14832
crossref_primary_10_1109_TVCG_2020_3030426
crossref_primary_10_1075_idj_25_1_06cam
crossref_primary_10_1109_TVCG_2013_234
crossref_primary_10_1177_1473871617693039
crossref_primary_10_1109_TVCG_2019_2934785
crossref_primary_10_1109_TVCG_2015_2401025
crossref_primary_10_1109_TVCG_2024_3456326
crossref_primary_10_1109_TVCG_2017_2747545
crossref_primary_10_1186_s41256_019_0095_1
crossref_primary_10_1177_14738716241284599
crossref_primary_10_1109_TVCG_2015_2467732
crossref_primary_10_2196_48625
crossref_primary_10_1162_LEON_a_01228
crossref_primary_10_1109_TVCG_2015_2467613
crossref_primary_10_1109_TVCG_2015_2467321
crossref_primary_10_1109_TVCG_2014_2346419
crossref_primary_10_2106_JBJS_OA_23_00069
crossref_primary_10_1109_MCG_2020_3026596
crossref_primary_10_1109_TVCG_2023_3278304
crossref_primary_10_1109_TVCG_2019_2917689
crossref_primary_10_1016_j_visinf_2025_01_002
crossref_primary_10_1111_cgf_14004
crossref_primary_10_1111_cgf_12656
crossref_primary_10_1109_TVCG_2022_3198163
crossref_primary_10_1109_TVCG_2023_3326919
crossref_primary_10_1016_j_ins_2016_12_035
crossref_primary_10_1007_s00371_013_0892_3
crossref_primary_10_1016_j_crm_2015_06_007
crossref_primary_10_1109_ACCESS_2023_3300418
crossref_primary_10_1177_1558689816651015
Cites_doi 10.1007/978-3-642-04265-2_5
10.1145/543434.543435
10.2307/249469
10.1109/TVCG.2009.122
10.1145/1978942.1979193
10.1109/TVCG.2007.70541
10.1145/223355.223680
10.1109/MCG.2006.70
10.1145/1377966.1377974
10.3233/SJI-2007-00667
10.1109/TVCG.2007.70577
10.1145/1868914.1868963
10.1016/S0953-5438(00)00031-X
10.1145/1377966.1377971
10.1177/1473871611415989
10.1145/1753326.1753716
10.1109/IV.2007.44
10.1109/IV.2007.130
10.1007/978-3-540-73257-0_21
10.1109/iv.2007.114
10.1109/MCG.2009.22
10.1109/IV.2007.147
10.1109/PACIFICVIS.2009.4906837
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Dec 2012
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) Dec 2012
DBID 97E
RIA
RIE
AAYXX
CITATION
NPM
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
F28
FR3
7X8
DOI 10.1109/TVCG.2012.221
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Xplore
CrossRef
PubMed
Computer and Information Systems Abstracts
Electronics & Communications Abstracts
Technology Research Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
ANTE: Abstracts in New Technology & Engineering
Engineering Research Database
MEDLINE - Academic
DatabaseTitle CrossRef
PubMed
Technology Research Database
Computer and Information Systems Abstracts – Academic
Electronics & Communications Abstracts
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts Professional
Engineering Research Database
ANTE: Abstracts in New Technology & Engineering
MEDLINE - Academic
DatabaseTitleList
MEDLINE - Academic
PubMed
Technology Research Database
Technology Research Database
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 2
  dbid: RIE
  name: IEEE Xplore
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1941-0506
EndPage 2748
ExternalDocumentID 2790202341
26357183
10_1109_TVCG_2012_221
6327280
Genre orig-research
Journal Article
GroupedDBID ---
-~X
.DC
0R~
29I
4.4
53G
5GY
5VS
6IK
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABQJQ
ABVLG
ACGFO
ACIWK
AENEX
AETIX
AGQYO
AGSQL
AHBIQ
AI.
AIBXA
AKJIK
AKQYR
ALLEH
ALMA_UNASSIGNED_HOLDINGS
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CS3
DU5
EBS
EJD
F5P
HZ~
H~9
IEDLZ
IFIPE
IFJZH
IPLJI
JAVBF
LAI
M43
O9-
OCL
P2P
PQQKQ
RIA
RIE
RNI
RNS
RZB
TN5
VH1
AAYOK
AAYXX
CITATION
RIG
NPM
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
F28
FR3
7X8
ID FETCH-LOGICAL-c374t-6dab9a816b14479107e21326c56166de5f41c06ca8f39490446a731921f7d1fa3
IEDL.DBID RIE
ISSN 1077-2626
IngestDate Fri Jul 11 02:22:21 EDT 2025
Fri Jul 11 06:23:24 EDT 2025
Sun Jun 29 15:43:55 EDT 2025
Mon Jul 21 05:48:03 EDT 2025
Tue Jul 01 05:16:19 EDT 2025
Thu Apr 24 22:54:51 EDT 2025
Wed Aug 27 02:47:58 EDT 2025
IsPeerReviewed true
IsScholarly true
Issue 12
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c374t-6dab9a816b14479107e21326c56166de5f41c06ca8f39490446a731921f7d1fa3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ObjectType-Article-2
ObjectType-Feature-1
content type line 23
PMID 26357183
PQID 1112329658
PQPubID 75741
PageCount 10
ParticipantIDs crossref_citationtrail_10_1109_TVCG_2012_221
proquest_miscellaneous_1711548268
proquest_miscellaneous_1221865225
crossref_primary_10_1109_TVCG_2012_221
proquest_journals_1112329658
pubmed_primary_26357183
ieee_primary_6327280
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2012-12-01
PublicationDateYYYYMMDD 2012-12-01
PublicationDate_xml – month: 12
  year: 2012
  text: 2012-12-01
  day: 01
PublicationDecade 2010
PublicationPlace United States
PublicationPlace_xml – name: United States
– name: New York
PublicationTitle IEEE transactions on visualization and computer graphics
PublicationTitleAbbrev TVCG
PublicationTitleAlternate IEEE Trans Vis Comput Graph
PublicationYear 2012
Publisher IEEE
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref13
ref12
Tractinsky (ref28)
ref15
ref31
ref30
ref11
ref33
ref10
ref32
ref1
ref17
Riekoff (ref24) 2005
ref19
ref18
Postrel (ref20) 2003
(ref27) 2009
Reavis (ref22) 2008
ref23
ref26
ref25
ref21
Mueller (ref16) 2004
(ref14) 2008
ref29
ref8
Design (ref7) 2007
ref4
(ref2) 2009
ref3
ref6
ref5
Harris (ref9) 2006
References_xml – ident: ref11
  doi: 10.1007/978-3-642-04265-2_5
– ident: ref17
  doi: 10.1145/543434.543435
– volume-title: Flare - Data Visualization for the Web
  year: 2008
  ident: ref14
– year: 2008
  ident: ref22
  article-title: Bitalizer - Bending Bits into Structure
– ident: ref30
  doi: 10.2307/249469
– ident: ref6
  doi: 10.1109/TVCG.2009.122
– ident: ref8
  doi: 10.1145/1978942.1979193
– ident: ref21
  doi: 10.1109/TVCG.2007.70541
– ident: ref13
  doi: 10.1145/223355.223680
– ident: ref18
  doi: 10.1109/MCG.2006.70
– ident: ref10
  doi: 10.1145/1377966.1377974
– ident: ref25
  doi: 10.3233/SJI-2007-00667
– ident: ref31
  doi: 10.1109/TVCG.2007.70577
– year: 2004
  ident: ref16
  article-title: Poetry on the Road
– ident: ref26
  doi: 10.1145/1868914.1868963
– year: 2007
  ident: ref7
  article-title: Digg Labs
– ident: ref29
  doi: 10.1016/S0953-5438(00)00031-X
– ident: ref33
  doi: 10.1145/1377966.1377971
– ident: ref19
  doi: 10.1177/1473871611415989
– ident: ref1
  doi: 10.1145/1753326.1753716
– ident: ref23
  doi: 10.1109/IV.2007.44
– volume-title: The New York Times
  year: 2009
  ident: ref27
  article-title: Times Developer Network
– ident: ref12
  doi: 10.1109/IV.2007.130
– ident: ref32
  doi: 10.1007/978-3-540-73257-0_21
– ident: ref15
  doi: 10.1109/iv.2007.114
– start-page: 771
  volume-title: Conference on Information Systems
  ident: ref28
  article-title: Towards the Study of Aesthetics in Information Technology
– ident: ref4
  doi: 10.1109/MCG.2009.22
– ident: ref3
  doi: 10.1109/IV.2007.147
– ident: ref5
  doi: 10.1109/PACIFICVIS.2009.4906837
– volume-title: Bestiario
  year: 2009
  ident: ref2
  article-title: reMap: a project by Bestiario based on visualcomplexity.com
– volume-title: The Substance of Style: How the Rise of Aesthetic Value is Remaking Commerce, Culture and Consciousness
  year: 2003
  ident: ref20
– year: 2006
  ident: ref9
  article-title: We Feel Fine - An Exploration of Human Emotion, in Six Movements
– year: 2005
  ident: ref24
  article-title: Texone Code Tree
SSID ssj0014489
Score 2.2996163
Snippet This paper reports on a between-subject, comparative online study of three information visualization demonstrators that each displayed the same dataset by way...
SourceID proquest
pubmed
crossref
ieee
SourceType Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 2739
SubjectTerms Abstracts
Adhesion
aesthetics
Benchmark testing
Data visualization
design
Electronic mail
evaluation
Guidelines
Integrity
Interactive
On-line systems
Online
online study
style
Subspace constraints
Usability
user experience
Visual
Visualization
Title Evaluating the Effect of Style in Information Visualization
URI https://ieeexplore.ieee.org/document/6327280
https://www.ncbi.nlm.nih.gov/pubmed/26357183
https://www.proquest.com/docview/1112329658
https://www.proquest.com/docview/1221865225
https://www.proquest.com/docview/1711548268
Volume 18
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT8MwDLbGTnDg_RgMFCTEaR1bm6aLOCE0mJDGhW3arWrTBE1MHWLdAX49dtOVhwBxq1SrTW0n-dzYnwHOTCw1InnlYPQjHZ4Iz5HaJyBnjJGcxyqvSuvfi96Q3439cQUaZS2M1jpPPtNNuszP8pOZWtCvsgvhudRNaQVWMHCztVrliQGGGdLmFwaOiyj9g0_zYjC6vqUkLrfputQZhvhXcEn2vmxFeW-V32Fmvt3cbEB_OVCbZfLUXGRxU71943D875dswnqBO9mVdZQtqOh0G9Y-sRHuwGW3YP5OHxnCQmaJjdnMsIfsdarZJGVF8RIZk40mcyrItGWcuzC86Q6ue07RW8FRXsAzRyRRLKNOW8SouQAxQ6BdDEyFQjwlRKJ9w9uqJVTUMZ7kko59o8Aj8jQTJG0TeXtQTWepPgDW0aLVwb2WI9jjPIqjxBfoALh2IPjQAa9BY6nmUBXE49T_YhrmAUhLhmSgkAwUooFqcF6KP1vGjd8Ed0ixpVCh0xrUlzYMi_k4pzgHoSMR3dTgtLyNM4mOR6JUzxYo41J_LsSj_h8yAdEXYUiGz9m3_lG-f-lWhz-P6whWaeQ2FaYO1exloY8R0GTxSe7J75uu7TQ
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT8MwDLZ4HIAD78d4Bglxonu0abqIE5qA8dguDMStatMETUwdgu4Avx676cpDgLhVqtWmtpN8buzPAAcmlhqRvHIw-pEOT4TnSO0TkDPGSM5jlVeldbqifcsv7_37CTgqa2G01nnyma7SZX6WnwzViH6V1YTnUjelSZjGfd93bbVWeWaAgYa0GYaB4yJO_2DUrPXuWueUxuVWXZd6wxADCy7K3pfNKO-u8jvQzDecswXojIdq80weq6Msrqq3byyO__2WRZgvkCc7sa6yBBM6XYa5T3yEK3B8WnB_pw8MgSGz1MZsaNhN9jrQrJ-yonyJzMnu-i9UkmkLOVfh9uy012o7RXcFR3kBzxyRRLGMmg0Ro-YCRA2BdjE0FQoRlRCJ9g1vqLpQUdN4kks6-I0Cj-jTTJA0TOStwVQ6TPUGsKYW9SbuthzhHudRHCW-QBfA1QPhhw54BY7Gag5VQT1OHTAGYR6C1GVIBgrJQCEaqAKHpfiT5dz4TXCFFFsKFTqtwPbYhmExI18o0kHwSFQ3Fdgvb-NcogOSKNXDEcq41KELEan_h0xABEYYlOFz1q1_lO8fu9Xmz-Pag5l2r3MdXl90r7Zglr7CJsZsw1T2PNI7CG-yeDf36ncoLvB-
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Evaluating+the+Effect+of+Style+in+Information+Visualization&rft.jtitle=IEEE+transactions+on+visualization+and+computer+graphics&rft.au=Vande+Moere%2C+A&rft.au=Tomitsch%2C+M&rft.au=Wimmer%2C+C&rft.au=Christoph%2C+B&rft.date=2012-12-01&rft.eissn=1941-0506&rft.volume=18&rft.issue=12&rft.spage=2739&rft.epage=2748&rft_id=info:doi/10.1109%2FTVCG.2012.221&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1077-2626&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1077-2626&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1077-2626&client=summon