Nothing Special   »   [go: up one dir, main page]

skip to main content
column

The good, the bad, and the biased: five ways visualizations can mislead (and how to fix them)

Published: 27 June 2018 Publication History
First page of PDF

References

[1]
Larson, A.M., Freeman, T.E., Ringer, R.V., and Loschky, L.C. The spatiotemporal dynamics of scene gist recognition. Journal of Experimental Psychology: Human Perception and Performance 40, 2 (2014), 471.
[2]
Borkin, M.A., Gajos, K.Z., Peters, A., Mitsouras, D., Melchionna, S., Rybicki, F.J., Feldman, C.L., and Pfister, H. Evaluation of artery visualizations for heart disease diagnosis. IEEE Trans. on Visualization and Computer Graphics 17, 12 (2011), 2479--2488.
[3]
Wong, B. Points of view: Color blindness. Nature Methods 8, 441 (2011).
[4]
Ball, K., and Sekuler, R. A specific and enduring improvement in visual motion discrimination. Science 218, 4573 (1982), 697--698.
[5]
Franconeri, S.L., Jonathan, S.V., and Scimeca, J.M. Tracking multiple objects is limited only by object spacing, not by speed, time, or capacity. Psychological Science 21, 7 (2010), 920--925.
[6]
https://www.ted.com/talks/hans_rosling_shows_the_best_stats_you_ve_ever_seen
[7]
Neisser U. The control of information pickup in selective looking. In Perception and Its Development: A Tribute to Eleanor J. Gibson. A.D. Pick, ed. Erlbaum, New York, 1979, 201--219.
[8]
Simons, D.J. and Levin, D.T. Failure to detect changes to people during a real-world interaction. Psychonomic Bulletin & Review 5, 4 (1998), 644--649.
[9]
Pandey, A.V., Rall, K., Satterthwaite, M.L., Nov, O., and Bertini, E. How deceptive are deceptive visualizations?: An empirical analysis of common distortion techniques. Proc. of the ACM Conference on Human Factors in Computing Systems. ACM, New York, 2015, 1469--1478.
[10]
http://www.msnbc.com/msnbc/congressman-chaffetz-misleading-graph-smear-planned-parenthood
[11]
https://www.wired.com/2008/02/macworlds-iphon/
[12]
Sarikaya, A., Gleicher, M., and Szafir, D.A. Design factors for summary visualization in visual analytics. Computer Graphics Forum 37, 3 (2018).
[13]
Ariely, D. Seeing sets: Representation by statistical properties. Psychological Science 12, 2 (2001), 157--162.
[14]
Szafir, D.A., Haroz, S., Gleicher, M., and Franconeri, S. Four types of ensemble coding in data visualizations. Journal of Vision 16, 5 (2016), 1--19.
[15]
Correll, M. and Gleicher, M. Error bars considered harmful: Exploring alternate encodings for mean and error. IEEE Trans. on Visualization and Computer Graphics 20, 12 (2014), 2142--2151.
[16]
Newman, G.E. and Scholl, B.J. Bar graphs depicting averages are perceptually misinterpreted: The within-the-bar bias. Psychonomic Bulletin & Review 19, 4 (2012), 601--607.

Cited By

View all
  • (2024)Interpreting Bar Charts: Effects of 3D Depth Cues on Human Gaze and User UnderstandingDigital10.3390/digital40400464:4(932-946)Online publication date: 3-Nov-2024
  • (2024)V-FRAMER: Visualization Framework for Mitigating Reasoning Errors in Public PolicyProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642750(1-15)Online publication date: 11-May-2024
  • (2024)Eleven Years of Gender Data Visualization: A Step Towards More Inclusive Gender RepresentationIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.332736930:1(316-326)Online publication date: 1-Jan-2024
  • Show More Cited By

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image Interactions
Interactions  Volume 25, Issue 4
July - August 2018
73 pages
ISSN:1072-5520
EISSN:1558-3449
DOI:10.1145/3235007
Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 27 June 2018
Published in INTERACTIONS Volume 25, Issue 4

Permissions

Request permissions for this article.

Check for updates

Qualifiers

  • Column
  • Popular
  • Pre-selected

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)4,303
  • Downloads (Last 6 weeks)444
Reflects downloads up to 12 Nov 2024

Other Metrics

Citations

Cited By

View all
  • (2024)Interpreting Bar Charts: Effects of 3D Depth Cues on Human Gaze and User UnderstandingDigital10.3390/digital40400464:4(932-946)Online publication date: 3-Nov-2024
  • (2024)V-FRAMER: Visualization Framework for Mitigating Reasoning Errors in Public PolicyProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642750(1-15)Online publication date: 11-May-2024
  • (2024)Eleven Years of Gender Data Visualization: A Step Towards More Inclusive Gender RepresentationIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.332736930:1(316-326)Online publication date: 1-Jan-2024
  • (2024)Why Change My Design: Explaining Poorly Constructed Visualization Designs with Explorable ExplanationsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.332715530:1(955-964)Online publication date: 1-Jan-2024
  • (2024)Average Estimates in Line Graphs Are Biased Toward Areas of Higher VariabilityIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.332658930:1(306-315)Online publication date: 1-Jan-2024
  • (2024)Visual Exploration of Machine Learning Model Behavior With Hierarchical Surrogate Rule SetsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2022.321923230:2(1470-1488)Online publication date: 1-Feb-2024
  • (2024)Data visualization and domain knowledgeComputers in Human Behavior10.1016/j.chb.2024.108162155:COnline publication date: 1-Jun-2024
  • (2023)Understanding the importance of animation in human-computer interfaces and its relation to user experienceProceedings of the 2023 5th International Conference on Image, Video and Signal Processing10.1145/3591156.3591180(164-171)Online publication date: 24-Mar-2023
  • (2023)Misleading Beyond Visual Tricks: How People Actually Lie with ChartsProceedings of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544548.3580910(1-21)Online publication date: 19-Apr-2023
  • (2023)Designing Resource Allocation Tools to Promote Fair Allocation: Do Visualization and Information Framing Matter?Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544548.3580739(1-16)Online publication date: 19-Apr-2023
  • Show More Cited By

View Options

Get Access

Login options

Full Access

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Digital Edition

View this article in digital edition.

Digital Edition

HTML Format

View this article in HTML Format.

HTML Format

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media