Showing People Behind Data: Does Anthropomorphizing Visualizations Elicit More Empathy for Human Rights Data?
Abstract
We investigate the impact of using anthropomorphized data graphics over standard charts on viewers' empathy for, and prosocial behavior toward suffering populations, in the context of human rights narratives. We present a series of experiments conducted on Amazon Mechanical Turk, in which we compare various forms of anthropomorphized data graphics-ranging from a single human figure that "fills up" to show proportional data, to separated groups of individual human beings-with a standard chart baseline. Each experiment uses two carefully crafted human rights data-driven stories to present the graphics. Contrary to our expectations, we consistently find that anthropomorphized data graphics and standard charts have very similar effects on empathy and prosocial behavior.
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Measuring individual differences in empathy: Evidence for a multidimensional approach.
Davis, M. H. (1983) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.44.1.113 · Cited by 10,272 · see citing works
Availability: A heuristic for judging frequency and probability
Tversky, A., & Kahneman, D. (1973) · Cognitive Psychology · doi:10.1016/0010-0285(73)90033-9 · Cited by 9,984 · cited 1× · see citing works
“Finally, availability has a strong influence on decision-making [63], as it operates on the notion that if something can be recalled, it must be important.”
BackgroundThe American Psychological Association
Langfeld, H. S. (1919) · Science · doi:10.1126/science.49.1254.51 · Cited by 7,453 · see citing works
The New Statistics: Why and How
Cumming, G. (2014) · Psychological Science · doi:10.1177/0956797613504966 · Cited by 3,200 · see citing works
The relation of empathy to prosocial and related behaviors
Eisenberg, N., & Miller, P. A. (1987) · Psychological Bulletin · doi:10.1037/0033-2909.101.1.91 · Cited by 2,672 · see citing works
The altruism question: toward a social-psychological answer
(1992) · Choice Reviews Online · doi:10.5860/choice.29-4797 · Cited by 2,401 · see citing works
Slovic, P., Finucane, M., Peters, E., & MacGregor, D. G. (2002) · Heuristics and Biases · doi:10.1017/cbo9780511808098.025 · Cited by 2,349 · see citing works
Slovic, P., Finucane, M. L., Peters, E., & MacGregor, D. G. (2007) · European Journal of Operational Research · doi:10.1016/j.ejor.2005.04.006 · Cited by 1,537 · see citing works
Publication Manual of the American Psychological Association
Yao, R. (2011) · Family and Consumer Sciences Research Journal · doi:10.1111/j.1552-3934.2011.02081.x · Cited by 1,459 · see citing works
Narrative Visualization: Telling Stories with Data
Segel, E., & Heer, J. (2010) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2010.179 · Cited by 1,334 · see citing works
Who Sees Human?: The Stability and Importance of Individual Differences in Anthropomorphism
Waytz, A., Cacioppo, J., & Epley, N. (2010) · Perspectives on Psychological Science · doi:10.1177/1745691610369336 · Cited by 1,228 · see citing works
Prosocial Motivation: Is it ever Truly Altruistic?
Batson, C. (1987) · Advances in experimental social psychology · doi:10.1016/s0065-2601(08)60412-8 · Cited by 1,178 · see citing works
Lester, J. C., Converse, S. A., Kahler, S. E., Barlow, S., Stone, B. A., & Bhogal, R. S. (1997) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/258549.258797 · Cited by 812 · see citing works
The Visual Display of Quantitative Information
Reidhaar, J. W., & Tufte, E. R. (1986) · Design Issues · doi:10.2307/1571646 · Cited by 784 · see citing works
Explaining the Identifiable Victim Effect
Jenni, K. E., & Loewenstein, G. F. (1997) · Journal of Risk and Uncertainty · doi:10.1023/a:1007740225484 · Cited by 742 · see citing works
What Makes a Visualization Memorable?
Borkin, M. A., Vo, A. A., Bylinskii, Z., Isola, P., Sunkavalli, S., Oliva, A., & Pfister, H. (2013) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2013.234 · Cited by 667 · see citing works
Age Changes in Prosocial Responding and Moral Reasoning in Adolescence and Early Adulthood
Eisenberg, N., Cumberland, A. J., Guthrie, I. K., Murphy, B. C., & Shepard, S. A. (2005) · Journal of Research on Adolescence · doi:10.1111/j.1532-7795.2005.00095.x · Cited by 491 · see citing works
Useful junk?: the effects of visual embellishment on comprehension and memorability of charts
Bateman, S., Mandryk, R. L., Gutwin, C., Genest, A., McDine, D., & Brooks, C. (2010) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/1753326.1753716 · Cited by 404 · see citing works
Empathy-induced altruistic motivation.
Batson, C. D. (2010) · American Psychological Association eBooks · doi:10.1037/12061-001 · Cited by 401 · see citing works
Globalizing Democracy and Human Rights
Gould, C. C. (2004) · Cambridge University Press eBooks · doi:10.1017/cbo9780511617096 · Cited by 400 · see citing works
Beyond Memorability: Visualization Recognition and Recall
Borkin, M. A., Bylinskii, Z., Kim, N. W., Bainbridge, C. M., Yeh, C. S., Borkin, D., Pfister, H., & Oliva, A. (2015) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2015.2467732 · Cited by 385 · see citing works
Fair Statistical Communication in HCI
Dragicevic, P. (2016) · Human-computer interaction series · doi:10.1007/978-3-319-26633-6_13 · Cited by 339 · see citing works
How anthropomorphism affects empathy toward robots
Riek, L. D., Rabinowitch, T.-C., Chakrabarti, B., & Robinson, P. (2009) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/1514095.1514158 · Cited by 320 · see citing works
Krzywinski, M. I., & Altman, N. (2013) · Nature Methods · doi:10.1038/nmeth.2659 · Cited by 294 · see citing works
I'm Moral, but I Won't Help You: The Distinct Roles of Empathy and Justice in Donations
Lee, S., Winterich, K. P., & Ross, W. T. (2014) · Journal of Consumer Research · doi:10.1086/677226 · Cited by 236 · see citing works
Identity Congruency Effects on Donations
Shang, J. Y., Reed, A., & Croson, R. T. A. (2008) · Journal of Marketing Research · doi:10.1509/jmkr.45.3.351 · Cited by 225 · see citing works
The Persuasive Power of Data Visualization
Pandey, A. V., Manivannan, A., Nov, O., Satterthwaite, M., & Bertini, E. (2014) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2014.2346419 · Cited by 217 · see citing works
Self-citationEmpathy as added value in predicting donation behavior
Verhaert, G. A., & den Poel, D. V. (2011) · Journal of Business Research · doi:10.1016/j.jbusres.2010.12.024 · Cited by 216 · see citing works
Infant Development: Perspectives from German Speaking Countries
Bischof-Köhler, D. (1991) · Cited by 171 · see citing works
Neural Underpinnings of the Identifiable Victim Effect: Affect Shifts Preferences for Giving
Genevsky, A., Västfjäll, D., Slovic, P., & Knutson, B. D. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.2348-13.2013 · Cited by 164 · see citing works
An Empirical Study on Using Visual Embellishments in Visualization
Borgo, R., Abdul‐Rahman, A., Mohamed, F., Grant, P. W., Reppa, I., Floridi, L., & Chen, M. (2012) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2012.197 · Cited by 160 · see citing works
Haroz, S., Kosara, R., & Franconeri, S. (2015) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2702123.2702275 · Cited by 158 · see citing works
How Deceptive are Deceptive Visualizations?
Pandey, A. V., Rall, K., Satterthwaite, M. L., Nov, O., & Bertini, E. (2015) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2702123.2702608 · Cited by 154 · see citing works
Self-citationEmpathy-related responding: Links with self-regulation, moral judgment, and moral behavior.
Eisenberg, N. (2010) · American Psychological Association eBooks · doi:10.1037/12061-007 · Cited by 139 · see citing works
Empathic concern and prosocial behaviors: A test of experimental results using survey data
Einolf, C. J. (2007) · Social Science Research · doi:10.1016/j.ssresearch.2007.06.003 · Cited by 137 · see citing works
The Development of Empathy in Infants
Bischof-Köhler, D. (1991) · Open access LMU (Ludwid Maxmilian's Universitat Munchen) · doi:10.5282/ubm/epub.2915 · Cited by 137 · see citing works
Harrison, M. A., & Hall, A. E. (2010) · Journal of Social, Evolutionary, and Cultural Psychology · doi:10.1037/h0099303 · Cited by 102 · see citing works
Abduction: A Theory of Visual Interpretation
Moriarty, S. E. (1996) · Communication Theory · doi:10.1111/j.1468-2885.1996.tb00125.x · Cited by 75 · see citing works
Suggested Interactivity: Seeking Perceived Affordances for Information Visualization
Boy, J., Eveillard, L., Détienne, F., & Fekete, J. (2015) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2015.2467201 · Cited by 72 · see citing works
Self-citationA group construal account of drop-in-the-bucket thinking in policy preference and moral judgment
Bartels, D. M., & Burnett, R. C. (2010) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2010.08.003 · Cited by 67 · see citing works
Using Concrete Scales: A Practical Framework for Effective Visual Depiction of Complex Measures
Chevalier, F., Vuillemot, R., & Gali, G. (2013) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2013.210 · Cited by 52 · see citing works
Isotype: Design and Contexts, 1925–1971
O’Neill, J. (2014) · Architectural Theory Review · doi:10.1080/13264826.2014.968954 · Cited by 45 · see citing works
A Unifying Framework for Animated and Interactive Unit Visualizations
Drucker, S. M., & Fernandez, R. (2015) · Cited by 28 · see citing works
Haramundanis, K. (1996) · ACM SIGDOC Asterisk Journal of Computer Documentation · doi:10.1145/381815.381819 · Cited by 25 · see citing works
Jan Mikšátko, A., Kipp, K. H., & Kipp, M. (2010) · Lecture notes in computer science · doi:10.1007/978-3-642-15892-6_51 · Cited by 23 · see citing works
Prosocial Behavior and Empathy: Developmental Processes
Hoffman, M. L. (2001) · Elsevier eBooks · doi:10.1016/b0-08-043076-7/01739-3 · Cited by 10 · see citing works
Can International Law Stop Genocide When Our Moral Intuitions Fail Us?
Slovic, P., & Zionts, D. (2012) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195371895.003.0005 · Cited by 5 · see citing works
Globalizing Democracy and Human Rights
Talbott, W. J. (2007) · The Philosophical Review · doi:10.1215/00318108-2006-042 · Cited by 3 · see citing works
Flagged first, then by citations
3 of the 51 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
A Task-Based Taxonomy of Cognitive Biases for Information Visualization
Dimara, E., Franconeri, S., Catherine Plaisant, B., Bezerianos, A., & Dragicevic, P. (2018) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2018.2872577 · Cited by 165 · see citing works
Peck, E. M., Ayuso, S. E., & El-Etr, O. (2019) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3290605.3300474 · Cited by 156 · see citing works
Ethical Dimensions of Visualization Research
Correll, M. (2019) · Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3290605.3300418 · Cited by 150 · see citing works
Frames and Slants in Titles of Visualizations on Controversial Topics
Kong, H., Liu, Z., & Karahalios, K. G. (2018) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3173574.3174012 · Cited by 123 · see citing works
Trust and Recall of Information across Varying Degrees of Title-Visualization Misalignment
Kong, H., Liu, Z., & Karahalios, K. G. (2019) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3290605.3300576 · Cited by 96 · see citing works
Affective Learning Objectives for Communicative Visualizations
Lee-Robbins, E., & Adar, E. (2022) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2022.3209500 · Cited by 79 · see citing works
Affective Visualization Design: Leveraging the Emotional Impact of Data
Lan, X., Wu, Y., & Cao, N. (2023) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2023.3327385 · Cited by 77 · see citing works
Mapping the Landscape of COVID-19 Crisis Visualizations
Zhang, Y., Sun, Y., Padilla, L., Barua, S., Bertini, E., & Parker, A. G. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445381 · Cited by 72 · see citing works
Self-citationIllusion of Causality in Visualized Data
Xiong, C., Shapiro, J., Hullman, J., & Franconeri, S. (2020) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2019.2934399 · Cited by 71 · see citing works
Kineticharts: Augmenting Affective Expressiveness of Charts in Data Stories with Animation Design
Lan, X., Shi, Y., Wu, Y., Jiao, X., & Cao, N. (2021) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2021.3114775 · Cited by 61 · see citing works
Dynamic Composite Data Physicalization Using Wheeled Micro-Robots
Goc, M. L., Périn, C., Follmer, S., Fekete, J., & Dragicevic, P. (2018) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2018.2865159 · Cited by 61 · see citing works
Mitigating the Attraction Effect with Visualizations
Dimara, E., Bailly, G., Bezerianos, A., & Franconeri, S. (2018) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2018.2865233 · Cited by 61 · see citing works
Structure and Empathy in Visual Data Storytelling: Evaluating their Influence on Attitude
Liem, J., Périn, C., & Wood, J. (2020) · Computer Graphics Forum · doi:10.1111/cgf.13980 · Cited by 58 · see citing works
Mapping the Landscape of COVID-19 Crisis VisualizationsPreprint
Zhang, Y. (2021) · OSF Preprints (OSF Preprints) · Cited by 58 · see citing works
Showing Data About People: A Design Space of Anthropographics
Morais, L., Jansen, Y., Andrade, N., & Dragicevic, P. (2020) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2020.3023013 · Cited by 52 · see citing works
Perceived Empathy of Technology Scale (PETS): Measuring Empathy of Systems Toward the User
Schmidmaier, M., Rupp, J., Cvetanova, D., & Mayer, S. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642035 · Cited by 49 · see citing works
Shao, H., Martinez-Maldonado, R., Echeverria, V., Yan, L., & Gasevic, D. (2024) · Proceedings of the CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3643022 · Cited by 45 · see citing works
Lan, X., Wu, Y., Shi, Y., Chen, Q., & Cao, N. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3517530 · Cited by 44 · see citing works
Let the Chart Spark: Embedding Semantic Context into Chart with Text-to-Image Generative Model
Xiao, S., Huang, S., Lin, Y., Ye, Y., & Zeng, W. (2024) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2023.3326913 · Cited by 44 · see citing works
Communicating with Interactive Articles
Hohman, F., Conlen, M., Heer, J., & Chau, D. H. (2020) · Distill · doi:10.23915/distill.00028 · Cited by 46 · see citing works
Supporting Expressive and Faithful Pictorial Visualization Design With Visual Style Transfer
Shi, Y., Liu, P., Chen, S., Sun, M., & Cao, N. (2022) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2022.3209486 · Cited by 42 · see citing works
Smile or Scowl? Looking at Infographic Design Through the Affective Lens
Lan, X., Shi, Y., Zhang, Y., & Cao, N. (2021) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2021.3074582 · Cited by 41 · see citing works
Understanding Narrative Linearity for Telling Expressive Time-Oriented Stories
Lan, X., Xu, X., & Cao, N. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445344 · Cited by 34 · see citing works
Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems
(2021) · doi:10.1145/3411764 · Cited by 1,240 · see citing works
Designing With Pictographs: Envision Topics Without Sacrificing Understanding
Burns, A., Xiong, C., Franconeri, S., Cairo, A., & Mahyar, N. (2021) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2021.3092680 · Cited by 33 · see citing works
Romat, H., Riche, N. H., Hurter, C., Drucker, S. M., Amini, F., & Hinckley, K. (2020) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376348 · Cited by 30 · see citing works
Pushing the (Visual) Narrative: The Effects of Prior Knowledge Elicitation in Provocative Topics
Heyer, J., Raveendranath, N. K., & Reda, K. (2020) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376887 · Cited by 29 · see citing works
Situating Empathy in HCI/CSCW: A Scoping Review
Genç, H. U., & Verma, H. (2024) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3687052 · Cited by 30 · see citing works
Why Visualize? Untangling a Large Network of Arguments
Streeb, D., El-Assady, M., Keim, D., & Chen, M. (2019) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2019.2940026 · Cited by 20 · see citing works
Can Anthropographics Promote Prosociality?A Review and Large-Sample Study
Morais, L., Jansen, Y., Andrade, N., & Dragicevic, P. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445637 · Cited by 25 · see citing works
Engebretsen, M., & Kennedy, H. (2020) · Amsterdam University Press eBooks · doi:10.1515/9789048543137 · Cited by 25 · see citing works
Ivanov, A., Danyluk, K., Jacob, C., & Willett, W. (2019) · IEEE Computer Graphics and Applications · doi:10.1109/mcg.2019.2898941 · Cited by 25 · see citing works
Méndez, G. G., Galárraga, L., & Chiluiza, K. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445718 · Cited by 24 · see citing works
From ‘Wow’ to ‘Why’: Guidelines for Creating the Opening of a Data Video with Cinematic Styles
Xu, X., Yang, L., Yip, D. K. M., Fan, M., Wei, Z., & Qu, H. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3501896 · Cited by 23 · see citing works
Holder, E., & Xiong, C. (2022) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2022.3209377 · Cited by 25 · see citing works
Pirani, N., Ricker, B. A., & Kraak, M. J. (2019) · Canadian Geographies / Géographies canadiennes · doi:10.1111/cag.12575 · Cited by 23 · see citing works
Campbell, S., & Offenhuber, D. (2020) · Information Design Journal · doi:10.1075/idj.25.1.06cam · Cited by 20 · see citing works
Attitudinal Effects of Data Visualizations and Illustrations in Data Stories
Garretón, M., Morini, F., Celhay, P., Dörk, M., & Parra, D. (2023) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2023.3248319 · Cited by 18 · see citing works
Character-Oriented Design for Visual Data Storytelling
Dasu, K., Kuo, Y.-H., & Ma, K. (2023) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2023.3326578 · Cited by 18 · see citing works
We are the Data: Challenges and Opportunities for Creating Demographically Diverse Anthropographics
Dhawka, P., He, H. A., & Willett, W. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3581086 · Cited by 17 · see citing works
Telling Data Stories with the Hero's Journey: Design Guidance for Creating Data Videos
Wei, Z., Qu, H., & Xu, X. (2024) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2024.3456330 · Cited by 16 · see citing works
The Practice of Visual Data Communication: What Works
Schwabish, J. A. (2021) · Gothic.net · doi:10.1177/15291006211057899 · Cited by 15 · see citing works
The Influence of Data Storytelling on the Ability to Recall Information
Zdanovic, D., Lembcke, T. J., & Bogers, T. (2022) · Conference on Human Information Interaction and Retrieval · doi:10.1145/3498366.3505755 · Cited by 15 · see citing works
“It’s Just a Graph” – The Effect of Post-Hoc Rationalisation on InfoVis Evaluation
van Koningsbruggen, R., & Hornecker, E. (2021) · Creativity and Cognition · doi:10.1145/3450741.3465257 · Cited by 15 · see citing works
Is It the End? Guidelines for Cinematic Endings in Data Videos
Xu, X., Wu, A., Yang, L., Wei, Z., Huang, R., Yip, D. K. M., & Qu, H. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3580701 · Cited by 14 · see citing works
Exploration & Anthropomorphism in Immersive Unit Visualizations
Ivanov, A., Danyluk, K., & Willett, W. (2018) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3170427.3188544 · Cited by 14 · see citing works
Structuring Visualization Mock-Ups at the Graphical Level by Dividing the Display Space
Vuillemot, R., & Boy, J. (2017) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2017.2743998 · Cited by 13 · see citing works
Self-citationEnriched Social Translucence in Medical Crowdfunding
Kim, J. G., Kong, H., Hong, H., & Karahalios, K. G. (2020) · Designing Interactive Systems Conference · doi:10.1145/3357236.3395520 · Cited by 13 · see citing works
Elli, T., Bradley, A. J., Collins, C. M., Hinrichs, U., Hills, Z., & Kelsky, K. (2020) · IEEE VIS Arts Program (VISAP) · doi:10.1109/visap51628.2020.00010 · Cited by 13 · see citing works
Exploring How Visualization Design and Situatedness Evoke Compassion in the Wild
Morais, L., Andrade, N., & Sousa, D. (2022) · Computer Graphics Forum · doi:10.1111/cgf.14553 · Cited by 13 · see citing works
Causal Perception in Question-Answering Systems
Law, P.-M., Lo, L. Y., Endert, A., Stasko, J., & Qu, H. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445444 · Cited by 11 · see citing works
Zhao, L., & Ye, W. (2022) · Convergence The International Journal of Research into New Media Technologies · doi:10.1177/13548565211069872 · Cited by 10 · see citing works
Dritsa, D., & Houben, S. (2024) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3685268 · Cited by 11 · see citing works
Daher, K., Saad, D., Mugellini, E., Lalanne, D., & Khaled, O. A. (2022) · Sensors · doi:10.3390/s22083046 · Cited by 8 · see citing works
Better Little People Pictures: Generative Creation of Demographically Diverse Anthropographics
Dhawka, P., Perera, L., & Willett, W. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3641957 · Cited by 8 · see citing works
Alamalhodaei, A., Alberda, A. P., & Feigenbaum, A. (2020) · Amsterdam University Press eBooks · doi:10.1515/9789048543137-025 · Cited by 8 · see citing works
Embellishments Revisited: Perceptions of Embellished Visualisations Through the Viewer's Lens
Alebri, M., Costanza, E., Panagiotidou, G., & Brumby, D. P. (2023) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2023.3326914 · Cited by 8 · see citing works
A Review of Visualization Assessment in Terms of User Performance and Experience
Figueiras, A. (2018) · International Conference on Information Visualisation (IV) · doi:10.1109/iv.2018.00035 · Cited by 7 · see citing works
Woo, R., Harley, D., & Wallace, J. R. (2024) · Designing Interactive Systems Conference · doi:10.1145/3643834.3661626 · Cited by 7 · see citing works
Verma, A., Morais, L., Dragicevic, P., & Chevalier, F. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3580739 · Cited by 7 · see citing works
Morais, L., Andrade, N., de Sousa, D. M. C., & Ponciano, L. (2019) · IEEE Pacific Visualization Symposium · doi:10.1109/pacificvis.2019.00019 · Cited by 7 · see citing works
"I can feel the risks by looking at the robot face": Communicating Risk through a Physical Agent
Schömbs, S., Gonçalves, J., & Johal, W. (2025) · Designing Interactive Systems Conference · doi:10.1145/3715336.3735759 · Cited by 6 · see citing works
Anthropographics in COVID-19 simulations
Sorapure, M. (2022) · Big Data & Society · doi:10.1177/20539517221098414 · Cited by 6 · see citing works
From Asymptomatics to Zombies: Visualization-Based Education of Disease Modeling for Children
Mcneill, G., Sondag, M., Powell, S., Asplin, P., Turkay, Ç., Moller, F., & Archambault, D. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3581573 · Cited by 6 · see citing works
Topography of Violence: Considerations for Ethical and Collaborative Visualization Design
Ehmel, F., Brüggemann, V., & Dörk, M. (2021) · Computer Graphics Forum · doi:10.1111/cgf.14285 · Cited by 7 · see citing works
Rediscovering Isotype from a Cognitive Perspective
Schreder, G., Hynek, N., Windhager, F., & Mayr, E. (2018) · Lecture notes in computer science · doi:10.1007/978-3-319-91376-6_41 · Cited by 6 · see citing works
Hancock, J., Hui, R., Singh, J., & Mazumder, A. (2024) · Extended Abstracts of the CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613905.3651081 · Cited by 5 · see citing works
Blair, C., Wang, X., & Périn, C. (2024) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2024.3456361 · Cited by 5 · see citing works
Nudging with Narrative Visualization: Communicating to a Young Adult Audience in the Pandemic
Errey, N., Liang, J., Leong, T. W., Chen, Y., Vally, H., & Bennett, C. M. (2024) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3686950 · Cited by 5 · see citing works
Milesi, M. E., Mejia‐Domenzain, P., Brandl, L., Echeverría, V., Jin, Y., Gašević, D., Tsai, Y., Käser, T., & Martínez‐Maldonado, R. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3714270 · Cited by 6 · see citing works
FaceVis: Exploring a Robot's Face for Affective Visualisation Design
Schömbs, S., Pan, J., Zhang, Y., Gonçalves, J., & Johal, W. (2024) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3613905.3650910 · Cited by 5 · see citing works
Johnson, J. A., Itiola, A. J., Rahman, S., Smith, C. J., Soprovich, A., Wozniak, L., & Marshall, D. A. (2024) · BMC Musculoskeletal Disorders · doi:10.1186/s12891-024-07304-5 · Cited by 5 · see citing works
Visualization for VillainyPreprint
McNutt, A. M., Huang, L., & Koenig, K. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2109.06007 · Cited by 5 · see citing works
Mapping the Landscape of COVID-19 Crisis VisualizationsPreprint
Zhang, Y., Sun, Y., Padilla, L., Barua, S., Bertini, E., & Parker, A. G. (2020) · doi:10.31219/osf.io/kd3y9 · Cited by 5 · see citing works
Self-citationElli, T., Bradley, A., Hinrichs, U., & Collins, C. (2022) · Proceedings of DRS · doi:10.21606/drs.2022.447 · Cited by 4 · see citing works
RETRACTED: A Perception Study for Unit Charts in the Context of Large-Magnitude Data Representation
Lin, Y., Tang, Y., Zhu, Y., Song, F., & Tang, W. (2023) · Symmetry · doi:10.3390/sym15010219 · Cited by 4 · see citing works
RetractedFeeling numbers : the rhetoric of pathos in visualization
Campbell (2018) · doi:10.17760/d20290229 · Cited by 4 · see citing works
Cognitive Affordances in Visualization: Related Constructs, Design Factors, and Framework
Fygenson, R., Padilla, L., & Bertini, E. (2025) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2025.3610803 · Cited by 3 · see citing works
Self-citationOpen Questions About the Visualization of Sociodemographic Data
Cabric, F., Bjarnadóttir, M. V., Cabouat, A.-F., & Isenberg, P. (2023) · IEEE Workshop on Visualization for Social Good (VIS4Good) · doi:10.1109/vis4good60218.2023.00010 · Cited by 3 · see citing works
Trouble at Sea: Data and digital technology challenges for maritime human rights concerns
Hancock, J., Hui, R., Singh, J. P., & Mazumder, A. (2024) · ACM Conference on Fairness, Accountability, and Transparency (FAccT) · doi:10.1145/3630106.3658950 · Cited by 3 · see citing works
Dhawka, P., & Dasgupta, S. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713243 · Cited by 3 · see citing works
Meier, S., & Glinka, K. (2017) · i-com · doi:10.1515/icom-2017-0025 · Cited by 3 · see citing works
Survey of data stories: Guidelines for data story authoring
Garretón, M., Moyano-Dávila, D., Guerra, J., & Parra, D. (2024) · Information Visualization · doi:10.1177/14738716241287116 · Cited by 2 · see citing works
Davidson, R., & Cheshire, J. A. (2025) · Cartography and Geographic Information Science · doi:10.1080/15230406.2025.2554065 · Cited by 1 · see citing works
Unveiling the Visual Rhetoric of Persuasive Cartography: A Case Study of the Design of Octopus Maps
Lin, D., Wang, Y., Yang, Y., & Lan, X. (2025) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2025.3634776 · Cited by 1 · see citing works
Affective Color Scales for Colormap Data Visualizations
Braun, H. C., Mukherjee, K., Gorelik, S. R., & Schloss, K. B. (2025) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2025.3634775 · Cited by 1 · see citing works
Jambor, H. K., Rajabiyazdi, F., Prantl, V. I., Flotho, M., Möller, T. B., & Turkay, Ç. (2026) · Nature Methods · doi:10.1038/s41592-026-03241-4 · Cited by 1 · see citing works
Alamalhodaei, A., Alberda, A. P., & Feigenbaum, A. (2021) · Routledge eBooks · doi:10.5117/9789463722902_ch21 · Cited by 1 · see citing works
Weber-Stein, F., & Engel, J. (2023) · Gesellschaft, Wirtschaft, Politik · doi:10.3224/gwp.v72i1.11 · Cited by 1 · see citing works
Illegible Semantics: Exploring the Design Space of Metal LogosPreprint
Rijken, G. J., Cutura, R., Heyen, F., Sedlmair, M., Correll, M., Dykes, J. A., & Smit, N. N. (2021) · arXiv (Cornell University) · doi:10.48550/arxiv.2109.01688 · Cited by 1 · see citing works
Kim, J. G. (2019) · Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign)
The Effect of Proximity in Social Data Charts on Perceived Unity
Promann, M., & Brunswicker, S. (2018) · IEEE Conference on Visual Analytics Science and Technology (VAST) · doi:10.1109/vast.2018.8802449
Wong, C. (2020) · UWSpace (University of Waterloo)
Practitioners' Perspectives on Designing Data Visualizations for the General Public
Schuster, R., Gregory, K., Möller, T. B., & Koesten, L. M. (2026) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3790627
PhDs—Portugal has Doctors: A Visualization of Academia Achievements in Portugal From 1970 to 2022
Silva, P., Martins, P., & Machado, P. (2024) · IEEE Computer Graphics and Applications · doi:10.1109/mcg.2024.3405656
Connections Beyond Data: Exploring Homophily With Visualizations
Sukumar, P. T., Porfiri, M., & Nov, O. (2024) · Visualization · doi:10.1109/vis55277.2024.00054
Self-citationPromises and Limits of Empathy for Global Cooperation
Bayram, A. B. (2025) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780197698532.013.23
Chart-to-Experience: Benchmarking Multimodal LLMs for Predicting Experiential Impact of Charts
Kim, S. G., Choi, J. Y., Rossi, R. A., Koh, E., & Lee, T. Y. (2025) · IEEE Pacific Visualization Conference (PacificVis) · doi:10.1109/pacificvis64226.2025.00040
Lan, X., Yang, Y., & Wang, Y. (2025) · IEEE Transactions on Visualization and Computer Graphics · doi:10.1109/tvcg.2025.3633878
Narrative Visualizations Best Practices and Evaluation: A Systematic Mapping StudyPreprint
Airaldi, A. L., Irrazábal, E., & Diaz-Pace, J. A. (2022) · Research Square · doi:10.21203/rs.3.rs-1735564/v1
- Authors
- Boy, J., Pandey, A. V., Emerson, J., Satterthwaite, M., Nov, O., & Bertini, E.
- Affiliations
- United Nations (US)
- New York University (US)
- Venue
- Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems
- Publisher
- ACM
- Published
- 2017-05-02
- Pages
- 5462-5474
- OpenAlex
- W2587329347
- Cited by
- 104
- References
- 51
- Citations by year
- 2026: 4 · 2025: 11 · 2024: 16 · 2023: 12 · 2022: 12 · 2021: 16 · 2020: 12 · 2019: 9 · 2018: 9 · 2017: 3
- FWCI
- 2.64
- Type
- conference paper
- Language
- en
- Open access
- closed
- Locations
- CHI Conference on Human Factors in Computing Systems (publishedVersion)
- Funders
- John D. And Catherine T. MacArthur Foundation (G-107779-0)
- Topics
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Data Visualization and Analytics
- Physical Sciences › Computer Science › Human-Computer Interaction › Innovative Human-Technology Interaction
- Social Sciences › Arts and Humanities › Literature and Literary Theory › Media Influence and Health
- Keywords
- data visualization, empathy, prosocial behavior, human rights narratives, data storytelling
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
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