CTData Conference Recap: How can we "Do No Harm" with our data visualizations?

CTData hosts a monthly gathering of Connecticut data users, the Equity in Data Community of Practice, who are supporting one another to identify ways we can practically integrate equitable practices into our data work. This group hosted an engaging presentation by Alice Feng and Jon Schwabish, co-authors of the report, Do No Harm with Data: Applying Equity Awareness in Data Visualization. You can watch the video, read the brief highlights, and access the links that were shared during the session below.

Learn more about the Equity in Data Community of Practice or join us for an upcoming session!

Key Takeaways

While each person in the session no doubt took away something unique, some of the high-level, key themes that we took away are these:

  • Empathy. The question, “If I were a data point in this visualization, would I feel offended” is crucial. If you would feel disrespected, disempowered, or misunderstood, then the visualization isn’t ready for prime-time.

  • Relationships. Our own feelings about our visualization are limited if we don’t have first-hand experience as a data point. Build relationships with the people who are in the data so you can be sure your project is respectful from start to finish. If you haven’t been having conversations with people in the data throughout each phase of the data project, you might have a hard time with creating a respectful data visualization.

  • Consider the “Standard.” Often-times when exploring race or ethnicity data, groups are compared to either the White group or the best group. But are those groups really the standard? If our goal is 0% food insecurity, why are we comparing all groups to the White group when they still experience food insecurity. Why not compare to the goal? Another consideration is comparing to the average rather than a specific group.

Resources Shared During Session

Alice Feng’s publications and resources

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Jonathan Schwabish’s publications and resources

Urban Institute resources that were shared

Additional resources shared




You can learn more about the Equity in Data Community of Practice here or look through the resources that have been shared from our sessions. We meet monthly, and you can sign up to join us here (curiosity and interest in data are the only requirements!). You can watch more of the sessions from CTData (mini) Conference 2021 at the conference hub. You can keep up with us by subscribing to the CTData newsletter and following us on Twitter, Facebook, and LinkedIn.