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Krisha

@krisha-mehta.bsky.social

PhD student @UChicago. I study data visualizations.

704 Followers  |  565 Following  |  15 Posts  |  Joined: 07.11.2024  |  1.8341

Latest posts by krisha-mehta.bsky.social on Bluesky

here's a preprint of the unhinged paper i wrote with @lane

we stop just short of saying that the unthinking use of frequentist statistics puts your very soul at hazard
https://arxiv.org/pdf/2509.08213

11.09.2025 13:33 β€” πŸ‘ 6    πŸ” 2    πŸ’¬ 0    πŸ“Œ 2
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πŸ“’The open access version of our book is available now via OUP's site: global.oup.com/academic/pro...

20.08.2025 04:57 β€” πŸ‘ 27    πŸ” 9    πŸ’¬ 0    πŸ“Œ 0
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Toward a Logic of Generalization about Visualization as a Decision Aid Visualization as a discipline often grapples with generalization by reasoning about how study results on the efficacy of a tool in one context might apply to another context. This work offers an accou...

Announcing my forthcoming short paper at #ieeevis! In this solo-author work, I examine and critique the logic of generalization about decision support in visualization research. arxiv.org/abs/2508.06751

13.08.2025 16:19 β€” πŸ‘ 25    πŸ” 5    πŸ’¬ 2    πŸ“Œ 0
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Designing for Disclosure in Data Visualizations Visualizing data often entails data transformations that can reveal and hide information, operations we dub disclosure tactics. Whether designers hide information intentionally or as an implicit conse...

Link to Paper: arxiv.org/abs/2508.08383
This work, with Gordon Kindlmann and @kalealex.bsky.social, marks my first paper as a PhD student. I’d love to hear your thoughts! n/n

13.08.2025 14:02 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Furthermore, we unpack broader implications of reframing visualization as a mechanism for data disclosure such as in authoring tools where designers like Fred are recommended possible visualization designs based on their disclosure goals. 8/n

13.08.2025 14:02 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

From this analysis, we present a taxonomy of 13 data operations, what we dub disclosure tactics. These tactics give us a shared vocabulary to think about design tradeoffs in terms of disclosure, whether it is to protect privacy, persuade viewers, or simplify complex patterns. 7/n

13.08.2025 14:02 β€” πŸ‘ 0    πŸ” 1    πŸ’¬ 1    πŸ“Œ 0

We analyzed 425 examples of visualization techniques to study how designers made choices about information disclosure - about what information is hidden and what information is revealed in a chart. 6/n

13.08.2025 14:02 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

In our new paper, we ask: Can these decisions be made more deliberate? Can we name and describe the operations that shape what a visualization reveals, distorts, or hides? 5/n

13.08.2025 14:02 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Without clear guidance from existing tools, he’s left to experiment until something β€œlooks right,” hoping it meets both goals. 4/n

13.08.2025 14:02 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
The image is a four-panel comic illustrating a privacy dilemma in data visualization. In the first panel, a scatterplot shows individual data points, and Fred wants to hide these while still showing clusters. The second panel shows aggregation into a heatmap, which distorts clusters and can still reveal individuals. The third panel depicts adding noise, which hides clusters but requires fine tuning and introduces spurious signals. The fourth panel shows smoothed contour shapes that reveal only the clusters, which Fred finds effective and easy to produce.

The image is a four-panel comic illustrating a privacy dilemma in data visualization. In the first panel, a scatterplot shows individual data points, and Fred wants to hide these while still showing clusters. The second panel shows aggregation into a heatmap, which distorts clusters and can still reveal individuals. The third panel depicts adding noise, which hides clusters but requires fine tuning and introduces spurious signals. The fourth panel shows smoothed contour shapes that reveal only the clusters, which Fred finds effective and easy to produce.

For example, imagine a bio-statistician Fred who works at a university medical center. He’s tasked with revealing clusters in patient data to an industry partner, while protecting patient privacy. 3/n

13.08.2025 14:02 β€” πŸ‘ 1    πŸ” 1    πŸ’¬ 1    πŸ“Œ 0

Visualizing real-world data means making tradeoffs: Datasets can be messy, high-dimensional, or contain sensitive information. Designers are constantly making judgment calls about what to show and what to leave out.Β  2/n

13.08.2025 14:02 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

I am excited to share a new paper titled β€œDesigning for Disclosure in Data Visualizations” set to appear at IEEE VIS 2025 (link below). 1/n

13.08.2025 14:02 β€” πŸ‘ 3    πŸ” 1    πŸ’¬ 1    πŸ“Œ 1

@tengshanyuan.info is an incredible researcher and collaborator. He’s hiring students for his new lab at NTU! Don’t miss this opportunity!

30.07.2025 00:46 β€” πŸ‘ 3    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0
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Lenacapavir: The miracle drug that could end AIDS Hard Drugs Β· Episode

LAUNCH DAY πŸš€

Today I’m launching a new podcast, Hard Drugs, with Jacob Trefethen (@jacobtref.bsky.social)

Our first episode is about lenacapavir β€” a new HIV drug that blocks infections with an efficacy rate of nearly 100%, and which could completely change the fight against HIV worldwide.

11.06.2025 14:16 β€” πŸ‘ 239    πŸ” 72    πŸ’¬ 14    πŸ“Œ 21
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Annotation Interview Study We are researchers at University of Utah, Harvard Medical School, and University of Oklahoma, seeking visualization professionals/practitioners to share insights on their annotation practices. The goa...

Do you use data visualizations πŸ“Š or add annotations to them? My collaborators and I are doing a study on how people use visualizations in their work β€” we'd love to interview you!

Survey: docs.google.com/forms/d/e/1F...

Book a time: calendar.google.com/calendar/u/0...

27.05.2025 21:43 β€” πŸ‘ 4    πŸ” 7    πŸ’¬ 0    πŸ“Œ 1

Thanks to everybody who chimed in!

I arrived at the conclusion that (1) there's a lot of interesting stuff about interactions and (2) the figure I was looking for does not exist.

So, I made it myself! Here's a simple illustration of how to control for confounding in interactions:>

11.05.2025 05:34 β€” πŸ‘ 1135    πŸ” 275    πŸ’¬ 69    πŸ“Œ 18
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More Forecasts, More (Decision) Problems: How Uncertainty Representations for Multiple Forecasts Impact Decision Making | Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems You will be notified whenever a record that you have chosen has been cited.

🚨Paper alert! 🚨
I'll be presenting my paper visualising multiple forecast distributions at #chi2025! (If you are in-person, the talk is on Wed 11:10am in G414+415)
If you are not interested in probability distributions, I will also be talking about πŸ¦™ alpacas πŸ¦™
dl.acm.org/doi/10.1145/...

29.04.2025 01:37 β€” πŸ‘ 13    πŸ” 2    πŸ’¬ 1    πŸ“Œ 1

My student @abhsarma.bsky.social is presenting his work on visualizing forecasts under uncertainty induced by the presence of multiple forecasters at #chi2025 tomorrow! #vis #stats #hci

BTW he's great and he's looking for jobs!!

29.04.2025 07:49 β€” πŸ‘ 16    πŸ” 4    πŸ’¬ 0    πŸ“Œ 0

behold the CONNECTED SPLATTERPIE

kneel before my works, ye mighty, and despair

30.03.2025 21:00 β€” πŸ‘ 400    πŸ” 70    πŸ’¬ 36    πŸ“Œ 23
Screenshot of the linked Quarto website, with input checkboxes to change different conditions for a regression model that predicts economic performance based on US political party, with a reported p-value

Screenshot of the linked Quarto website, with input checkboxes to change different conditions for a regression model that predicts economic performance based on US political party, with a reported p-value

I’ve long used FiveThirtyEight’s interactive β€œHack Your Way To Scientific Glory” to illustrate the idea of p-hacking when I teach statistics. But ABC/Disney killed the site earlier this month :(

So I made my own with #rstats and Observable and #QuartoPub ! stats.andrewheiss.com/hack-your-way/

20.03.2025 18:30 β€” πŸ‘ 1468    πŸ” 439    πŸ’¬ 58    πŸ“Œ 30
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🌑 New on @ourworldindata.org:

We added global temperature anomaly charts *coloured by El Nino / La Nina periods*.

Today's "cool" years are warmer than "warm" years of the past.

[New article and charts by my colleague Veronika Samborska and I: ourworldindata.org/global-tempe... ]

03.03.2025 15:20 β€” πŸ‘ 424    πŸ” 176    πŸ’¬ 9    πŸ“Œ 9

I really liked this idea of using a histogram as a legend in a choropleth map (since land isn't unemployed; people are), so I made a little guide to doing it with #rstats, {ggplot2}, and {patchwork}

www.andrewheiss.com/blog/2025/02...

19.02.2025 17:58 β€” πŸ‘ 865    πŸ” 191    πŸ’¬ 27    πŸ“Œ 23

We ( @joshnicholas.com and I ) have just finished a big re-design of our poll tracking page. The redesign had two goals 1) improve the clarity of the summary charts and 2) de-emphasise the mean, and add emphasis on the credibility range/uncertainty of the modelling...

10.02.2025 03:50 β€” πŸ‘ 26    πŸ” 6    πŸ’¬ 2    πŸ“Œ 0
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Writing in the Age of AI The author John Warner discusses why β€œwriting is thinking.”

"Writing is thinking"

Read this interview: www.chronicle.com/newsletter/t...

07.02.2025 14:34 β€” πŸ‘ 19    πŸ” 3    πŸ’¬ 1    πŸ“Œ 2
Can thinking with data benefit society? @UChicago #datascience #ai #airesearch
YouTube video by UChicago Data Science Institute Can thinking with data benefit society? @UChicago #datascience #ai #airesearch

How can helping people think with data benefit society?

Explore the research of Alex Kale (@kalealex.bsky.social), Assistant Professor of Computer Science and Data Science at the University of Chicago!

www.youtube.com/shorts/8SkXI...

06.02.2025 22:44 β€” πŸ‘ 2    πŸ” 2    πŸ’¬ 0    πŸ“Œ 1
Picture an Astronomer: Katie Mack | Department of Astronomy and Astrophysics | The University of Chicago The Department of Astronomy & Astrophysics is a world leader in astrophysical research and offers rigorous academic programs at both the graduate and undergraduate level.

πŸ™οΈ Chicago friends! I will be in your city soon, talking about the end of the universe! Come join me and take your mind off your troubles by contemplating ultimate cosmic destruction instead! 🌌πŸ’₯ astrophysics.uchicago.edu/events/event...

05.02.2025 16:39 β€” πŸ‘ 641    πŸ” 73    πŸ’¬ 24    πŸ“Œ 11
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Bookshop.org enters the e-book arena, giving indie stores a new way to compete with Amazon "Everything Amazon can do, we want to do as well or better," says CEO Andy Hunter on boosting indie sales digitally.

This is VERY good news. Love bookshop.org and all the stuff they do!

www.salon.com/2025/01/28/b...

05.02.2025 01:34 β€” πŸ‘ 36037    πŸ” 6787    πŸ’¬ 497    πŸ“Œ 475
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Information+ Conference 2025

#info+ 2025 conference announced!! informationplusconference.com/2025/

29.01.2025 18:21 β€” πŸ‘ 20    πŸ” 12    πŸ’¬ 0    πŸ“Œ 2
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Tues 2/11! Join us for a FREE online lecture, Design Pioneers: African American Graphic Designers You Should Know with Glenford Laughton, founder of Laughton Creatves.

Free to attend: letterformarchive.org/shop/design-...

29.01.2025 02:57 β€” πŸ‘ 41    πŸ” 9    πŸ’¬ 0    πŸ“Œ 3

I found going into Account -> Account Settings -> Integrations -> Disable AI features turns it off for all the projects.

29.01.2025 02:32 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

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