Academic Work
Mapping the Flow of Information from Continuous Wearables: Insights from Elite Collegiate Athletes in the United States
Authors: Kevin Childs,Mollie Brewer, Spencer Thomas, Celeste Wilkins, Jennifer A. Nichols, Kristy Elizabeth Boyer, Kevin R. B. Butler.
Publication Venue: ACM Conference on Human-Computer Interaction and Sports (SportsHCI), November 2025
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Benefits and Drawbacks of Sharing Heart Rate Data during Collaborative Exercise: A Qualitative Study
Authors: Wesly S. Menard, Kevin Childs, Oluwatomisin Obajemu, Toni V. Earle-Randell, Kristy Elizabeth Boyer
Publication Venue: EAI International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth), October 2025, Eindhoven, Netherlands
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A Qualitative Examination of the Evolving Role of Sports Technology in Collegiate Coaching
Authors: Mollie Brewer, Kevin Childs, Celeste Wilkins, Zachary R. Smith, Spencer Thomas, Kristy Elizabeth Boyer, Jennifer A. Nichols, Garrett F. Beatty, Daniel Ferris.
Publication Venue: Frontiers in Sports and Active Living, September 2025
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Data to Infinity and Beyond: Examining Data Sharing and Reuse Practices in the Computer Security Community
Authors: Anna Crowder, Allison Lu, Kevin Childs, Carson Stillman, Patrick Traynor, Kevin R. B. Butler
Publication Venue: IEEE Symposium on Security and Privacy (S&P), May 2025
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Coach, Data Analyst, and Protector: Exploring Data Practices of Collegiate Coaching Staff
Authors: Mollie Brewer, Kevin Childs, Spencer Thomas, Celeste Wilkins, Kristy Elizabeth Boyer, Jennifer A. Nichols, Kevin R. B. Butler, Garrett F. Beatty, Daniel P. Ferris
Publication Venue: ACM Conference on Human Factors in Computing Systems (CHI), April 2025
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“I Had Sort of a Sense that I Was Always Being Watched...Since I Was”: Examining Interpersonal Discomfort From Continuous Location-Sharing Applications
Authors: Kevin Childs, Cassidy Gibson, Anna Crowder, Kevin Warren, Carson Stillman, Elissa Redmiles, Eakta Jain, Patrick Traynor, Kevin Butler
Publication Venue: ACM Conference on Computer and Communications Security (CCS), October 2024
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On SMS Phishing Tactics and Infrastructure
Authors: Aleksandr Nahapetyan, Sathvik Prasad, Kevin Childs, Adam Oest, Yeganeh Ladwig, Alexandros Kapravelos, Bradley Reaves
Publication Venue: IEEE Symposium on Security and Privacy (S&P), May 2024
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Heat Marks the Spot: De-Anonymizing Users’ Geographical Data on the Strava Heatmap
Authors: Kevin Childs, Daniel Nolting, Anupam Das
Publication Venue: IEEE Workshop on Technology and Consumer Protection (ConPro), May 2023
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Other Work
Transcript to text thematic analysis
Description This research investigates how large language models can be applied to qualitative thematic analysis, comparing existing tools with previously preformed analysis. It introduces ContextTA, a framework aligned qualtiative analysis using contextual integrity, and evaluates its potential to supplement—but not yet replace—traditional qualitative research practices.
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Multimodal Membership Inference Attack
Description This research examines whether anonymized GPS and IMU data can be de-anonymized using video footage from sports competitions. It investigates the potential for video data to fingerprint motion data captured by sensors, particularly in the event of a data breach.
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Athletics Threat Model
Description This research examines the collection and security of data from student-athletes, including sensitive metrics gathered during practices and games. It explores risks to privacy, fair competition, and gambling integrity, as well as existing data management solutions to address these concerns
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Featured Articles
UF Researchers Present Groundbreaking Study on Coaching Perspectives Toward Data Use, May 9th, 2025
Description: Showcases published work by Mollie Brewer and Kevin Childs about how coaches use technology presented at ACM CHI in Japan
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UF Ph.D. students bring precision and perspective to AI initiative, July 19th, 2024
Description: Highlights the role of Kevin Childs and Mollie Brewer in the UF and Sport collaborative
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State researcher says fitness app loophole may reveal users address, June 19th, 2023
Description: Describes a vulnerability that allows for the home address of some Strava users to be discovered.
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