~/talk

My $5MM Differential Privacy Visualizations

Talkat PEPR '25 · 2025-06-09..06-10· [data-visualization, privacy-and-compliance]
links:none on file
slides:none on file

Project claims that visualizations unlock $5MM in funding and convince regulators and data scientists by showing real outputs and tradeoffs rather than abstract definitions. It uses a one-page interactive built on synthetic data to demonstrate noisy statistics end to end, a 15 by 15 rule threat demo that exposes catastrophic reidentification with real numbers, and load shapes and histograms to show usable accuracy. Two large-scale releases arrive with ε=4.72 and δ=5.06⋅10^−9, and stakeholders sign on.

AI-written summary · about

  1. 0:00Introduction
  2. 3:15First visualization that won initial funding
  3. 5:43Regulator threat scenarios
  4. 8:32Data scientist visualization
  5. 10:38Design principles
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