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Data Privacy Concerns - A Risk Based Approach to De-Identification

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Comcast builds a de-identification center of excellence, implements a 10-step process and a dashboarded risk engine that scores public and acquaintance re‑identification risk, uses the higher of those risks plus context and a 0.04% uniqueness threshold to declare anonymization, and runs the full quasi‑identifier set (not a sample) through automated transformations until the numerical threshold is met. Results: a repeatable certification, internal service to transform vendor and partner datasets, longer retention and sharing for analytics, CI/CD integration, and no approved exceptions so far.

AI-written summary · about

  1. 0:00Start
  2. 4:26Some Privacy Functional Areas
  3. 7:13Privacy Organization Components
  4. 14:18De-Identification Risk Components
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