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Privacy-Preserving Analytics - Design privacy-preserving analytics flows

Design analytics flows that preserve useful product insight while reducing privacy and re-identification risk

Tags

Updated: 2026-05-09

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • design analytics flows
  • verify privacy guarantees
  • create implementation plan
  • recommend code changes
  • provide validation guidance
  • generate measurement plan

Inputs

  • SQL files
  • analytics modules
  • Python files
  • architecture docs
  • data slices
  • compliance constraints

Outputs

  • implementation plan
  • code changes
  • validation guidance
  • measurement plan
  • rollback guidance

Requirements

  • LLM support: deepseek-ai/deepseek-v3.2
  • LLM support: moonshotai/kimi-k2.5
  • LLM support: deepseek-r1:32b

Source

  • Spec: SKILL.md

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differential privacy
k anonymity
privacy analytics
design analytics flows
verify privacy guarantees
create implementation plan
recommend code changes
SQL files
analytics modules
Python files
implementation plan
code changes
validation guidance