People United Foundation

Ethical AI Training for Leadership, Workforce, and Community Impact

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Impact • Aggregate Reporting • Privacy-First

Impact Reporting Framework (Aggregate-Only)

PUF is designed to be grant- and procurement-friendly: no accounts required (v1), no surveillance, and no individual tracking. Reporting is aggregate and community-level.

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Human impact

Our impact is measured in participation, completion, and capacity built—reported in aggregate to respect privacy and dignity.

Human proof

“We can report outcomes in aggregate and still tell an honest story of capacity built.”

Grants & compliance reviewer
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What we report (examples)

  • Participation totals (aggregate): sponsored, started, completed
  • Completion rate (aggregate)
  • Delivery milestones: kickoff, midpoint update, wrap-up
  • Program scope: programs + cohort tier or enterprise license
  • Community-level outcomes (themes; no personal identifiers)

What we do NOT do

  • No surveillance or monitoring of individuals
  • No behavioral scoring, profiling, or prediction
  • No individual-level dashboards for sponsors
  • No requirement for accounts (v1)

Copy-paste privacy statement

PUF does not require participant accounts and does not conduct surveillance or individual tracking. Any reporting is aggregate and community-level, with no personal profiling.