peopleanalyst

Platform · Live · new here

Program evaluation — causal experimentation + tamper-evident pre-registration

Causal experimentation: hypothesis capture, tamper-evident pre-registration (SHA-256 digests), deterministic treatment assignment, power planning, persisted lift estimates. The efficacy-trial engine behind 'pre-register your own trial and price the result'.

Cluster
Platform
Type
algo
Status
Live
Used by
people-analytics-toolbox

Maturity evidence

Functioning
Live spoke: REST /api/spokes/program-evaluation/experiments + MCP program-evaluation.lift.estimate (fully MCP-wired, multiple functional tools); contract registry + health aggregate; check:spokes green.
Valuable
Live + MCP-callable; no direct SKU — the efficacy moat (LEARN-STRAT: pre-registered efficacy trial as a differentiated line item), not a standalone SKU yet.
Understood
src/spokes/program-evaluation/README.md documents role + contract.
Integrated
Composes into the Learning Layer efficacy story; no dedicated product surface yet.

How to use it

REST
/api/spokes/program-evaluation/experiments
MCP
program-evaluation.lift.estimate
Data
src/spokes/program-evaluation/

Other Platform capabilities

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Capability detail sourced from the People Analytics Toolbox capability feed (source of truth), snapshot retrieved 2026-07-23.