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Die Global Risks Index

The Global Risks Index solutions · Open commons

Research and academia

Replicate every value, study and extend the methods, contribute data and review.

Page GRX-SOL-RESEARCHEdition Baseline Edition 2026Evidence close 2026-09-30Values not yet publishedMethod v1.0.0-draft
on: value selected · Reproduce any value5 jobs · 4 checks
  1. Pick a value instant
  2. Fetch the replication pack instant
  3. Recompute locally self-serve
  4. Digest comparison instant
  5. Report a difference instant

01Need

What this solution does

Replicate every value, study and extend the methods, contribute data and review.

Replicate every value

Study methods

Contribute data and review

02Featured run

Reproduce any value

Fetch the replication pack for any published value and recompute it from the same inputs, kernel and seed; the digest must match.

on: value selected

Reproduce any value

In progressTriggered by Researcher5 jobs4 checks

Graph
01Select
02Fetch
03Run
04Compare
05Compare

100%
Timeline
Job0 h1 hTarget
Pick a valueYouinstant
Fetch the replication packReplication serviceinstant
Recompute locallyYouinstant
Digest comparisonYouinstant
Report a differenceYouinstant

End to end on the longest path: about 1 h of proposed target service levels. Gates wait for the people named; bars with a fading end have no fixed length.

Steps
  1. Pick a value

    Select · You · instant
    Page ID or observation key
    Public cut APIProvenance (W3C PROV)
  2. Fetch the replication pack

    Fetch · Replication service · instant
    Inputs by source release · Method version, kernel and seed
    Replication packsProvenance (W3C PROV)
  3. Recompute locally

    Run · You · self-serve
    Same kernel, same seed · Open-source reference implementation
    Open SDKs (Python, R, TypeScript)Tested model kernels
  4. Digest comparison

    Compare · You · instant
    Digest matched or differences listed
    Replication packs
  5. Report a difference

    Compare · You · instant
    Opens a correction with the comparison attached
    Correction log
Artefacts
Artefact Job Who Stadium
Value reference Pick a value You Select
Replication pack Fetch the replication pack Replication service Fetch
Recomputed value Recompute locally You Run
Comparison report Digest comparison You Compare
Correction request Report a difference You Compare
DoneIn progressWaiting for approvalQueuedTest jobYou are here
Fetch the replication pack for any published value and recompute it from the same inputs, kernel and seed; the digest must match. The canvas shows where a request stands at the marked job; it is illustrative, not the status of a real request. Durations are proposed target service levels. Select a job for its steps, the people who act, the technology it runs on and what it produces.

Start free

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