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DATA / RESEARCH

Global Systems Assessment

Global Systems Assessment is an open data and research system built around a simple discipline: every score comes from public data and a fixed, deterministic formula. A reproducible pipeline produces a public country atlas, and the methodology, validation programs, and known limitations are published alongside the scores. Claims are tied to evidence, and failed tests stay public instead of being quietly removed. It is a research instrument for comparing structural capacity, not a political prediction system.

Global Systems Assessment world map showing country scores for measured capacity to handle stress

What It Demonstrates

A reproducible data pipeline behind a public country atlas

Deterministic scoring from public data and a fixed formula

Validation programs with claims tied to evidence and explicit limitations

Failed tests retained publicly as part of the research record

Technology

PythonData pipelineDeterministic scoringPublic methodology
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