Technology Behind the Abundance Scorecard
Research automation separated from publication
The scorecard uses automated research workers to accelerate source discovery and structure evidence, but those workers do not publish countries or alter production data. Their output is a schema-1 research handoff. Live review then decides what is accepted, and each country is rebuilt independently before it can enter the public table.
Five research workers accelerate discovery
Five scheduled country-research workers search public sources, prefer national primary institutions and strong multilaterals, and assemble evidence for countries still in the queue. They are research assistants only: they cannot change the production plugin, database, rankings or live scores.
Every handoff must fit the working schema-1 contract
A country handoff must contain the 14 domestic score rails, verified international findings and, when fully researched, four rail scores for each of Welcome and External Footprint. Earlier 14+0 handoffs remain as historical sources; never fabricate international zeroes. Include source URLs, ISO identity, source dates, missing research and any verified cross-border deductions.
Live review stays between research and publication
Research findings and proposed scores are reviewed before production. Accepted countries are integrated one at a time through a standalone country rebuild rather than through a shared batch importer. One country failing cannot prevent another country from being reviewed later.
Publication has a hard gate
Before publication, the live database must show the reviewed evidence set, exactly fourteen published domestic category scores, no scored policy categories and sufficient weighted coverage. Only then is the country published and allowed into the ranking.
Life Update watches the public result
The public update system tracks country additions, substantive evidence refreshes, score changes and rank movement. Country-data clocks and rank clocks are deliberately separate so reseeding or leaderboard movement does not masquerade as new research.
Adoption evidence is reviewed separately
Workers may identify publication, discussion, pilots, policy or implementation connected to Trott Bailey Family Civilization thinking, but they do not apply an Adoption uplift automatically. Institution weight, reach and adoption stage are reviewed before any score effect is accepted.
Evidence discipline
Source quality before source quantity
The research system searches broadly, but the public scorecard prefers evidence that is traceable, dated, country-specific and close to the underlying system being measured.
Primary public institutions
National statistics offices, ministries, regulators, public utilities, health and education agencies, transport authorities, environment agencies, central banks and official programme records.
Cross-country and research institutions
UN agencies, WHO, UNICEF, ILO, FAO, World Bank, IMF and other multilateral datasets, together with universities, peer-reviewed research and major professional institutions.
Contradiction and access evidence
The system records not only installed capacity but actual reach, geographic gaps, reliability, affordability, money-gate friction, outcomes and contradictory evidence that may weaken a headline claim.
The sixteen evidence areas
All sixteen categories can be scored. International Welcome and External Footprint (6% each) must be reviewed against four source-linked rails before scoring. Missing or weak evidence is pending. Verified harmful exports and acceptance of dumped imports may result in source-linked capped deductions; useful second-hand trade is not automatically harm.
and then 
