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R0007/2026-03-20/C001/SRC01/E02

Research R0007 — AI Cognitive Amplifier
Run 2026-03-20
Claim C001
Source SRC01
Evidence SRC01-E02
Type Analytical

Output concentration percentages as Paretian distribution properties

URL: https://www.hermanaguinis.com/pdf/PPsych2012.pdf

Extract

The claim states "the top decile produces roughly 30% of total output; the top quartile produces over 50%." These proportions are consistent with the properties of Paretian (power-law) distributions. In a power-law distribution with typical parameters observed in performance data, a small fraction of performers generates a disproportionate share of output. However, the exact percentages "30%" and "50%" could not be verified as precise figures from the paper through web-accessible extracts. They appear to be reasonable characterizations of the distribution's implications rather than exact quotations.

Relevance to Hypotheses

Hypothesis Relationship Strength
H1 Contradicts Cannot confirm these are exact paper figures
H2 Supports Consistent with Paretian properties but approximate
H3 Contradicts The percentages are in the right ballpark for Paretian distributions

Context

Paretian distributions inherently produce heavy concentration of output among top performers. The 80/20 rule (Pareto principle) is a common approximation. The specific 30%/50% figures for top decile/quartile are plausible parameterizations.

Notes

Full-text verification would resolve whether these are exact figures or approximations.