CAPA: A Multiplicative Framework for Human Performance in the AI Age

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Autore principale: Sharma, Anil Kumar
Natura: Recurso digital
Lingua:inglese
Pubblicazione: Zenodo 2026
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author Sharma, Anil Kumar
author_facet Sharma, Anil Kumar
contents We present CAPA (Curiosity × Attitude × Passion × Aptitude), a multiplicative framework for predicting human performance in AI-enabled roles. The framework emerges from AACP (2023) and is transformed into a predictive instrument for the age in which AI removes the Aptitude gate from most professional roles. The central claim: human performance in AI-enabled contexts is multiplicative, not additive. One zero in the four-element chain collapses the entire product.
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_19335544
institution Zenodo
language eng
publishDate 2026
publisher Zenodo
record_format zenodo
spellingShingle CAPA: A Multiplicative Framework for Human Performance in the AI Age
Sharma, Anil Kumar
human performance
AI age
multiplicative framework
workforce assessment
curiosity
attitude
passion
aptitude
CAPA
We present CAPA (Curiosity × Attitude × Passion × Aptitude), a multiplicative framework for predicting human performance in AI-enabled roles. The framework emerges from AACP (2023) and is transformed into a predictive instrument for the age in which AI removes the Aptitude gate from most professional roles. The central claim: human performance in AI-enabled contexts is multiplicative, not additive. One zero in the four-element chain collapses the entire product.
title CAPA: A Multiplicative Framework for Human Performance in the AI Age
topic human performance
AI age
multiplicative framework
workforce assessment
curiosity
attitude
passion
aptitude
CAPA
url https://doi.org/10.5281/zenodo.19335544