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Methodology

From human context to action—and evidence from real work.

NeuroBusiness keeps profile information, work signals and outcomes separate so recommendations remain reviewable.

01

Human Work Profile

How a person prefers to process information, make decisions and work with AI.

02

Work Context

Workload, role clarity, pace and relevant working conditions.

03

AI Preferences

Structure, detail, autonomy, challenge, feedback and verification.

04

Behavioral Calibration

Short work scenarios help refine the initial profile.

05

Real Work Signals

Clarifications, rework, completion and usefulness.

06

Outcomes

Compare how different interaction patterns perform.

07

Learning

Use evidence from real work to improve future recommendations.

Evidence discipline

Profile is not behavior. Behavior is not outcome.

NeuroBusiness distinguishes descriptive evidence from causal claims.

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Profile

A versioned view of current work characteristics and preferences.

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Calibration

Scenario choices add context without becoming personality labels.

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Real work

Selected workflow signals retain their source and context.

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Outcome

Descriptive results stay linked to the task and conditions.

Validation boundaries

Clear claims, visible limits.

NBIF-HW and NBIF-WR remain candidate instruments in cognitive-pilot and validation work. They are not presented as normed, predictive, clinically diagnostic, or approved for personnel selection.

Technical confidence means the system has enough information to generate support. It is not a claim of psychometric validity or causal effectiveness.

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