Questions, evidence & development

Function and evidence are different things. Both are stated here.

This framework may be useful and still be unproven — those are separate claims, and conflating them is how frameworks like this usually lose their credibility. CAPACITY hUman has not undergone formal peer review.

Currently available

Function: what this framework does today, for anyone who reads it.

  • A public, readable diagnostic path anyone can apply without training
  • A set of core distinctions that name specific, common reasoning errors
  • Anonymized worked cases showing the reasoning order in use
  • A written statement of limits, including what this framework refuses to do
  • An implementation approach that costs nothing and can be abandoned freely

Not yet established

Evidence: what has not been demonstrated, and should not be assumed.

  • No peer-reviewed study supports this framework specifically
  • No validated measure of capacity exists in this project
  • No effect on performance, wellbeing, turnover, grades or conflict rates has been demonstrated
  • No claim of predictive power over any individual's behavior
  • No evidence that using this framework improves decisions — only that some users report it changes what they look at
  • No structured testing across cultures, sectors or age groups has been completed

Falsifiability

What would show this to be wrong.

A framework that cannot be wrong is not a framework. These are the conditions under which this one should be abandoned or substantially rebuilt.
  • If structured use of the path produced no different conclusions than an unstructured conversation about the same case.
  • If the ruled-out explanations turned out, on checking, to be the correct ones as often as the retained ones.
  • If applying it reliably reduced accountability rather than relocating the problem.
  • If the distinctions it draws — capacity versus willingness, agency versus capacity — made no practical difference to what people did next.
  • If it only ever produced answers that flattered whoever was running it.

Reports that it failed in a real setting are more useful than reports that it worked, and are actively wanted.

Established ideas this work draws from

Broadly accepted starting points.

These are general, widely discussed ideas rather than specific findings, described in ordinary language. No study is cited as evidence for CAPACITY hUman itself.
  • Behavior occurs in context

    Behavior is generally understood as occurring within a situation, not in isolation from it.

  • Physical state can influence thinking and emotion

    Hunger, illness, pain and fatigue are commonly described as affecting mood and cognition.

  • Sleep can affect emotional and executive functioning

    Sleep loss is widely associated with reduced regulation, attention and decision quality.

  • Stress and workload can affect regulation

    Sustained demand is commonly associated with reduced tolerance and shorter responses.

  • Relational context can influence response

    Who is present, and the history with them, can shape how a moment is experienced.

  • Repeated observation can help reveal patterns

    Recording over time is a long-standing way of noticing what a single instance cannot show.

The synthesis

The contribution is the order, not the ingredients.

Each influence above is discussed somewhere in existing fields. This project arranges them into one public search order that a stranger can use without training.
  1. Event
  2. Appraisal
  3. Accessible capacity
  4. Allocation
  5. Agency
  6. Decision
  7. Behavior
  8. Outcome
  9. Recovery
  10. Learning
  11. New conditions

The path is a search order, not a mechanism. It does not claim that conditions determine behavior, that a person always chooses the best option available to them, or that this framework can predict what someone will do.

Context adds information. It does not erase impact.

Still being explored

Open questions, stated openly.

  • Whether capacity should eventually be measured at all, and if so, how
  • Whether different capacity domains are more useful treated separately or together
  • How longitudinal logging affects the usefulness and honesty of self-observation
  • How the framework performs across different environments and cultures
  • Which organizational and educational applications prove genuinely useful in practice
  • What patterns, if any, emerge through future structured testing

Who wrote this, and what that is worth

CAPACITY hUman was developed independently by Jordan Wilkin. No clinical credentials, academic post, or research affiliation are claimed. That is a real limitation and it is stated here rather than buried: the framework should be judged on whether its reasoning holds and whether it survives testing, not on the authority of whoever wrote it.

Internal methodology, question design, scoring approaches and any index logic remain unpublished while the work develops. The reasoning is public; the internals are not.

Understanding what influenced a behavior does not eliminate responsibility for that behavior. If you need clinical support, please contact a qualified professional or your local emergency services.

Development

Built in public, revised as it is tested.

Pilots, testing groups, and contributed observations are how this work gets checked — including telling us where it fails.