Human Outcome Model (HOM): Measuring What Matters to People

We measure progress in many ways: economic growth, productivity, employment, technological advancement, public safety, health, and countless other indicators.

These measures are important. But they do not always answer a more fundamental question:

What is actually happening to people?

The Human Outcome Model (HOM) is a human-centered framework under development for examining how policies, technologies, economic systems, institutions, and social changes ultimately affect human life.

Its basic logic is simple:

Condition → Mechanism → Human Consequence

Life and Effective Life

Every person has a finite life. But being alive for a certain number of years does not fully describe the human experience of those years.

Health affects what we can do. Safety affects how securely we can live. Freedom affects the choices genuinely available to us. Capability affects whether we can act on those choices. Control over our time affects how much of life we can direct ourselves. Relationships, meaning, and well-being affect how that life is actually experienced.

HOM therefore considers not only life, but what we might call effective life: how a person’s finite lifetime is actually experienced, what they are able to do within it, and how much meaningful direction they have over it.

Lifetime provides the finite human horizon within which these outcomes occur; it is not itself another HOM dimension. Nor does HOM treat a longer life as a more valuable human life. The framework examines conditions and consequences, not the worth of a person.

The Nine Dimensions of HOM

The nine dimensions provide a structured way to examine what happens within that finite human life.

Foundations: what a life rests on

  1. Essential Needs Adequacy (N): Are essential human needs adequately met?
  2. Human Health & Functional Health (He): What happens to physical and mental health and people’s ability to function?
  3. Human Safety, Security & Resilience (S): Are people protected from serious threats, and can they withstand and recover from disruption?

Agency: what people can do with their lives

  1. Effective Freedom (F): Do people have practical, not merely formal, freedom to make meaningful choices?
  2. Effective Human Capability (C): Do people have the real ability to learn, work, participate, create, and pursue opportunities?
  3. Human Time & Time Control (T): How much of people’s time is genuinely their own, and how much control do they have over it?

Experience: how life is actually lived

  1. Human Connection & Belonging (R): How are relationships, community, inclusion, and belonging affected?
  2. Meaning & Fulfillment (M): Can people pursue purpose, contribution, identity, meaning, and fulfillment?
  3. Experienced Well-Being (E): What is the actual lived experience of people’s lives?

These dimensions are distinct, but they are not independent. Health can affect capability, security can affect freedom, time can affect relationships and meaning, and changes in one part of life can influence others.

For these reasons, HOM does not attempt to reduce a human life to a single universal score. Instead, the dimensions provide a consistent structure for examining human consequences and the tradeoffs among them.

From Narrative to Reasoning

Much of how we understand the world comes through narratives:

Technology creates progress.

Automation destroys jobs.

Economic growth improves people’s lives.

Government intervention solves problems.

Markets solve problems.

Any of these statements may contain some truth under particular conditions. But the narrative itself is not the evidence.

HOM asks us to go further:

What changed? Through what mechanism? Who was affected? Which dimensions of human life changed? What evidence supports that conclusion?

This does not mean that every aspect of human life can be mathematically calculated. Instead, HOM provides a structured way to move from a claim or narrative toward evidence-based reasoning about actual human consequences.

Not every dimension will be equally relevant to every question. HOM screens across all nine dimensions but develops the analysis only where meaningful human effects can be reasonably supported by available evidence, while keeping relevant uncertainties visible.

Same human. Same evidence standard. Same Human Outcome framework.

From Assessment Toward Better Outcomes

The first task of HOM is assessment: to understand, as reliably as available knowledge permits, what a condition actually does to human life.

That foundation matters. We cannot meaningfully improve human outcomes if we have not first understood the mechanisms producing them.

The longer-term goal goes beyond assessment.

As HOM develops, it can help compare alternative policies, technologies, institutions, or system designs and examine whether different approaches could produce better outcomes across the relevant dimensions of effective life. Where the evidence supports it, it can also help inform improvement.

This does not imply that there is one perfect solution. Alternatives may involve tradeoffs, uncertainty, and different consequences for different people. Those differences should remain visible rather than being hidden inside a single score.

Evidence can help establish consequences and tradeoffs, but deciding among competing outcomes may also involve human values. HOM aims to make those consequences visible and inform such judgments, not replace them.

The longer-term progression is therefore:

Assess → Compare → Inform Improvement

HOM is an evolving framework being developed as part of Vision 2060 and will continue to be tested and refined through applied questions and real-world cases.

HOM begins with a simple question:

What is actually happening to people?

As the framework develops, it can also help us ask:

Given what we know, what could we do differently to support better outcomes for the finite lives people actually have?

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