Human Experience Reform

Independent public-interest evaluations of how systems respect dignity and support agency.

HXR Documentation

Welcome to HXR

A welcoming introduction to HXR's Evaluations, the experiences and evidence behind them, and ways to explore successful practice, understand difficulties, or contribute.

HXR Home · Documentation

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Human Experience Reform, or HXR, examines every kind of human-made system, not only software, websites, apps, or machine interfaces.

Its scope includes systems of care and support, education and employment, commerce and transportation, government and law, physical environments, digital platforms, and automated decision-making.

HXR publishes Evaluations of how those systems work for people. Supported by Incident Cases and other evidence, an Evaluation can explain a successful practice, a recurring difficulty, or mixed results. The aim is to make dignified treatment, practical agency, and protected human capacity more visible and achievable.

A good experience is worth examining in its own right. HXR looks at what made it work and what people and organizations may learn from it, while keeping each benefit and conclusion within the evidence.

Life does not have to stay harder than it needs to be.

HXR does not treat complaints, praise, scores, visibility, pressure, or reform as the final goal. Those are possible mechanisms or intermediate results. The human end is a system that recognizes people's inherent dignity, treats them accordingly, preserves or restores practical agency, and stops treating human capacity as a cost that does not count.

Universal scope is an obligation to remain open, not a claim of complete knowledge.

Different Experiences Can Teach Us Different Things

You may have found a clear choice, a helpful interaction, a reliable process, or a recovery that preserved your work. You may have encountered a difficult experience, or a system that worked well in one respect and poorly in another. HXR welcomes evidence of all of these outcomes.

You may be the person who spends hours fighting for correction. You may be the person who accepts the first answer because challenging it seems exhausting or pointless. You may not discover that the system failed until much later. You may carry the work for someone else.

Each experience can help HXR examine the system. None must fit an expected pattern of failure to matter.

Recognition is not automatic adjudication. HXR can take an experience seriously while still testing what the evidence establishes about facts, causes, responsibility, benefits, and harm.

A system can waste time without creating anger. It can reduce agency without producing a complaint. It can hide a lost outcome behind ordinary acceptance.

Silence is ambiguous evidence. Low complaint volume does not prove satisfaction, and it does not by itself prove resignation, fear, or burden avoidance.

What HXR Is

HXR combines a developing public framework, evidence-based Evaluations, bounded Incident Cases, research, and methods for understanding human experience. It is being built in public, with limited live operations and continuing methodological development.

The purpose is for systems to recognize inherent dignity, enable practical agency, and protect human capacity. Identifying problems, recognizing successful practice, informing decisions, and tracking improvement serve that purpose.

What HXR Examines

HXR asks what helps or hinders people in pursuing a legitimate objective and what the evidence shows about the consequences for people and organizations:

  • time, effort, attention, and administrative work;
  • understanding, informed choice, and useful coordination;
  • dignified treatment, access, and practical agency;
  • health, safety, opportunity, and recovery;
  • burden transferred to others or multiplied through shared inefficiency;
  • successful practices that protect capacity and help people accomplish their goals;
  • supported organizational benefits, including reduced rework or more reliable resolution;
  • verified improvement, unresolved limitations, and later regression.

HXR Is Also Science

HXR begins with observation rather than accusation. It asks what happened, what can be measured, what explanation the evidence supports, and what remains uncertain.

  1. Observation: What objective was the person pursuing? What happened? What supportable burdens, benefits, or outcomes occurred?
  2. Explanation: Which practices, mechanisms, constraints, incentives, policies, or relationships helped or hindered the objective? What does the evidence establish, and what remains uncertain?
  3. Evaluation: How did the experience recognize dignity and enable practical agency? What worked well, for whom, and under which conditions? Were burdens necessary, proportionate, fairly distributed, clearly explained, and open to meaningful challenge or remedy? What should be preserved, shared, or improved?

This is HXR's core analytical sequence, not its complete future lifecycle.

HXR is scientific in method and ambition, but it is not yet a completed scientific instrument. Its measurements, baselines, weights, and Blue Score methods remain under development and must be tested publicly.

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