Independent public-interest project · Scientific framework under active development · Live public pilot
UXR Documentation
Looking for a Blue Score or Company Comparison?
UXR does not yet publish operational Blue Scores or mature company comparison pages.
The future comparison system is intended to help people compare companies, hospitals, plans, schools, employers, products, services, cities, agencies, and other institutions using evidence about human time, effort, attention, dignity, safety, clarity, agency, remedy, and other supportable outcomes.
That product surface remains under development because the standards, evidence rules, governance, correction procedures, confidence display, category measures, comparability requirements, and anti-gaming safeguards are not yet sufficiently mature.
Comparison Should Emerge From Evidence
UXR should not pursue benchmarking as a branding objective. If the project develops a rigorous body of comparable evidence and verified reforms, benchmarking becomes a consequence of what the evidence can responsibly show.
The central question is not simply which organization scores highest. A more useful question is: What has humanity already demonstrated is achievable?
Peer and Cross-Domain Comparison
Peer comparison asks how materially comparable institutions handle the same or closely matched human objective under relevantly similar conditions.
Cross-domain comparative capability asks whether another kind of system has solved an analogous human problem. That evidence can challenge assumptions and generate research questions, but analogy does not prove technical equivalence.
An industry norm is also not automatically a humane baseline. If every organization in a sector imposes the same burden, being slightly better than peers does not by itself establish that the burden is necessary or proportionate.
Contestable, Not Consent-Dependent
A supportable public comparison should not require permission from every institution being compared. Its legitimacy should come from public definitions, evidence provenance, defensible comparability, transparent reasoning, appropriate measurement practice, disclosed uncertainty, and a credible correction process.
Institutions have a meaningful right of evidentiary response, not a right of approval. They may correct facts, challenge methods or inference, identify confounders, explain legal or technical constraints, provide counterevidence, dispute responsibility attribution, justify an existing condition, or document reform plans.
If the evidence demonstrates that UXR is wrong, UXR should correct the record. If an institution declines to participate, that nonparticipation does not erase independently supportable public evidence.
Measurement Discipline
UXR should use the strongest applicable measurement discipline for the thing being measured. Time, distance, counts, rates, monetary cost, and physical dimensions may support conventional quantitative measurement. Constructs such as practical agency, dignity, interpretive burden, or corrigibility require explicit definitions, observable indicators, validation work, and uncertainty rather than false precision.
Future comparisons should show material limitations, changing conditions, jurisdictional differences, source quality, confidence, and known confounders where they affect interpretation.
Comparison Should Support Reform
Comparison is most valuable when it identifies a credible better method. Verified reforms should become discoverable, understandable, comparable, reproducible, citable, and reusable so that improvement can propagate beyond the organization that first demonstrated it.
UXR's long-term record should therefore preserve excellent systems and successful reform, not only recurring failure.