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Domain Atlas

Housing, homelessness & behavioral-health triage

Scoring systems allocating scarce help among people in crisis — a domain the Atlas covers through its use cases and governance questions while its documented case base grows.

What AI is doing here

Housing & crisis triage scoring

Predictive

Prioritization scores allocating scarce housing and behavioral-health resources among people in crisis.

Case files

This domain's documented case base is still being curated — nothing is published here without citations. Its use cases and governance questions above are the current guidance.

Who is in the system

  • Frontline workers. Caseworkers, screeners, eligibility staff — the operator network whose judgment the system augments or erodes.
  • Agency leadership. Owns procurement, policy, and the authority map; answers for the system publicly.
  • Served people & families. Those the decisions land on. Deliberately outside the PAN dynamics — their outcomes are measured, never simulated.
  • Regulators & oversight bodies. Boards, auditors, data-protection officers, inspectorates — external correction capacity.
  • Advocates & community organizations. Surface harms institutions do not see; historically the earliest accurate signal.

Dominant pressures

  • Caseload surge. Demand outruns staffing; per-case attention shrinks and review becomes triage.
  • Austerity & recovery incentives. Cost-cutting and overpayment-recovery targets tilt the system toward denial and enforcement errors.
  • Data & policy drift. The world, the intake process, and the rules change under a system trained on how things used to be.

Questions leaders should be asking

  1. 1. When demand exceeds supply by design, what does the score actually decide — and is that honest in public?
  2. 2. How is the triage model's behavior reviewed as the population and crisis landscape shift?
  3. 3. Which behavioral-health signals is the system reading, and who consented to that?
  4. 4. What oversight cadence reviews outcomes for those scored out of help?

For the actions behind these questions, see the Practice Library.