Source
HUD FMR + Census ACS · vintage 2026 · refresh cadence: annual
Direction of better
Lower values are better. Used to rank candidate towns/properties; lower score = stronger fit.
Unit
Values are reported in percent.
Default weight in Budget composite
30% of the Budget composite by default. Users can override this weight in their intake; the displayed score reflects the user's chosen weighting, never a fixed default.
Where the data lives
Tables: hud_fair_market_rents, census_demographics_municipality_mat
Columns: fmr_*br, median_household_income
Input field: hudFmrForBeds,medianIncome
JSON-LD example
Every value emitted by ValiFit (in /api/v1, MCP responses, on-page JSON-LD) carries a propertyID set to this metric_id, so AI clients can resolve it back here in one round-trip.
{
"@type": "PropertyValue",
"propertyID": "budget.rent_to_income_ratio",
"name": "Rent-to-Income Ratio",
"value": 12.4,
"unitText": "percent",
"additionalProperty": [
{
"@type": "PropertyValue",
"name": "composite",
"value": "Budget"
},
{
"@type": "PropertyValue",
"name": "level",
"value": "city"
},
{
"@type": "PropertyValue",
"name": "direction",
"value": "lower_better"
},
{
"@type": "PropertyValue",
"name": "source_year",
"value": "2026"
},
{
"@type": "PropertyValue",
"name": "fha_safe",
"value": true
}
],
"valueReference": {
"@type": "QuantitativeValue",
"additionalType": "https://valifit.com/catalog/metric",
"identifier": "budget.rent_to_income_ratio",
"sameAs": "HUD FMR + Census ACS"
},
"mentions": [
{
"@type": "Dataset",
"@id": "https://valifit.com/sources/hud-fair-market-rents",
"identifier": "HUD_FMR",
"name": "HUD Fair Market Rents",
"url": "https://www.huduser.gov/portal/datasets/fmr.html",
"sameAs": "https://www.huduser.gov/portal/datasets/fmr.html",
"creator": {
"@type": "Organization",
"name": "HUD"
},
"temporalCoverage": "annual",
"dateModified": "2026-04-01"
}
]
}For programmatic access
GET /api/v1/catalog/metrics?id=budget.rent_to_income_ratio
MCP tool: get_catalog with id="budget.rent_to_income_ratio"