Source
NCES F-33 + EdFacts · vintage 2026 · refresh cadence: annual
Composite ROI: outcomes per dollar of per-pupil spending
Direction of better
Higher values are better. Used to rank candidate towns/properties; higher score = stronger fit.
Unit
Values are reported in score_0_100.
Where the data lives
Tables: municipality_metrics
Columns: education_efficiency
Input field: education_efficiency
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": "town.education_efficiency",
"name": "Education Efficiency Score",
"value": 78,
"unitText": "score_0_100",
"additionalProperty": [
{
"@type": "PropertyValue",
"name": "composite",
"value": "Education"
},
{
"@type": "PropertyValue",
"name": "level",
"value": "city"
},
{
"@type": "PropertyValue",
"name": "direction",
"value": "higher_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": "town.education_efficiency",
"sameAs": "NCES F-33 + EdFacts"
},
"mentions": [
{
"@type": "Dataset",
"@id": "https://valifit.com/sources/nces-f33-school-district-finance",
"identifier": "NCES_F33",
"name": "NCES Local Education Agency Finance Survey",
"url": "https://nces.ed.gov/ccd/f33agency.asp",
"sameAs": "https://nces.ed.gov/ccd/f33agency.asp",
"creator": {
"@type": "Organization",
"name": "National Center for Education Statistics"
},
"temporalCoverage": "annual",
"dateModified": "2026-07-21"
}
]
}For programmatic access
GET /api/v1/catalog/metrics?id=town.education_efficiency
MCP tool: get_catalog with id="town.education_efficiency"