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RE413

Behind the Data

Data Refresh Log

Every figure on this site carries a source and a date. This is the same claim in aggregate: when each source was last checked, what moved, and what has to pass before anything is published. The stamp in the tiles below is the newest check in the pipeline, not a date every dataset shares.

Data Health

Each source runs on its own clock, and this is where the pipeline's memory of those clocks is published. Every state below is read from the refresh jobs' own ledger, not inferred from the newest date elsewhere on this page, and a check that was never recorded says so rather than reading as current.

Assessed against the most recent refresh run, September 21, 2026. A fixed or living-register source has no coverage period to fall behind; its check date is its whole story.

Degraded
0
the last recorded check failed, or passed only partially
Overdue
0
the next check was due before the most recent run
Never Checked
70
no successful check is on record
Unknown
0
a field this summary needs is missing or unreadable
Healthy
1
checked inside its window, nothing needs attention
Unchanged
1
living registers, current as of their last check
Fixed
7
one-time releases, not re-checked for new figures

Needs Attention

No failed, overdue or unreadable checks are recorded as of the last run.

Every Source

79 sources

Every source, its coverage, its last recorded check and its state.
SourceSubjectCoverageLast Successful CheckLast AttemptNext DueStatusWhy
Housing Cost Burden (Census Survey)Property and HousingFigures through 2023Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Income and Work (Census Survey)Work and IncomeFigures through 2020–2024 survey windowNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Income, Value and Rent Series (Census Survey)Property and HousingFigures through 2023Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Heating Fuels and Housing Stock (Census Survey)Property and HousingFigures through 2020–2024 survey windowNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Commutes, Education and Housing Age (Census Survey)Property and HousingFigures through 2023Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Activity Use LimitationsHazards and EnvironmentLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
County UnemploymentWork and IncomeFigures through 2026Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
County Employment and WagesWork and IncomeFigures through 2026Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Building Permits, Town by TownProperty and HousingFigures through 1980–2025Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Business Counts by ZIPWork and IncomeFigures through 2023Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
New Homes PermittedRates and PricesFigures through 2025Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Census Geography CrosswalkProperty and HousingFigures through 2023 GazetteerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
State Aid to Towns (Cherry Sheets)Rates and PricesFigures through FY2027 estimatesNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Community FacilitiesUtilities and InfrastructureLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Community Preservation ActRates and PricesLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Community Resilience EstimatesHazards and EnvironmentFigures through 2024Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Where People Work (Commute Census)Work and IncomeFigures through 2022Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Conservation OverlaysHazards and EnvironmentLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Contaminated Sites 21EHazards and EnvironmentLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Dam Hazard ClassificationHazards and EnvironmentLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Decennial Census Housing CountsProperty and HousingFigures through 2020 censusNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Development ConstraintsHazards and EnvironmentLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Development IncentivesRates and PricesLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Tax Rates and Town FinancesRates and PricesFigures through FY2026 certificationsNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Environmental Justice PopulationsRates and PricesFigures through 2020Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
EPA Drinking Water SystemsUtilities and InfrastructureLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
EPA FRS FacilitiesHazards and EnvironmentLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
EPA TRI FacilitiesHazards and EnvironmentLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Natural Hazard Risk Index (County)Hazards and EnvironmentFigures through December 2025 releaseNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Natural Hazard Risk Index (Tract)Hazards and EnvironmentFigures through December 2025 releaseNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
County House Price IndexRates and PricesFigures through 2025Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Historic InventoryProperty and HousingLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Affordability Gap Analysis (HUD)Rates and PricesFigures through 2018–2022 survey windowNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
HUD Rent StandardsRates and PricesFigures through FY2026Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Who Moved In and Out (IRS)Work and IncomeFigures through 2023Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Land Cover 2016Property and HousingFigures through 2016 aerial imageryNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Land Use SnapshotsProperty and HousingFigures through 1971, 1985 and 1999 snapshotsNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Elevation Survey FlightsUtilities and InfrastructureFigures through 2013–2021 flightsNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Local Lender Rate SurveyRates and PricesFigures through 2026-09-19Not recordedNot recordedNot recordedNever CheckedNo successful check is recorded.
Migration Flows (Census Survey)Work and IncomeFigures through 2018–2022 survey windowNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Mortgage Rate HistoryRates and PricesFigures through 2026-09-17Not recordedNot recordedNot recordedNever CheckedNo successful check is recorded.
This Week's Mortgage RateRates and PricesFigures through 2026-09-17Not recordedNot recordedNot recordedNever CheckedNo successful check is recorded.
NFIP ClaimsHazards and EnvironmentLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
NFIP PoliciesHazards and EnvironmentLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Climate NormalsHazards and EnvironmentFigures through 1991–2020 normalsNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Recent SalesRates and PricesLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
School DistrictsProperty and HousingLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
School EnrollmentProperty and HousingFigures through 2026Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Per-Pupil School SpendingProperty and HousingFigures through FY2024Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
SchoolsUtilities and InfrastructureLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Sewer Service Areas POTWUtilities and InfrastructureLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Sewer Service Areas PrivateUtilities and InfrastructureLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Solar InstallationsProperty and HousingLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Subsidized Housing Inventory (40B)Property and HousingFigures through September 30, 2025Not recordedNot recordedNot recordedNever CheckedNo successful check is recorded.
Town Land AreasProperty and HousingFigures through 2024Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Assessed Values and ParcelsProperty and HousingFigures through FY2027 (assessment years vary by town, FY2019–FY2027)Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Annual Population EstimatesProperty and HousingFigures through estimates through 2024Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Census Population CountsProperty and HousingFigures through 2020 censusNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
The Town Records (Derived)Property and HousingFigures through per component seriesNot recordedNot recordedNot recordedNever CheckedNo successful check is recorded.
Traffic CountsUtilities and InfrastructureFigures through 2024 inventoryNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
TrailsUtilities and InfrastructureLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Reported Chemical Releases (TRI)Hazards and EnvironmentFigures through 2024Not recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
USGS Water SitesUtilities and InfrastructureLiving registerNot recordedNot recordedNot recordedNever CheckedNo successful check is recorded.
Utility ProvidersUtilities and InfrastructureLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Walkability IndexUtilities and InfrastructureFigures through 2021 Smart Location DatabaseNot recordedNot recordedNot recordedNever CheckedNo successful check is recorded.
Water Quality AssessmentsHazards and EnvironmentFigures through 2022 Integrated ListNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Water Protection ZonesUtilities and InfrastructureLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Water Service AreasUtilities and InfrastructureLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Town BoundariesProperty and HousingFigures through 2020 census boundariesNot recordedNot recordedNot recordedNever CheckedNo successful check is recorded.
Zoning SurveyProperty and HousingLiving registerNot recordedSeptember 21, 2026skippedNot recordedNever CheckedNo successful check is recorded.
Fuel and Electricity PricesWork and IncomeFigures through 2026-06September 21, 2026September 21, 2026succeededSeptember 28, 2026HealthyLast successful check 2026-09-21; next check due 2026-09-28.
Transit ServiceUtilities and InfrastructureLiving registerSeptember 21, 2026September 21, 2026succeededSeptember 28, 2026UnchangedLiving register; current as of the check on 2026-09-21.
Drive TimesWork and IncomeOne-time release: computed on the 2026 road networkNot recordedNot recordedNot recordedFixedOne-time release; no check clock.
Femaq3 Flood ZonesHazards and EnvironmentOne-time releaseNot recordedSeptember 21, 2026skippedNot recordedFixedOne-time release; no check clock.
Land CharacterProperty and HousingOne-time release: geological surveyNot recordedSeptember 21, 2026skippedNot recordedFixedOne-time release; no check clock.
Massgis Town IdsProperty and HousingOne-time release: 2020 census geographyNot recordedNot recordedNot recordedFixedOne-time release; no check clock.
Radon PotentialHazards and EnvironmentOne-time release: USGS Open-File Report 93-292Not recordedSeptember 21, 2026skippedNot recordedFixedOne-time release; no check clock.
Terrain SlopeProperty and HousingOne-time release: 2013–2021 flightsNot recordedSeptember 21, 2026skippedNot recordedFixedOne-time release; no check clock.
Well Yield PotentialProperty and HousingOne-time release: USGS hydrogeologic atlasNot recordedSeptember 21, 2026skippedNot recordedFixedOne-time release; no check clock.

"Not recorded" means the ledger holds no value for that field. Nothing here is inferred from the newest date elsewhere on the page.

Sources Last Checked
September 21, 2026
the newest check across all sources; each source's own date is above
Subjects Tracked
5
across all 101 towns
Records Reach Back To
1960
the oldest continuous series here

How the Refresh Works

A scheduled job checks the source publications on a tiered schedule, matched to how often each subject actually moves. Rates and fuel prices are republished weekly. Assessor rolls and census tables move once a year, and checking those every week would be pointless load on a public service.

Nothing lands unless it passes. Each run rebuilds every derived figure and then runs the full test suite against the fresh data. If a figure regressed, a source changed shape, or a town went missing, the run fails and the previous data stays up. Data is committed only because the checks went green.

The local-rate survey is all or nothing. Every lender must resolve to its ordinary published 30-year fixed, zero-point table entry, with its product and effective date. “Ordinary” is a parser category, not a claim that every borrower qualifies; loan amount, LTV, credit, occupancy, membership, fees and points still differ. If even one lender cannot be verified, that weekly snapshot is not published and no previous number is stamped with a new date.

Local lender pages last passed the complete check : 4 verified current rows. The comparison uses Freddie Mac's national observation for the week of September 17, 2026. See every product and date.

"Changed" means the figures moved. Every pull is stamped with the date it ran, so counting that as a change would mark everything as updated every week. We compare the content itself, which is why a run can honestly report that we checked and the publishing bodies had put out nothing new.

Checked is not the same as current. This page tells you when we last asked the publishing bodies for new figures. It cannot tell you how old their figures are, and those are different things: a census table published in 2023 and a tax rate set for fiscal 2026 are both "checked today" and neither is from today. The period a figure actually covers is stated beside that figure, on the page it appears on, because that is where it means something.

We publish what we hold and who published it. We do not publish the machine addresses, query parameters or per-source schedules behind each pull: naming the publishing body is the attribution these public sources ask for, and the assembly is our own work.

What the Data Runs Through

Every dated series we publish and the period its figures cover, straight from each publisher's own release. "Checked" in the chrome is when we last asked; this is what the answers actually contain. A further 27 sources are living registers (facility lists, service areas, schedules) that are current as of our last check, and 7 are one-time surveys that do not update.

Every dated series and the period its figures run through.
SeriesFigures Run ThroughPublisher
Affordability Gap Analysis (HUD)2018–2022 survey windowU.S. Department of Housing and Urban Development
Annual Population Estimatesestimates through 2024U.S. Census Bureau
Assessed Values and ParcelsFY2027 (assessment years vary by town, FY2019–FY2027)MassGIS, Massachusetts Bureau of Geographic Information
Building Permits, Town by Town1980–2025U.S. Census Bureau
Business Counts by ZIP2023U.S. Census Bureau
Census Geography Crosswalk2023 GazetteerU.S. Census Bureau
Census Population Counts2020 censusU.S. Census Bureau
Climate Normals1991–2020 normalsNOAA National Centers for Environmental Information
Community Resilience Estimates2024U.S. Census Bureau
Commutes, Education and Housing Age (Census Survey)2023U.S. Census Bureau
County Employment and Wages2026U.S. Bureau of Labor Statistics
County House Price Index2025Federal Housing Finance Agency
County Unemployment2026U.S. Bureau of Labor Statistics
Decennial Census Housing Counts2020 censusU.S. Census Bureau
Elevation Survey Flights2013–2021 flightsMassGIS, Massachusetts Bureau of Geographic Information
Environmental Justice Populations2020MassGIS, Massachusetts Bureau of Geographic Information
Fuel and Electricity Prices2026-06U.S. Bureau of Economic Analysis
Heating Fuels and Housing Stock (Census Survey)2020–2024 survey windowU.S. Census Bureau
Housing Cost Burden (Census Survey)2023U.S. Census Bureau
HUD Rent StandardsFY2026U.S. Environmental Protection Agency
Income and Work (Census Survey)2020–2024 survey windowU.S. Census Bureau
Income, Value and Rent Series (Census Survey)2023U.S. Census Bureau
Land Use Snapshots1971, 1985 and 1999 snapshotsMassGIS, Massachusetts Bureau of Geographic Information
Local Lender Rate Survey2026-09-19U.S. Department of Housing and Urban Development
Migration Flows (Census Survey)2018–2022 survey windowU.S. Census Bureau
Mortgage Rate History2026-09-17Freddie Mac
Natural Hazard Risk Index (County)December 2025 releaseFederal Emergency Management Agency
Natural Hazard Risk Index (Tract)December 2025 releaseFederal Emergency Management Agency
New Homes Permitted2025U.S. Census Bureau
Per-Pupil School SpendingFY2024U.S. Environmental Protection Agency
Reported Chemical Releases (TRI)2024U.S. Environmental Protection Agency
State Aid to Towns (Cherry Sheets)FY2027 estimatesU.S. Environmental Protection Agency
Subsidized Housing Inventory (40B)September 30, 2025Massachusetts Executive Office of Housing and Livable Communities
Tax Rates and Town FinancesFY2026 certificationsU.S. Environmental Protection Agency
The Town Records (Derived)per component seriesMultiple bodies
This Week's Mortgage Rate2026-09-17Freddie Mac
Town Boundaries2020 census boundariesMassGIS, Massachusetts Bureau of Geographic Information
Town Land Areas2024U.S. Census Bureau
Traffic Counts2024 inventoryMassachusetts Department of Transportation
Walkability Index2021 Smart Location DatabaseU.S. Environmental Protection Agency
Water Quality Assessments2022 Integrated ListMassachusetts Department of Environmental Protection
Where People Work (Commute Census)2022U.S. Census Bureau
Who Moved In and Out (IRS)2023Internal Revenue Service

What Each Subject Covers

The subjects that appear in the history below, and the bodies behind each.

Property and Housing

Assessed values, tax rates, the housing stock, and what has sold.

Massachusetts Department of Elementary and Secondary Education · Massachusetts Department of Environmental Protection · Massachusetts Executive Office of Housing and Livable Communities · Massachusetts Historical Commission · MassGIS, Massachusetts Bureau of Geographic Information · U.S. Census Bureau · U.S. Environmental Protection Agency · U.S. Geological Survey

Newest figures cover through FY2027 (assessment years vary by town, FY2019–FY2027). 4 sources are living registers, current at our last check.

Work and Income

Employment, wages, commuting patterns and the local economy.

Internal Revenue Service · U.S. Bureau of Economic Analysis · U.S. Bureau of Labor Statistics · U.S. Census Bureau

Newest figures cover through 2026.

Hazards and Environment

Flood mapping, wetlands, contaminated sites, dams and reported releases.

Federal Emergency Management Agency · Massachusetts Department of Conservation and Recreation · Massachusetts Department of Environmental Protection · Massachusetts Natural Heritage and Endangered Species Program · NOAA National Centers for Environmental Information · U.S. Census Bureau · U.S. Environmental Protection Agency · U.S. Geological Survey

Newest figures cover through December 2025 release. 9 sources are living registers, current at our last check.

Utilities and Infrastructure

Water and sewer service, gas, electricity, broadband, roads and transit.

Massachusetts Department of Environmental Protection · Massachusetts Department of Transportation · MassGIS, Massachusetts Bureau of Geographic Information · The regional transit authorities · U.S. Environmental Protection Agency · U.S. Geological Survey

Newest figures cover through 2024 inventory. 11 sources are living registers, current at our last check.

Rates and Prices

Mortgage rates, fuel prices and the national series behind local costs.

Community Preservation Coalition · Federal Housing Finance Agency · Freddie Mac · Massachusetts Executive Office of Housing and Livable Communities · MassGIS, Massachusetts Bureau of Geographic Information · U.S. Census Bureau · U.S. Department of Housing and Urban Development · U.S. Environmental Protection Agency

Newest figures cover through FY2027 estimates. 3 sources are living registers, current at our last check.

How Far Back the Record Goes

Refreshing brings the newest figures in. The archive underneath them is decades deep, because the agencies behind these series have been publishing them for decades and we hold the whole run, not just the latest reading.

Mortgage Rates
Since 1971
666 monthly observations
Cost of Heat
Since 1990
795 weekly readings
Homes Permitted
Since 1980
46 years, all 101 towns
Population
Since 1960
7 census counts
Local Bank Rates
Since 2026
4 verified weekly snapshots, 4 current lenders

Refresh History

Newest first, and it grows from here: this log records each run as it happens rather than reconstructing what came before it. Runs that changed nothing are listed too, because knowing we checked on a given date and the publishing bodies had put out nothing new is the point of keeping it.

September 21, 2026

weeklynew figures published

  • Rates and Prices
  • Utilities and Infrastructure

September 18, 2026

mortgage-ratesnew figures published

  • Hazards and Environment
  • Property and Housing
  • Rates and Prices
  • Utilities and Infrastructure
  • Work and Income

September 14, 2026

weeklychecked, nothing had changed

September 11, 2026

mortgage-ratesnew figures published

  • Rates and Prices

September 7, 2026

monthlynew figures published

  • Hazards and Environment
  • Property and Housing
  • Rates and Prices
  • Utilities and Infrastructure
  • Work and Income

September 4, 2026

mortgage-ratesnew figures published

  • Rates and Prices

August 31, 2026

weeklynew figures published

  • Hazards and Environment
  • Property and Housing
  • Rates and Prices
  • Utilities and Infrastructure
  • Work and Income

August 24, 2026

weeklynew figures published

  • Hazards and Environment
  • Property and Housing
  • Rates and Prices
  • Utilities and Infrastructure
  • Work and Income

August 17, 2026

weeklynew figures published

  • Rates and Prices

August 10, 2026

weeklynew figures published

  • Property and Housing
  • Rates and Prices

August 5, 2026

seednew figures published

  • Hazards and Environment
  • Property and Housing
  • Rates and Prices
  • Utilities and Infrastructure
  • Work and Income

If a Figure Looks Wrong

Public records contain errors, and we copy them faithfully. If a figure here disagrees with the town's own records, the town is right and we want to know. The contact is on the about page.

A recent refresh date means the figures were checked recently. It is not a warranty that they are accurate, current or complete. See the terms of use.