Research

What this is

35 research instruments built from public federal and state data. Every report states its endpoint, its query, the number of rows retrieved and the date, so anyone can re-run it. Tables and derived figures are released under CC BY 4.0 with attribution.

We publish research because the restoration trade is covered almost entirely by vendors pricing their own services and by subscription market reports. Neither publishes a method. These do.

The instruments

Flood loss instruments

Built from the complete set of 626,886 FEMA NFIP claims with a loss year of 2015 or later, retrieved 4 October 2026.

Storms, freezes, fire and flood insurance prices

Built from the NOAA Storm Events Database (2015 to 2025), 3,555,151 FEMA NFIP policies in force on 31 March 2026, FEMA housing registrations from the 2021 Texas winter storm and Census AHS 2023 pipe leak items, retrieved 6 to 8 October 2026.

Water, mold and leaks in American homes

Built from the Census Bureau and HUD American Housing Survey 2023 national public use file, 48,527 occupied sample homes weighted to 133.2 million, with margins of error from the survey’s 160 replicate weights.

Storms, loans and the insurance gap

Built from the NOAA Storm Events Database (2015 to 2025), SBA Disaster Loan Data (FY2015 to FY2022) and 6,367,334 FEMA housing registrations from eight large disasters, retrieved 6 October 2026.

Flood insurance, mitigation and federal money

Built from four OpenFEMA datasets retrieved in full on 5 October 2026: county flood insurance take-up, the NFIP multiple loss property list, Hazard Mitigation Assistance projects and the FEMA disaster financial summaries, joined to the declarations file.

Disaster timing and capacity

Built from FEMA disaster declarations, BLS establishment counts and the NOAA billion-dollar disaster archive.

Disaster assistance instruments

Built from 308,360 FEMA Housing Assistance records retrieved 3 October 2026.

Industry structure

Built from BLS wage and establishment series, and FEMA declarations.

Regulation and registers

Built from state licensing registers and primary legal sources.

How these are built

  • Public sources only. If a finding cannot be reproduced from a free dataset, we do not publish it as a finding.
  • Every report carries a reproducibility block giving the endpoint, the query, the row count and the retrieval date.
  • Data quality is published, not hidden. Where a source field is unreliable we show the exclusion counts and the treatment applied.
  • Limits come before conclusions. Each report states what it cannot show.
  • Corrections are made in public. On 4 October 2026 the flood instruments were rebuilt on the complete NFIP claims set after an earlier retrieval was found to have stopped at 400,000 rows. Medians and ratios moved by under one per cent; counts were corrected upward.
  • No market-size estimates. There is no clean official count of the restoration industry, and we explain why rather than inventing one.

Citing this research

Each report carries a ready-made citation line and a CC BY 4.0 notice. Journalists and researchers are welcome to use the figures with attribution to Remediation Insider and a link to the report. If you need a cut of the underlying data that is not published, write to editorial@remediationinsider.com.