Data note

Star ratings and warning signs in Trusty's flagged-company watchlist

In Trusty's curated 108-company flagged watchlist, 88 of the 99 companies in the caution category showed a 4.0-or-better visible star rating.

These figures describe Trusty's curated watchlist - companies checked because consumers asked or risk signals existed - not a random sample of the home-services industry.

The numbers

  • 99 of 108 were assigned to the caution category; 8 to the strongest-negative category; 1 to the positive category.
  • 88 of the 99 caution-category companies showed a 4.0+ visible rating.
  • All 8 companies in the strongest-negative category had visibly poor ratings, from 1.7 to 3.1 stars.
  • Complaint themes appeared in 61 of 108 company files.
  • A reviewer-described damage-then-denied-coverage pattern appeared in 36 of 108 files.
  • Payment-risk themes appeared in 12 of 108 files.
  • Only 19 of 108 companies had review profiles where 1-2-star reviews exceeded a quarter of total reviews.

The consumer takeaway

Average review scores can compress the signals consumers often need to inspect separately: unresolved complaint themes, damage-coverage disputes, and how a company asks to be paid. Those signals live in the text of reviews and in public records, not in the average.

In Trusty's flagged watchlist, most caution-category companies still looked like 4-star businesses at a glance. The finding is not that most home-service companies are risky; it is that average stars are a weak screen for mid-tier warning signs once a company is already on a risk list.

Method and limitations

Each company in the dataset received a structured check of public reviews and public records. The check extracted recurring themes and assigned the company to a positive, caution, or strongest-negative category. The dataset is a curated watchlist, not a random sample, and it grows as new checks are completed.

Figures are aggregates. Named company records are not distributed with this note; individual reads carry their own sourcing, dates, and correction paths.

Attribution

Cite as: an analysis by Trusty of its curated watchlist of 108 flagged home-service companies. Aggregate figures should be cited with the curated-watchlist limitation.