"Nonstick" Cookware: Coating Peeling / Flaking in 4.96× More Reviews
Listings that advertise "nonstick" still draw Coating Peeling / Flaking complaints in 0.16% of reviews — higher than the 0.03% rate for products without the claim (5.0x,
Listings that advertise "nonstick" still draw Coating Peeling / Flaking complaints in 0.16% of reviews — higher than the 0.03% rate for products without the claim (5.0x, 240,777 vs 4,385,084 reviews).
Metric
| claimant rate | 0.0016 |
|---|---|
| baseline rate | 0.0003 |
| ratio | 4.96 |
| n claimants | 240777 |
| n baseline | 4385084 |
Sample
| min_group_n | 240777 |
|---|---|
| n_baseline | 4385084 |
| n_claimants | 240777 |
Review-derived and observational: rates are the share of sampled reviews that mention a problem, not a lab-measured failure rate. Reviews are self-selected, the corpus is a 2023 vintage, and problem mentions come from keyword/NLP labelling. Association is not causation. The claim is detected from listing titles only; a missing phrase does not mean the feature is absent.
How this page was built
The chain from the question to the conclusion. Every number below is aggregated from the review corpus and product data (2023 vintage); no number is generated by AI.
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1 Origin — where the question comes from
What does the data show about Coating Peeling / Flaking for Nonstick?
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2 Signals — what we searched for
claim:nonstickproblem:coating-peeling-flaking
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3 Evidence — what the data shows
Metric Value Sample Conf. claimant_rate 0.0016 n = 240777 0.99 baseline_rate 0.0003 n = 240777 0.99 ratio 4.96 n = 240777 0.99 -
4 Products — candidates that follow
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5 Claim — the conclusion, tied to the evidence
Listings that advertise "nonstick" still draw Coating Peeling / Flaking complaints in 0.16% of reviews — higher than the 0.03% rate for products without the claim (5.0x, 240,777 vs 4,385,084 reviews).
0.16% vs 0.03% (5.0×; 240,777 vs 4,385,084) — but the baseline includes pans without coatings, so this is not ’nonstick vs stainless’. The label describes a surface, not a lifespan. See the label investigation .
- Compare coated with coated.
- Treat 'nonstick' as a category, not a quality grade.
Listings that advertise “nonstick” still draw Coating Peeling / Flaking complaints in 0.16% of reviews — higher than the 0.03% rate for products without the claim (5.0x, 240,777 vs 4,385,084 reviews).
This finding is mined from aggregated Amazon review data (2023 vintage). The evidence chain, metric and limitations are listed below; no number on this page is generated by AI.
This finding is mined from aggregated Amazon review data (2023 vintage) and is an association, not a lab-measured failure rate. Rates are the share of sampled reviews that mention a problem. See the scoring standards and our editorial policy.