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Accurate product information underpins consumer choice and the circular economy instruments of the Green Deal, yet the comparability of the evidence that national authorities publish on labeling non-conformity has rarely been examined. This study assesses publicly reported enforcement results from five EU Member States covering three levels of economic development (Romania, Germany, Poland, Croatia and Bulgaria), with a county-level case for Alba County, Romania. Each reported figure was coded by the unit inspected, denominator, product category, and design of the enforcement action. The reported values (67%, 23.9%, 19.8%, approximately 8.6%, 26.4% and 7.7 acts per 100 inspections) measure at least four different indicators and mostly come from targeted actions; expressed on a common basis, they do not support a convergent cross-country rate. None of the five data sets reported all elements of a proposed minimum reporting set (scores 1.5–3.5 of 5). The main finding is therefore that national systems report labeling non-conformity in non-comparable formats. Alba County ranked fifth of 42 county-level units by number of sanctions in 2025, but in the absence of inspection counts, no inference about enforcement intensity can be drawn. The paper proposes the reporting set and a literature-informed matrix linking non-conformity types to detection methods, and discusses, as an implication, why reliable composition data matter for textile recycling.
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Sicoe et al. (2026) studied this question.
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