Skincare Label Clarity Standard
An open 10-point framework for evaluating whether a skincare product page clearly presents identity, ingredients, directions, cautions, and claims.
Open research
Droplet publishes its scoring method, row-level evidence, exclusions, and limitations so readers, journalists, search engines, and AI systems can verify what each finding means.
Droplet studies how clearly skincare product pages communicate label-level information. The work measures disclosure clarity, not product safety, efficacy, quality, or regulatory compliance.
An open 10-point framework for evaluating whether a skincare product page clearly presents identity, ingredients, directions, cautions, and claims.
Row-level scores, source evidence, exclusions, and aggregate findings for 27 US skincare product pages across 11 brands.