Technique belongs in the review
A product ranking should help the shopper succeed after purchase.
How Tan List conducts desk research, labels evidence gaps, assigns editorial scores, handles affiliate links, and corrects material errors.
Self-tanner advice often begins with a universal winner even though the real decision changes with skin tone, body area, timing, format, scent tolerance, transfer tolerance, and budget. Tan List turns those variables into a visible decision system.
The site is an independent desk-research publication. We compare public product information, retailer snapshots, structured review-text signals, and consistent editorial criteria. We publish the scorecard, the evidence status, the drawbacks, and the date each page was reviewed.
Research-based editorial comparisons using a common 9-dimension rubric.
Hands-on wear tests, laboratory measurements, clinical advice, or a representative consumer survey.
A page will identify the tester, protocol, date, products, and conditions if original testing is added later.
The source capture contained 1,684 rows and 1,175 unique review URLs. One standalone applicator-kit listing contributed 58 captured rows and 49 unique URLs; those rows are disclosed but excluded from formula findings. The formula subset contains 1,626 captured rows, 1,126 unique URLs across 29 listings, and 1,116 rows marked verified.
The scraper intentionally combined recent-all reviews with rating-stratified helpful-review slices. After deduplication, 866 of 1,126 formula-review URLs appeared only in helpful slices, 92 appeared only in recent-all or validation slices, and 168 appeared in both. Theme tags are lexical mentions, not sentiment, complaint rates, or a representative rating distribution.
Read the review-study note for the corpus counts and the methodology for how editorial scores are assigned.
If a formula, price, retailer, score input, or source boundary is wrong, send the exact page and supporting source. We review evidence, correct confirmed errors, and do not promise a predetermined outcome or score.
Start with product surfaces and review records, then preserve the capture date and scope.
CollectEvery product gets the same 9-dimension treatment.
ScoreThe winner is visible, but so are the weak spots.
PublishRankings can change when formulas, prices, or reviews change.
UpdateThe site works best when it teaches the physical routine, not just the ranked list.
A product ranking should help the shopper succeed after purchase.
Body area, label routine, evidence coverage, and current price matter before brand preference.
Texture, time, and routine are easier to understand when shown.
Start with what shoppers search and ask.
Apply one rubric across the index.
Turn technical issues into visual decisions.
Refresh when prices, formulas, or reviews change.