Technique belongs in the review
A product ranking should help the shopper succeed after purchase.
How TheTanList conducts desk research, explains what it could not verify, assigns research 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. TheTanList turns those variables into a visible decision system.
The site is an independent desk-research publication. We compare public product information, dated retailer data, common review themes, and consistent scoring criteria. We publish the scorecard, what we could verify, the drawbacks, and the date each page was reviewed.
Desk-research comparisons using the same 9-dimension scorecard.
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 word-based mentions, not sentiment, complaint rates, or a representative rating distribution.
Read the review-study note for the review set counts and the methodology for how research 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 after a documented substantive review of a formula change, corrected product match, price change, or stronger review evidence.
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 after a documented substantive review prompted by a formula change, price change, or new review evidence.