“Self-Blinded Mineral Water Taste Test”, Gwern2017-02-15 (, , , ; backlinks; similar)⁠:

Blind randomized taste-test of mineral/distilled/tap waters using Bayesian best-arm finding; no large differences in preference.

The kind of water used in tea is claimed to make a difference in the flavor: mineral water being better than tap water or distilled water. However, mineral water is vastly more expensive than tap water.

To test the claim, I run a preliminary test of pure water to see if any water differences are detectable at all. Compared my tap water, 3 distilled water brands (Great Value, Nestle Pure Life, & Poland Spring), 1 osmosis-purified brand (Aquafina), and 3 non-carbonated mineral water brands (Evian, Voss, & Fiji) in a series of n = 67 blinded randomized comparisons of water flavor. The comparisons are modeled using a Bradley-Terry competitive model implemented in Stan; comparisons were chosen using an adaptive Bayesian best-arm sequential trial (racing) method designed to locate the best-tasting water in the minimum number of samples by preferentially comparing the best-known arm to potentially superior arms. Blinding & randomization are achieved by using a Lazy Susan to physically randomize two identical (but marked in a hidden spot) cups of water.

The final posterior distribution indicates that some differences between waters are likely to exist but are small & imprecisely estimated and of little practical concern.