MMoBai

Survey and decision gate

Does molecular compatibility track real liking?

A primary consumer survey tested whether flavour pairings the screen scores as more molecularly compatible are in fact liked more by real consumers. It is a validation of the screening method itself. Each of 34 respondents rated five concepts on a nine-point hedonic scale, spanning the full compatibility-score range.

Respondents34APAC urban, aged 25 to 38
Spearman r0.9p = 0.0374
HIGH vs LOW liking6.88 / 4.329-point hedonic scale
Decision gateGREEN

A pre-committed decision gate was defined before data collection to prevent results from being read selectively. It required a positive rank correlation in the correct direction and a clear separation between the high tier and the low baseline. The result met the gate at the GREEN level.

Compatibility score versus mean consumer liking, one point per concept, coloured by affinity tier.

Mean hedonic liking per concept with standard-error whiskers. Dashed line at the neutral midpoint.

Per-concept results

ConceptCompatibilityTierMean likingPurchase intentRole
Coconut & Milk Tea0.79HIGH7.03 / 94.00 / 5Variant B
Mango & Jasmine0.73HIGH6.74 / 93.94 / 5Variant A
Pineapple0.61MID-HIGH5.18 / 92.82 / 5Variant C (out-of-sample)
Vanilla0.56MID-HIGH5.97 / 93.09 / 5Mid anchor
Strawberry0.26LOW4.32 / 92.41 / 5Discriminative baseline