All studies

Sensitivity study

brands · prompt4 × 3

Universe brands

100 brands

1 variant(s) × 3 replicate(s)

1 of 3 trials complete

9422e779

Stability by metric

Spread across trials, in score points. A pair counts as unstable when its standard deviation across trials exceeds 5 points.

MetricPairsMean SDMedian SDMax SDWithin variantBetween variantsUnstable
Cluny Affinity4950—————0
Brand affinity4950—————0
Market proximity4950—————0

Against the production matrix

Compared with run 4d388d02 (published, universe brands, 100 brands). Only pairs present in both are counted.

MetricPairsMean deltaMAERMSEMax deltaPearson rSpearman ρ
Cluny Affinity4465-1.0521.92.4212.1870.9870.987
Brand affinity4465-1.8262.5173.18312.8750.9850.985
Market proximity4465-0.4322.1212.67514.0830.9820.979

Trials

Each trial is preserved as its own affinity run and can be exported on its own with brand-map:export.

RunVariantReplicateStatusComplete pairs
620ba86fprompt4 e8f7b79110761running0
09f4372aprompt4 e8f7b79110762running0
e293d327prompt4 e8f7b79110763completed4950

Least stable pairs

Ranked by spread across trials, worst first, for each metric.

PairMeanSDRangeWithin variantBetween variantsProductionDelta
111SKIN · Acqua di Parma56.388—0——55.6880.7
111SKIN · Aesop57.388—0——60.25-2.862
111SKIN · amika31.413—0——32.4-0.987
111SKIN · APOTHEKE35.325—0——38.35-3.025
111SKIN · Augustinus Bader86.575—0——86.4130.162
111SKIN · Aveda38.038—0——40.338-2.3
111SKIN · Beauty of Joseon38.113—0——39.625-1.512
111SKIN · Boy Smells33.5—0——33.875-0.375
111SKIN · Briogeo34.738—0——39.1-4.362
111SKIN · Bumble and bumble41.763—0——40.751.013
111SKIN · Byredo59.413—0——61.787-2.374
111SKIN · Caudalie64.787—0——62.1382.649
111SKIN · Chantecaille76.713—0——78.738-2.025
111SKIN · Charlotte Tilbury62.9—0————
111SKIN · Clinique54.138—0——52.351.788
111SKIN · Color Wow36.888—0——37.438-0.55
111SKIN · Colorescience63.788—0——62.4381.35
111SKIN · Coola41.725—0——42.888-1.163
111SKIN · Corpus44.912—0——41.8633.049
111SKIN · Crown Affair48.45—0——50.925-2.475
111SKIN · D.S. & Durga43.938—0——44.913-0.975
111SKIN · Dae28.875—0——30.088-1.213
111SKIN · Davines43.813—0——45.288-1.475
111SKIN · DedCool32.988—0——34.163-1.175
111SKIN · Diptyque57.162—0——57.3-0.138