All studies

Sensitivity study

10brands · prompt3 × 3

Universe 10brands

10 brands

1 variant(s) × 3 replicate(s)

3 of 3 trials complete

c6999271

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 Affinity451.030.9962.31.03—0
Brand affinity451.2221.0182.8511.222—0
Market proximity451.1520.9832.8371.152—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 Affinity452.3323.1033.6186.8920.980.983
Brand affinity45-0.4572.3662.8626.8330.9860.984
Market proximity454.0414.2755.0039.8060.9740.961

Trials

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

RunVariantReplicateStatusComplete pairs
9020637bprompt3 9fb2cfab52fb1completed45
33fb4c3fprompt3 9fb2cfab52fb2completed45
1c66535dprompt3 9fb2cfab52fb3completed45

Least stable pairs

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

PairMeanSDRangeWithin variantBetween variantsProductionDelta
Aesop · Flamingo Estate78.5752.34.52.3—79.65-1.075
Aesop · EltaMD46.1712.1554.2882.155—47.275-1.104
MALIN+GOETZ · Merit69.451.8893.6621.889—64.4385.012
Flamingo Estate · Supergoop!51.0421.863.2881.86—51.95-0.908
EltaMD · Flamingo Estate35.0091.8043.3631.804—34.1630.846
Aesop · Merit65.2131.6743.3251.674—623.213
Flamingo Estate · Merit60.4081.5742.7751.574—57.8252.583
Merit · Rare Beauty79.0211.5332.8881.533—80.263-1.242
EltaMD · Merit57.1371.3632.7121.363—53.5753.562
Aesop · Rare Beauty41.1041.3122.4131.312—42.125-1.021
EltaMD · Supergoop!73.8671.2842.3121.284—75.888-2.021
Le Labo · Rare Beauty42.1291.2812.5621.281—38.6253.504
Rare Beauty · Supergoop!75.0591.2272.1371.227—71.7253.334
MALIN+GOETZ · Rare Beauty50.1091.212.151.21—49.2750.834
EltaMD · Oribe45.1081.1642.0751.164—42.1252.983
La Mer · Merit54.9171.1192.2381.119—50.54.417
Aesop · MALIN+GOETZ85.41.1082.2131.108—84.70.7
Flamingo Estate · Le Labo77.8791.072.1371.07—78.2-0.321
Flamingo Estate · Rare Beauty36.3051.06321.063—38.613-2.308
La Mer · Oribe73.281.04121.041—67.455.83
La Mer · Rare Beauty39.9091.0321.8121.032—35.5884.321
EltaMD · MALIN+GOETZ54.08711.9371—53.3630.724
Oribe · Supergoop!58.5420.9961.80.996—52.7385.804
Oribe · Rare Beauty48.1340.9631.9120.963—44.93.234
EltaMD · Le Labo37.40.9531.6750.953—33.8633.537