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Spice Mix Recipes: Top 50 Most Delicious Dry Spice Mixes [A Seasoning Cookbook] cover
global pct
12.7

Book

Spice Mix Recipes: Top 50 Most Delicious Dry Spice Mixes [A Seasoning Cookbook]

Two parallel scores from 4 calibrated reviewers and 5 raw-average reviewers.

12.7%
Z · Global
12.7%
Z · Cohort
16.5%
Raw · Global
16.5%
Raw · Cohort
Two scores · one item
Z-normalized · global
12.7
Z-normalized · cohortpublication decade
12.7
Raw average · global
16.5
Raw average · cohortpublication decade
16.5

Z-normalized corrects for reviewer bias (every reviewer re-centered onto their personal scale). Raw average uses simple mean across the broader pool including stddev=0 reviewers.

Where this book sits

0255075100

Z-normalized percentile · 5,285 ranked books

Mean reviewer z-score-0.575
Calibrated raw-mean rating4.25 /5
Broad raw-mean rating4.40 /5
90% CI-floor (z)-1.397
Reviewers (calibrated / broad)4 / 5

Summary

Spice Mix Recipes: Top 50 Most Delicious Dry Spice Mixes [A Seasoning Cookbook] sits at the 13th z-normalized percentile across 5,285ranked books. The z-percentile differs from a raw star average because Rankquant subtracts each reviewer's personal baseline before aggregating — so a reader who rates everything 5 stars carries less weight than one who rates discerningly. Raw-average percentile is 17; the gap between the two measures how much bias-correction changes this title's standing. How percentiles are computed.

Pipeline applied to this title

The math, in this order

01
Z-score per reviewer

4 reviewers with rating variance re-centered onto a personal z-scale.

02
Aggregate

Mean z = -0.575. Broad raw mean = 4.40/5.

03
CI-floor

90% CI-floor = -1.397. Thin samples penalized.

04
ECDF percentile

Global 12.7. Z-track and raw-track ranked separately.

Similar percentile

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