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Beautiful Beast: An Age Gap Forced Proximity Mafia Romance (Mafia Legacy - Perfectly Imperfect) cover
global pct
34.0

Book

Beautiful Beast: An Age Gap Forced Proximity Mafia Romance (Mafia Legacy - Perfectly Imperfect)

Two parallel scores from 3 calibrated reviewers and 4 raw-average reviewers.

34.0%
Z · Global
34.0%
Z · Cohort
41.0%
Raw · Global
41.0%
Raw · Cohort
Two scores · one item
Z-normalized · global
34.0
Z-normalized · cohortpublication decade
34.0
Raw average · global
41.0
Raw average · cohortpublication decade
41.0

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-0.057
Calibrated raw-mean rating4.67 /5
Broad raw-mean rating4.75 /5
90% CI-floor (z)-1.007
Reviewers (calibrated / broad)3 / 4

Summary

Beautiful Beast: An Age Gap Forced Proximity Mafia Romance (Mafia Legacy - Perfectly Imperfect) sits at the 34th 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 41; 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

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

02
Aggregate

Mean z = -0.057. Broad raw mean = 4.75/5.

03
CI-floor

90% CI-floor = -1.007. Thin samples penalized.

04
ECDF percentile

Global 34. Z-track and raw-track ranked separately.

Similar percentile

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