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If You'll Have Me cover
global pct
57.5

Book

If You'll Have Me

Two parallel scores from 8 calibrated reviewers and 26 raw-average reviewers.

57.5%
Z · Global
57.5%
Z · Cohort
65.7%
Raw · Global
65.7%
Raw · Cohort
Two scores · one item
Z-normalized · global
57.5
Z-normalized · cohortpublication decade
57.5
Raw average · global
65.7
Raw average · cohortpublication decade
65.7

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+0.224
Calibrated raw-mean rating4.75 /5
Broad raw-mean rating4.92 /5
90% CI-floor (z)-0.357
Reviewers (calibrated / broad)8 / 26

Summary

If You'll Have Me sits at the 58th 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 66; 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

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

02
Aggregate

Mean z = +0.224. Broad raw mean = 4.92/5.

03
CI-floor

90% CI-floor = -0.357. Thin samples penalized.

04
ECDF percentile

Global 57.5. Z-track and raw-track ranked separately.

Similar percentile

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