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Fresh Start: A Graphic Novel cover
global pct
12.1

Book

Fresh Start: A Graphic Novel

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

12.1%
Z · Global
12.1%
Z · Cohort
11.5%
Raw · Global
11.5%
Raw · Cohort
Two scores · one item
Z-normalized · global
12.1
Z-normalized · cohortpublication decade
12.1
Raw average · global
11.5
Raw average · cohortpublication decade
11.5

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-0.595
Calibrated raw-mean rating4.00 /5
Broad raw-mean rating4.25 /5
90% CI-floor (z)-1.545
Reviewers (calibrated / broad)3 / 4

Summary

Fresh Start: A Graphic Novel sits at the 12th 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 12; 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 = -0.595. Broad raw mean = 4.25/5.

03
CI-floor

90% CI-floor = -1.545. Thin samples penalized.

04
ECDF percentile

Global 12.1. Z-track and raw-track ranked separately.

Similar percentile

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