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I Love You, Mommy: A Tale of Encouragement and Parental Love Between a Mother and Her Child, Picture Book cover
global pct
13.9

Book

I Love You, Mommy: A Tale of Encouragement and Parental Love Between a Mother and Her Child, Picture Book

Two parallel scores from 5 calibrated reviewers and 9 raw-average reviewers.

13.9%
Z · Global
13.9%
Z · Cohort
64.3%
Raw · Global
64.3%
Raw · Cohort
Two scores · one item
↓ crowd-elevated · 50-pt gap
Z-normalized · global
13.9
Z-normalized · cohortpublication decade
13.9
Raw average · global
64.3
Raw average · cohortpublication decade
64.3

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. The 50-point gap is the rating-inflation signature for this title — the casual crowd liked it more than discriminating reviewers (a classic inflation pattern).

Where this book sits

0255075100

Z-normalized percentile · 5,285 ranked books

Mean reviewer z-score-0.534
Calibrated raw-mean rating4.80 /5
Broad raw-mean rating4.89 /5
90% CI-floor (z)-1.270
Reviewers (calibrated / broad)5 / 9

Summary

I Love You, Mommy: A Tale of Encouragement and Parental Love Between a Mother and Her Child, Picture Book sits at the 14th 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 64; 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

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

02
Aggregate

Mean z = -0.534. Broad raw mean = 4.89/5.

03
CI-floor

90% CI-floor = -1.270. Thin samples penalized.

04
ECDF percentile

Global 13.9. Z-track and raw-track ranked separately.

Similar percentile

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