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Construction Site: Taking Flight! (Goodnight Construction Site) cover
global pct
66.4

Book

Construction Site: Taking Flight! (Goodnight Construction Site)

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

66.4%
Z · Global
66.4%
Z · Cohort
83.1%
Raw · Global
83.1%
Raw · Cohort
Two scores · one item
↓ crowd-elevated · 17-pt gap
Z-normalized · global
66.4
Z-normalized · cohortpublication decade
66.4
Raw average · global
83.1
Raw average · cohortpublication decade
83.1

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 17-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+0.357
Calibrated raw-mean rating5.00 /5
Broad raw-mean rating5.00 /5
90% CI-floor (z)-0.466
Reviewers (calibrated / broad)4 / 5

Summary

Construction Site: Taking Flight! (Goodnight Construction Site) sits at the 66th 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 83; 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 = +0.357. Broad raw mean = 5.00/5.

03
CI-floor

90% CI-floor = -0.466. Thin samples penalized.

04
ECDF percentile

Global 66.4. Z-track and raw-track ranked separately.

Similar percentile

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