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Simple Strategies for Spiritual Warfare cover
global pct
6.7

Book

Simple Strategies for Spiritual Warfare

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

6.7%
Z · Global
6.7%
Z · Cohort
1.1%
Raw · Global
1.1%
Raw · Cohort
Two scores · one item
Z-normalized · global
6.7
Z-normalized · cohortpublication decade
6.7
Raw average · global
1.1
Raw average · cohortpublication decade
1.1

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.

Where this book sits

0255075100

Z-normalized percentile · 5,285 ranked books

Mean reviewer z-score-0.882
Calibrated raw-mean rating3.33 /5
Broad raw-mean rating3.33 /5
90% CI-floor (z)-1.832
Reviewers (calibrated / broad)3 / 3

Summary

Simple Strategies for Spiritual Warfare sits at the 7th 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 1; 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 = -0.882. Broad raw mean = 3.33/5.

03
CI-floor

90% CI-floor = -1.832. Thin samples penalized.

04
ECDF percentile

Global 6.7. Z-track and raw-track ranked separately.

Similar percentile

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