Book
Machine Learning for Kids (Tinker Toddlers )
Two parallel scores from 3 calibrated reviewers and 5 raw-average reviewers.
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
Z-normalized percentile · 5,285 ranked books
| Mean reviewer z-score | -2.200 |
|---|---|
| Calibrated raw-mean rating | 2.33 /5 |
| Broad raw-mean rating | 3.40 /5 |
| 90% CI-floor (z) | -3.150 |
| Reviewers (calibrated / broad) | 3 / 5 |
Summary
Machine Learning for Kids (Tinker Toddlers ) sits at the 0th 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
3 reviewers with rating variance re-centered onto a personal z-scale.
Mean z = -2.200. Broad raw mean = 3.40/5.
90% CI-floor = -3.150. Thin samples penalized.
Global 0.4. Z-track and raw-track ranked separately.
Similar percentile
