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Reference (Mathematics, Books): Amazon KDP category data

Amazon Books Best Sellers data for Reference (Mathematics, Books), updated Nov 2, 2026: median price $16.53, median 168 reviews, average rating 4.5 and a KDPTop opportunity score of 28/100 (highly competitive).

28Opportunity / 100
$16.53Median price
168Median reviews
Price range (middle 50%)$11.05 – $22.93
Average rating4.5
New releases (90 days)2%
Books on the list100
StoreBooks

What stands out

  • Its median reviews are 13% of the parent category Mathematics (1,295), one of the easier corners under it.
  • Only 2% of its best sellers are under 90 days old, fewer than in 93% of Books categories: established titles hold the list.

Top 10 Reference best sellers

  1. SAT Test Prep: The Complete & Up-to-Date Prep Book with Full-Length Practice Tests, Exam-R book cover by Optimal Prep Publishing

    SAT Test Prep: The Complete & Up-to-Date Prep Book with Full-Length Practice Tests, Exam-Ready Practice Questions & Step-by-Step Explanations to Ace the Digital SAT

    by Optimal Prep Publishing

    • List rank#1
    • Price$13.74
    • Rating3.6
    • Reviews309

    View on Amazon · Full data on KDPTop

  2. Carson Dellosa 54 Division Flash Cards | Flashcards Covering All Facts for Dividing Throug book cover by Brighter Child

    Carson Dellosa 54 Division Flash Cards | Flashcards Covering All Facts for Dividing Through 12, Math Games for Kids 8-12, 3rd Grade Mathematics and Up

    by Brighter Child

    • List rank#2
    • Price$2.99
    • Rating4.7
    • Reviews5,575

    View on Amazon · Full data on KDPTop

  3. Geometry Part 2: QuickStudy Laminated Reference Guide (QuickStudy Academic) book cover by S B Kizlik

    Geometry Part 2: QuickStudy Laminated Reference Guide (QuickStudy Academic)

    by S B Kizlik

    • List rank#3
    • Price$8.34
    • Rating4.7
    • Reviews1,036

    View on Amazon · Full data on KDPTop

  4. ACT Math Test Prep: a QuickStudy Laminated Reference Guide book cover by Stephen Reiss

    ACT Math Test Prep: a QuickStudy Laminated Reference Guide

    by Stephen Reiss

    • List rank#4
    • Price$7.41
    • Rating4.6
    • Reviews147

    View on Amazon · Full data on KDPTop

  5. Math Games with Bad Drawings: 75 1/4 Simple, Challenging, Go-Anywhere Games―And Why They M book cover by Ben Orlin

    Math Games with Bad Drawings: 75 1/4 Simple, Challenging, Go-Anywhere Games―And Why They Matter

    by Ben Orlin

    • List rank#5
    • Price$19.93
    • Rating4.8
    • Reviews560

    View on Amazon · Full data on KDPTop

  6. Geometry For Dummies book cover by Mark Ryan

    Geometry For Dummies

    by Mark Ryan

    • List rank#6
    • Price$11.48
    • Rating4.5
    • Reviews1,019

    View on Amazon · Full data on KDPTop

  7. Competition Math: for Middle School book cover by J. Batterson

    Competition Math: for Middle School

    by J. Batterson

    • List rank#7
    • Price$29.50
    • Rating4.5
    • Reviews445

    View on Amazon · Full data on KDPTop

  8. Math with Bad Drawings: Illuminating the Ideas That Shape Our Reality book cover by Ben Orlin

    Math with Bad Drawings: Illuminating the Ideas That Shape Our Reality

    by Ben Orlin

    • List rank#8
    • Price$11.62
    • Rating4.6
    • Reviews1,054

    View on Amazon · Full data on KDPTop

  9. The Cartoon Guide to Geometry: A Humorous Mathematics Study Guide on Plane Geometry and Vi book cover by Larry Gonick

    The Cartoon Guide to Geometry: A Humorous Mathematics Study Guide on Plane Geometry and Visual Proofs

    by Larry Gonick

    • List rank#9
    • Price$14.89
    • Rating4.6
    • Reviews173

    View on Amazon · Full data on KDPTop

  10. Catch-Up Math: 6th Grade book cover by Teacher Created Materials

    Catch-Up Math: 6th Grade

    by Teacher Created Materials

    • List rank#10
    • Price$18.99
    • Rating4.7
    • Reviews106

    View on Amazon · Full data on KDPTop

Same niche in Kindle eBooks: Reference

FAQ

Is Reference a good niche for Amazon KDP?

Its KDPTop opportunity score is 28/100, which makes it highly competitive. The median best seller has 168 reviews and sells for $16.53.

How many reviews do you need to rank in Reference?

The median best seller has 168 reviews, and 35% of them have fewer than 100.

What do Reference best sellers cost?

The median price is $16.53; half of the best sellers are priced between $11.05 and $22.93.

Can new books break into Reference?

2% of the current best sellers were released in the last 90 days.

About this data

Data comes from KDPTop's daily crawl of Amazon's public Best Sellers pages; medians use the latest list. The opportunity score (0–100, higher is easier to enter) combines the review barrier, the share of low-review books, list turnover, new-release share and price.