Innumeracy
Innumeracy by John Allen Paulosby John Allen Paulos
Shares rank 18 of 19 mathematics books by recommenders
People recommend it for explaining statistics at a conceptual level to anyone willing to learn, with no specialist background needed.
2 people recommended Innumeracy by John Allen Paulos in Hacker News comments and none criticized it, November 2025 to October 2026.
1 of the 2 people who recommend it commented in one thread, “Six Math Essentials”.
Summary written by Claude from 3 comments.
2 people gave an opinion
- recommend it
- 2
- mixed feelings
- 0
- warn against or regret it
- 0
The record
Recommended in 3 of 12 months
In 3 different threads.
- November 2025: not recommended
- December 2025: not recommended
- January 2026: not recommended
- February 2026: recommended
- March 2026: not recommended
- April 2026: not recommended
- May 2026: not recommended
- June 2026: not recommended
- July 2026: not recommended
- August 2026: recommended
- September 2026: recommended
- October 2026: not recommended
Why it doesn’t carry the badge
- 2 people recommend itNeeds 10 or more, not met.
- Nobody criticizes itNeeds 2 to 1 or better, met.
- Recommended in 3 of 12 monthsNeeds 4 or more, not met.
- Recommended in 3 threadsNeeds 5 or more, not met.
- The biggest thread supplies 50% of its recommendersNeeds half or less, met.
The same rules apply to every product, and the badge can’t be bought. Mixed feelings count toward neither side. How the badge works
What people say about it
Reasons grouped from a sample of 3 of the 3 opinions about it, picked in proportion to how many people recommend it, have mixed feelings and criticize it. Each mark is one comment in the sample. Open a reason to read what they said.
Why people recommend it
Each mark is one comment
Explains statistics conceptually for interested learners
“they are pretty good at explaining statistics to anyone interested in learning the material at a conceptual level”
Comment from 7 Sep 2026 in “Ask HN: Would you read a statistics textbook?” Readable regardless of educational background
“anyone can read and understand these books, regardless of their educational background”
Comment from 26 Aug 2026 in “More than half of adults in U.S. say they lack basic statistical understanding”
Other mathematics books people recommend
The four most recommended other mathematics books, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.
| Product | Recommend | Mixed | Criticize | Approval | Months | Had for | Badge |
|---|---|---|---|---|---|---|---|
| Elements by Euclidby Oliver Byrne | 14 | 2 | 9 | 61% | 8 | — | — |
| Fermat's Last Theoremby Simon Singh | 11 | 0 | 0 | 100% | 3 | — | — |
| Gödel's Proofby Nagel and Newman | 9 | 0 | 1 | 90% | 2 | — | — |
| Mathematica: A Secret World of Intuition and Curiosityby David Bessis | 8 | 0 | 0 | 100% | 6 | — | — |
| Innumeracyby John Allen PaulosThis page | 2 | 0 | 0 | 100% | 3 | — | — |
What people said
All 3 opinions about it, newest first. Each links to the original comment.
“they are pretty good at explaining statistics to anyone interested in learning the material at a conceptual level”
“anyone can read and understand these books, regardless of their educational background”
“to a lesser extent, Innumeracy”
Counts come from 1,791,911 Hacker News comments labeled by Claude, November 2025 to October 2026, with data through October 31, 2026. Counts updated 2 Nov 2026. How we count. Report a mistake.