CUE Research · Study 1
Life Paths, signs and birthdays of the Forbes 2025 top 100, at every level from the top 10 to the top 100.
The question: Do the world’s richest people share numbers or signs more often than chance would give?
Testing CUE’s claim
The claim was stated before this data was examined, so each test asks one narrow question: how often would random birthdays from the same years give that value as many people as it really has?
In the top 20, 4 of 20 people have it, against about 0.7 expected. Random birthdays give that many about 1 in 267 times.
| Group | People | Expected | Share | Expected share | By luck |
|---|---|---|---|---|---|
| Top 10 | 2 of 10 | 0.3 | 20.0% | 3.3% | about 1 in 26 |
| Top 20 | 4 of 20 | 0.7 | 20.0% | 3.3% | about 1 in 267 |
| Top 30 | 4 of 28 | 0.9 | 14.3% | 3.3% | about 1 in 91 |
| Top 50 | 5 of 46 | 1.5 | 10.9% | 3.3% | about 1 in 62 |
| Top 100 | 7 of 92 | 3.0 | 7.6% | 3.3% | about 1 in 32 |
Life Path 28 appears about as often as chance gives, in every group.
| Group | People | Expected | Share | Expected share | By luck |
|---|---|---|---|---|---|
| Top 10 | 0 of 10 | 0.7 | 0.0% | 6.6% | about 1 in 1 |
| Top 20 | 2 of 20 | 1.4 | 10.0% | 6.8% | about 1 in 3 |
| Top 30 | 2 of 28 | 1.9 | 7.1% | 6.8% | about 1 in 2 |
| Top 50 | 4 of 46 | 3.1 | 8.7% | 6.7% | about 1 in 3 |
| Top 100 | 6 of 92 | 6.3 | 6.5% | 6.9% | about 1 in 2 |
No clear differences. Across every group of 50 or more and every measure, the numbers are within what chance produces.
Top 100: 1 day energy appears 22 times against about 12.1 expected (1.82×).
Top 100: every birth quarter is within normal variation of random birthdays from the same years.
With 100 people, only large differences can show up clearly. Most apparent patterns in a group this size are chance, and the study says so when that is the case.
Reproduce it: the raw data snapshots and build scripts are in CUE’s code repository (scripts/data and scripts/build-*-study.mts).