Power Laws & Surprising Statistics
Math · Intermediate · Lesson 1 of 7

Benford’s Law

The surprising first digit

An interactive lesson with 7 steps, about 6 minutes: you predict, drag and solve, with instant feedback on every answer. It runs in your browser and needs JavaScript.

What you’ll learn

  • Benford's law: first digit dd appears with probability log⁡10(1+1/d)\log_{10}(1 + 1/d).
  • About 30% of such numbers start with 1, under 5% with 9.
  • It holds for data spanning many orders of magnitude, and helps detect fabricated numbers.

Steps

  1. A guess
  2. Powers of two
  3. Around the log circle
  4. Digit one
  5. Change the units
  6. Catching fraudsters
  7. Digits 1 to 3