Benford's Law Compliance Calculator
Paste transaction amounts or other positive numbers to estimate how closely their first digits align with the Benford distribution.
Examples
- Sales ledger sample 532, 1780, 9240, 611 ⇒ 88.4%
- Uniform numbers 10, 20, 30, 40, 50 ⇒ 55.56%
FAQ
Do negative numbers work?
Yes. The calculator ignores the sign and analyzes the first significant digit of the absolute value.
What if I only have a few numbers?
Small samples fluctuate widely. Consider at least a few dozen entries before drawing conclusions.
Does a low score prove fraud?
No. It simply flags unusual digit patterns. Always follow up with full audits and professional judgement.
Additional Information
- Benford's Law expects leading digits to follow log10(1 + 1/d) for d = 1…9.
- Compliance scores use total variation distance where 100% indicates a perfect Benford match.
- Use large, naturally occurring datasets for the most meaningful screening.