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Benford's Law

Tool to verify the Benford's law. Test digital data whether they are random or not and if numbers follow Benford's law. This test is used in particular for the detection of fraud, such as accounting or finance.

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Benford's Law -

Tag(s) : Statistics, Data processing

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Benford's Law

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Benford Law Numerical Data Analyzer



Tool to verify the Benford's law. Test digital data whether they are random or not and if numbers follow Benford's law. This test is used in particular for the detection of fraud, such as accounting or finance.

Answers to Questions

What is the definition of the Benford's Law?

Benford's law states that in the majority of natural collections of numbers (ie. lists of numbers derived from reality and not created artificially), the first significant digit is usually small. This law applies very well to numbers representing orders of magnitude: prices, populations, lengths, etc.

The digit 0 is excluded because it is not significant. The law therefore applies to numbers between 1 and 9.

Mathematically the probability that a digit is the first significant digit of a number in a collection of numbers can be described by the formula:

$$ P(d)=\log_{10} \left(1+\frac{1}{d}\right) $$

The corresponding percentages are:

xP(x)
10.301 (30.1%)
20.176 (17.6%)
30.125 (12.5%)
40.097 (9.7%)
50.079 (7.9%)
60.067 (6.7%)
70.058 (5.8%)
80.051 (5.1%)
90.046 (4.6%)

A priori, any distribution of digits too much away from these numbers is not natural, thus abnormal.

How to test a dataset with Benford's Law?

dCode uses the Chi2 test (χ²). Enter the data in the text box, dCode will calculate the frequency of occurrence of the first significant digits.

dCode considers that the data are correlated with the distribution of Benford's law, when the p-value is less than 0.05 (95% test).

When to use Benford's law?

Bendord's law is used to check whether data obeying this law have not been artificially modified. If this is the case, and random numbers have been used, their distribution no longer follows Benford's law. Its main use is therefore for audits in the event of suspicion of fraud, generally in accounting or finance.

What kind of data generally obeys to Benford's law?

Data obeying the Benford law :

- The numbers resulting from transactions, accounting data: turnover, refunds, sales, etc.

- Results of addition, multiplication or exponentiation

Example: Fibonacci numbers, powers, factorials, etc.

What kind of data does not obey to Benford's law?

Data not obeying the Benford law:

- Sequential numbers: street numbers, invoices, etc.

- Significant numbers, ie. numbers that contents is defined by a nomenclature (for example: card number), or whose value is defined by human thinking (for example: a price of $9.99)

- Numbers coming from a collection limited by a minimum or a maximum or another criterion that can introduce a statistical bias.

Source code

dCode retains ownership of the online 'Benford's Law' tool source code. Except explicit open source licence (indicated CC / Creative Commons / free), any algorithm, applet or snippet (converter, solver, encryption / decryption, encoding / decoding, ciphering / deciphering, translator), or any function (convert, solve, decrypt / encrypt, decipher / cipher, decode / encode, translate) written in any informatic language (PHP, Java, C#, Python, Javascript, Matlab, etc.) no data, script or API access will be for free, same for Benford's Law download for offline use on PC, tablet, iPhone or Android !

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Thanks to your feedback and relevant comments, dCode has developped the best Benford's Law tool, so feel free to write! Thank you !


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