= Benford Bench — Benford Bench
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Benford Bench

Updated 2026-09-21 — Project started 2014.

Welcome to the next generation of Benford Bench — an online data assessment & publishing tool for research in fraud and disorder detection using Benford's Law digit analysis.


Featured


Upload CSV for Digit Analysis

How it works: Upload a CSV file containing numeric data. Select the column to analyze. Benford Bench will apply first-digit (and other) analysis, compute chi-square and MAD statistics, and generate a full fraud-risk assessment report.
Data File
Required. Must be a .csv file.
Which column contains the numbers to analyze (1 = first column).
Check this if the first row contains column names, not data.
First digit is most common for fraud detection. Second digit adds confidence.
Automatic detection reads the first line and picks comma, semicolon, or tab.
Optional. Attach a supporting FOIA or source document (PDF).
Investigation Details
Where did this dataset come from?
Brief description of what this data represents.
Analyst Information
Stored in the report only; not published publicly.
Chart

The saved report opens in the chart you pick here. You can switch views on the report page.



Counts accumulate in one chart. Each update redraws that same chart instead of adding another one. The run stays on this page until you open the saved report.

Reference Documents

0) Introductory article: one.pdf
1) Benford's Law with Time Stamps (catching cheaters): kottke.pdf
2) Benford's Law in legal history: lawhistory.pdf


Website implementation © 2014–2026 Page Telegram Services. Project started 2014.

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