📊 Attribute Sampling Auditing Tool

Learn how sample size affects confidence intervals

About This Tool

This tool simulates a population of 2,000 transactions where 1% lack a required attribute (e.g., missing approval signatures). Draw random samples of different sizes to see how sample size affects your ability to estimate the true error rate with confidence.

100

Sample Results

Sample Size
-
Non-Compliant Found
-
Sample Error Rate
-
True Population Rate
1.0%
95% Confidence Interval
-

We can be 95% confident that the true population error rate falls within this range.

Sample Preview (First 50 transactions)