What are the 4 assumptions in audit sampling?
4 advantages of Stat Sampling
When is Attribute Sampling used?
When is Variable/PPS sampling used?
What are some key characteristics of Attribute Sampling?
What happens if an auditor mistakenly concludes controls are effective (low error rate in sample)?
What happens if an auditor mistakenly concludes control are ineffective (high error rate in sample)?
Variable Sampling / Probability-Proportional-to-Size (PPS) Sampling
What are some key characteristics of Variable Sampling/PPS Sampling?
What’s the risk of incorrect acceptance as it relates to Variable Sampling/PPS?
Sample Chart
Define Sample Risk
Sampling risk is the risk that the auditor’s conclusion based on a sample would be different
from the conclusion they would have reached if they had tested the entire population.
Sample Size Increases When:
Sample Size Decreases When:
What is the tolerable deviation rate?
What is the expected deviation rate?
What is the relationship between expected deviation rate and tolerable rate? Why?
Why this relationship exists
Decision usefulness
If EDR ≥ TDR, the auditor already expects too many errors.
That means even before testing, the control is likely ineffective, so testing it is inefficient.
The auditor would instead not rely on the control and move to more substantive procedures.
Sampling logic
The closer EDR is to TDR, the larger the sample size needed.
Why? Because you need more evidence to confidently conclude the true rate is below the tolerable limit.
Audit efficiency
When EDR is much lower than TDR, fewer samples are needed → more efficient audit.
When EDR is close to TDR, uncertainty increases → more testing required.
Intuition (simple way to think about it)
* TDR = your “red line”
* EDR = your expectation of reality
If you already expect reality to be at or above the red line, there’s no point testing—you already know it likely fails.
What is Mean-Per-Unit?
What is a ratio estimate?
What is a Difference estimation?
Sample Size Formula
Sample Size Formula Example
PPS Factor is based off of 3 key things: