In search for state and city auditor training manual this was found:
Scottsdale AZ sales tax audit department report to the city council.
It appears they collect about half of the original assessment. Assume this is because they assess everything up front and make the taxpayer prove innocence.
The ROI is $3.77 for every $1 of department cost.