Quality control investigator: Upon testing samples of products from our supplier that were sent by our field inspectors from various manufacturing locations, our laboratory discovered that over 20 percent of the samples were defective.
Conclusion
The manufacturer has violated its contract, i.e. the rate of defects is at least 5%
Evidence
Our field inspectors went out to various sites and sent samples back to our lab, where found that 20% of the samples were defective.
Evaluation
Given that 20% of the samples were defective, how would we argue that the rate of defects is still under 5%?
We'd have to somehow make an excuse for that elevated 20% number. Maybe the lab messed up. Maybe you just happened to grab a disproportionately high batch of defective items (f.e. most of the items in box 1 were defective, while all the items in the other 20 boxes were perfect, and the inspectors just happened to grab their samples from box 1)
Goal
We need their sample to be unrepresentative. If 20% of the samples being defective means that 20% of the total items are defective, then we've violated the contract. So in order for us to argue that in total we're still under 5% defective, then we need to make an excuse for why the samples have a higher defection rate.