How many QA evaluations do you need per agent per month? Most centers say 5-10. The math says that is not enough.

The Statistical Reality

If an agent handles 1,400 calls per month (70 calls per day, 5 days a week, 4 weeks), and you score 5 of those calls, you are evaluating 0.36% of their work. You are making coaching decisions, performance reviews, and potentially termination decisions based on less than half a percent of what they actually do.

The statistical formula for sample size tells us you need approximately 65 quality monitoring sessions per agent per month to draw reasonably accurate conclusions at a 90% confidence level. Most centers do not come close to that.

Why 5 Calls Is Not Enough

When you score 5 calls, you do not have data. You have anecdotes. One bad call out of 5 makes an agent look like they fail 20% of the time. But if you scored 100 calls and found 4 bad ones, that is a 4% failure rate. The agent is actually performing well. You just got unlucky with your sample.

This is not a theoretical problem. It happens every day in contact centers. Good agents get bad reviews because the sample was too small. Bad agents fly under the radar because the 5 calls that were scored happened to be their good ones.

Every coaching session on those scores is time off the phones, and it comes out of shrinkage. If you are adding coaching time, rerun your staffing with our free call center staffing calculator so service level does not pay for it.

The AI QA Solution

AI QA removes the analyst-hours limit. OttoQA scores calls automatically against your own QA forms with 96% accuracy, so you can score far more of each agent's calls. It connects to all CCaaS platforms, with no seat licenses and no IT needed, and is set up in about 2 weeks.