Is a 95% QA Target Achievable? Check the Arithmetic
A 95% QA target is either reachable or it is not, and your scorecard decides which. Work out your achievable ceiling, then set a target from your own scores.
A 95% QA target is either reachable or it is not, and your scorecard decides which. Work out your achievable ceiling, then set a target from your own scores.
Equal weights quietly break most QA scorecards. Set criterion weights from evidence, test them against real scores before rollout, and keep them honest.
Escalations break normal QA scorecards. What to evaluate on an escalated ticket, how to score the handoff, and how to keep the attribution fair to agents.
Most onboarding content is a curriculum. This is the measurement half: how to read a new hire’s quality data, define ramped, and spot a training defect.
Most failed QA criteria are not coaching problems. Use a seven-cause taxonomy to separate an agent error from a broken macro, policy or system, and route each.
Containment rate and post-AI CSAT are the two AI customer service metrics everyone reports, and the two that mislead most. Here is the measurement stack that tells you whether your AI agents really work.
Reducing DSAT means finding the dissatisfied conversations, categorizing the drivers, separating what you control from what you do not, and fixing the systemic causes.
CSAT measures satisfied customers, DSAT measures dissatisfied ones, and they do not add up to 100%. Here is both formulas and one worked example that proves it.
DSAT is the percentage of customers who rate a support interaction negatively. Here is the DSAT formula, a worked example, and why it is not the inverse of CSAT.
Most call center metrics measure speed or a 2% quality sample, so none of them predict CSAT. Here is how efficiency, quality and outcome metrics interact, which ones move satisfaction, and the eight-metric dashboard worth keeping.
A practical guide to call monitoring: the three monitoring modes, the consent basics, what to listen for, a copyable call QA form with weights, how many calls to review, and how to give feedback.
Automated QA quietly removes the appeal route manual QA had by default. Here is how to design a dispute process agents trust: the preconditions, the workflow, the four outcomes, and what dispute rate really tells you.
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