Question 49
CCA-F is a newly released exam. These practice questions reflect our best current understanding — the exact wording and question formats may change in the live exam until the certification matures. Use them to learn the concepts, not to memorize.
Scenario: Customer Support Agent - Your agent achieves 55% first-contact resolution, well below the 80% target. Logs show it escalates simple cases (standard replacements for damaged goods with photo proof) while trying to handle complex situations requiring policy exceptions autonomously. What is the most effective way to improve escalation calibration? What is the most effective way to improve escalation calibration?
- ARequire the agent to self-rate confidence on a 1–10 scale before each response and automatically route to humans when confidence drops below a threshold.
- BDeploy a separate classifier model trained on historical tickets to predict which requests need escalation before the main agent starts processing.
- CAdd explicit escalation criteria to the system prompt with few-shot examples showing when to escalate versus resolve autonomously.
- DImplement sentiment analysis to determine customer frustration level and automatically escalate past a negative sentiment threshold.