DOMAIN 420% of the exam
Prompt Engineering & Structured Output
Craft effective prompts, implement structured output patterns, and apply prompt engineering techniques for production Claude applications.
- 4.1System Prompts with Explicit Criteria
- 4.2Few-Shot Prompting
- 4.3Structured Output with Tool Use
- 4.4Validation, Retry, and Feedback Loops
- 4.5Batch Processing Strategies
- 4.6Multi-Instance and Multi-Pass Review
How others did on this domain
67%
The median score on this domain across 2,033 first attempts at the CCAR-F mocks. Half scored between 0% and 83%. It's the highest-scoring of the 5 domains.
See where you would land
5 full-length mocks of 60 questions in 120 minutes, each scored out of 1,000 against the real pass mark.