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Anthropic CCAO-F Exam Syllabus Topics:

Anthropic Claude Certified Associate-Foundations Sample Questions:

Question 1

A knowledge worker is iterating a prompt that has produced a partly acceptable response.
Which refinement practice produces the strongest learning across iterations?

A. Restart from a fresh prompt each iteration so that prior wording does not bias the next attempt, and pick the strongest response at the end.
B. Make several related changes in one iteration when they target the same weakness, and revert the whole set if the combined change makes the output worse.
C. Change one identifiable element per iteration, capture the change and its effect, and adjust another element only after the first is settled.
D. Address every weakness the response showed in a single revision, then compare the revised output against the prior version.

Question 2

You are a Claude associate running an ethics review on a Claude-assisted deliverable before publication.
Which is the correct order of review steps?
(1) Confirm that transparency requirements are met for the audience receiving the deliverable.
(2) Document the review outcome and any changes made.
(3) Identify the audience and the potential impact of the deliverable on that audience.
(4) Make targeted revisions or escalate if a concern requires more authority to resolve.
(5) Examine the content for unsupported generalizations, fairness concerns, and accuracy issues.

A. 3, 1, 5, 4, 2
B. 5, 3, 1, 4, 2
C. 1, 3, 5, 4, 2
D. 3, 5, 1, 4, 2

Question 3

You are an operations manager preparing a quick reference card for a team.
Which description correctly characterizes the three Claude model tiers in general terms?

A. Haiku is the most capable model for the deepest reasoning, while Opus is the lightweight model for quick replies.
B. Haiku is fast and lightweight, Sonnet is the balanced default for most everyday work, and Opus is the most capable for complex reasoning at higher latency and cost.
C. All three models offer the same reasoning depth and differ only in response speed and cost.
D. Sonnet is the fastest of the three models because its architecture is optimized for speed rather than reasoning depth.

Question 4

You are a project lead reviewing a teammate's habit of using the same prompt template for every task regardless of type.
Which feedback is most warranted?

A. Task type has no effect on the appropriate prompting strategy.
B. The habit is ideal because a single template guarantees consistent quality across all task types.
C. The prompting strategy should not change between tasks because adapting it wastes time and adds no value.
D. The prompting strategy should be adapted to each task type because one template does not produce equally strong outputs across all tasks.

Question 5

You are a Claude associate troubleshooting a recurring poor output.
Which is the correct order of diagnostic steps?
(1) Form a hypothesis about which prompt element most likely caused the deficiency.
(2) Apply a single targeted change and observe the effect on the output.
(3) Read the output end to end and identify the specific deficiency.
(4) Compare the deficient output to the prompt to spot mismatches between input and output.
(5) Document the root cause and the resolution for future reference.

A. 4, 3, 1, 2, 5
B. 1, 3, 4, 2, 5
C. 3, 1, 4, 2, 5
D. 3, 4, 1, 2, 5

Solutions: