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Anthropic Claude Certified Associate-Foundations Sample Questions:

1. A knowledge worker is explaining the cost, speed, and quality trade-offs across Claude models to a colleague.
Which generalization correctly describes the trade-off?

A) Lighter models consume more resources per request than more capable models because they always require multiple passes to match higher-model quality.
B) More capable models generally consume more resources and run more slowly, while lighter models are usually faster and less expensive.
C) More capable models generally consume less of the usage limit because their reasoning is more efficient, even though they run more slowly than lighter models.
D) Speed and resource consumption are independent of model capability; the difference between Haiku, Sonnet, and Opus is reasoning depth alone.

2. You are an operations team member preparing inputs to summarize customer feedback. The feedback file mixes public quotations with personal contact details.
Which preparation approach is most appropriate?

A) Extract only the feedback content needed for the summary, redact or anonymize personal contact details, and submit the trimmed input.
B) Submit the entire file unchanged so Claude has complete context.
C) Replace the feedback content with the personal contact details and ask Claude to invent the missing feedback.
D) Strip out the feedback content and submit only the personal contact details.

3. A knowledge worker is explaining how to use feedback to improve Claude-supported work over time.
Which description is most accurate?

A) Capture feedback only after several runs so patterns emerge from the volume of observations, then apply changes based on the patterns rather than any single run.
B) Capture feedback as an aggregate quality score per run, since aggregate scores show whether quality is improving without requiring detail on individual issues.
C) Capture specific feedback after each run, translate it into targeted prompt or workflow changes, and observe whether subsequent runs improve.
D) Capture general impressions after each run and apply them as broad prompt rewrites, since broad rewrites cover more potential issues than targeted changes.

4. You are decomposing a "build a customer journey map" request.
Which is the correct order of decomposed steps?
(1) Identify the touchpoints the customer encounters during each stage.
(2) Define the persona and the journey scope to be mapped.
(3) Capture pain points and opportunities at each touchpoint.
(4) Synthesize the findings into the final journey-map artifact.
(5) Identify the major stages the persona moves through.

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

5. A finance manager is about to discuss a confidential pre-announcement figure with Claude.
Which two settings best align with sound privacy practice for this conversation? (Select two.) Each correct answer presents a complete solution.

A) Skip the privacy setting decision and proceed with default behavior, since the conversation will not explicitly instruct Claude to remember the figure.
B) Disable Memory contribution for the conversation if Incognito mode is not used, so the confidential figure is not retained as persistent context that could surface in later unrelated sessions.
C) Treat the conversation as appropriate for default Memory settings, since the figure will only be discussed briefly and is unlikely to be retained.
D) Open the conversation in Incognito mode, which prevents the conversation from contributing to Memory and avoids persistent retention of the confidential pre-announcement figure across sessions.
E) Enable Memory contribution for the conversation so the context carries forward to support follow-up analysis in future sessions.

Solutions: