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Anthropic CCAO-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Troubleshooting and Optimization | 10% | - Diagnosing underperforming prompts and outputs - Optimizing workflows for efficiency and effectiveness - Adjusting approaches based on feedback and results |
| Prompting and Task Execution | 14% | - Adapting prompting strategies to task types - Creating effective prompts - Iterating prompts to improve output - Task decomposition |
| Workflow Integration and Solution Design | 16% | - Analyzing requirements and use cases - Integrating Claude into existing workflows - Communicating Claude's value and limitations - Solution design and iteration - Research, planning, and process optimization |
| Governance, Risk, and Responsible Use | 15% | - Organizational AI governance and policies - Identifying appropriate and inappropriate AI use cases - Data sensitivity, privacy, and regulatory considerations - Ethical and responsible AI use |
| Output Evaluation and Validation | 21% | - Fact-checking and validation - Editing, adapting, and refining outputs - Evaluating output accuracy and completeness - Determining when human review or verification is required - Identifying hallucinations, inconsistencies, and bias |
| Configuration and Knowledge Management | 12% | - Maintaining configuration and knowledge sources - Managing instructions and knowledge sources - Managing uploaded knowledge and connectors - Configuring Claude Projects |
| Product and Model Selection | 12% | - Selecting Claude models - Selecting appropriate Claude product features - Managing context limitations and memory - Balancing quality, speed, and cost |
Anthropic Claude Certified Associate-Foundations Sample Questions:
1. You are handling a document containing mixed-sensitivity content before using it with Claude.
Which data-handling step should be performed first?
A) Classify the content of the document and identify which fields are sensitive.
B) Redact sensitive fields and replace them with appropriate placeholders.
C) Review the redacted document with a peer to confirm the redaction is complete.
D) Submit the redacted document to Claude for the intended task.
2. A knowledge worker is explaining how to use feedback to improve Claude-supported work over time.
Which description is most accurate?
A) Capture general impressions after each run and apply them as broad prompt rewrites, since broad rewrites cover more potential issues than targeted changes.
B) 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.
C) Capture feedback as an aggregate quality score per run, since aggregate scores show whether quality is improving without requiring detail on individual issues.
D) Capture specific feedback after each run, translate it into targeted prompt or workflow changes, and observe whether subsequent runs improve.
3. You are a knowledge worker who decomposed a "draft a board memo" request into fifteen tiny steps and noticed the output now feels disjointed because related ideas were split apart.
Which adjustment is most appropriate?
A) Combine the original request back into one unstructured sentence.
B) Consolidate related steps into fewer cohesive sections that group naturally connected ideas.
C) Remove all sequencing so the steps run in random order.
D) Subdivide each tiny step into ten more tiny steps for additional precision.
4. A business analyst has been asked to use Claude to extract requirements from a recorded stakeholder interview transcript. The transcript is approximately 90 minutes long and covers multiple topics.
Which approach is most likely to produce a usable structured output?
A) Provide the transcript along with a structured prompt that requests must-haves, nice-to-haves, open questions, and conflicts as separate sections.
B) Provide the transcript and ask Claude to produce a single ranked list of requirements, since a single list is easier for stakeholders to review than separate sections.
C) Provide the transcript and ask Claude to summarize it; extract requirements from the summary in a second pass since two passes catch more detail.
D) Provide the transcript and ask Claude to produce a chronological list of every statement that contains a verb, then classify each statement as a requirement or not.
5. An HR team member is reviewing a Claude-drafted set of interview questions intended for use across all candidates for a single role. The questions will be asked in the same order to every candidate.
Which review practice best supports fairness?
A) Review the questions for length and tone, since the questions Claude drafts are well-aligned to role requirements by default and need only stylistic adjustment.
B) Review the questions and rotate the order across candidates so no candidate is consistently asked the hardest questions first.
C) Review the questions and add follow-up questions tailored to each candidate's resume so each interview can explore the candidate's specific experience.
D) Review the questions to ensure they apply equally to all candidates, avoid assumptions about candidate backgrounds, and focus on the role's actual requirements.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: D |


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