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| Section | Weight | Objectives |
|---|---|---|
| Governance, Risk, and Responsible Use | 15% | - Understand limitations and ethical boundaries - Manage data sensitivity and privacy risks - Apply responsible AI principles and policies |
| Configuration and Knowledge Management | 12% | - Configure Claude Projects with instructions - Maintain consistent system-level behavior - Manage knowledge sources and context |
| Troubleshooting and Optimization | 10% | - Diagnose context and performance issues - Adjust prompts and configuration to improve results - Identify causes of poor or unexpected outputs |
| Prompting and Task Execution | 14% | - Iterate prompts to improve output quality - Adapt prompting strategies by task type - Apply task decomposition to structure complex requests - Create effective prompts for business and technical tasks |
| Product and Model Selection | 12% | - Understand model differences and use cases - Select appropriate Claude product features - Match model capabilities to task requirements |
| Workflow Integration and Solution Design | 16% | - Integrate Claude into existing business workflows - Plan end-to-end Claude-augmented workflows - Design AI-assisted processes and solutions |
| Output Evaluation and Validation | 21% | - Apply fact-checking and validation methods - Detect hallucinations, biases, and inconsistencies - Evaluate outputs for accuracy, completeness, and consistency - Determine when human review is required |
Anthropic試験に参加するのはあなたに自身のレベルを高めさせるだけでなく、あなたがより良く就職し輝かしい未来を持っています。Xhs1991のCCAO-F資料を利用してから、あなたは短い時間でリラクスで試験に合格することができます。我々が存在するのはあなたの成功を全力で助けるためこそです。
質問 # 154
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.
正解:D
解説:
Under the objective Identify, diagnose, and resolve issues with underperforming prompts and/or poor outputs (Domain 7: Troubleshooting and Optimization), troubleshooting follows a structured diagnostic protocol.
The troubleshooting sequence begins with symptom identification: reading the output end-to-end to categorize the exact flaw (e.g., factual error, structural omission, tone mismatch) (Step 3). Second, the practitioner performs an input-output diff: comparing the deficient output against the prompt instructions to spot instruction omissions or ambiguities (Step 4). Third, the practitioner forms a testable hypothesis regarding which prompt element caused the failure (Step 1). Fourth, they execute a controlled experiment by applying a single targeted prompt adjustment and observing the revised output (Step 2). Finally, they document the verified root cause and solution (Step 5). This establishes the order 3, 4, 1, 2, 5 .
質問 # 155
A knowledge worker is preparing to use the Gmail connector with Claude for the first time.
Which statement most accurately describes the connector's behavior at the user level?
正解:C
解説:
Option D best reflects the controlled, user-authorized behavior expected when Claude works with connected Gmail information. Claude can search and analyze emails that the authenticated user is already permitted to access. It can then use the retrieved information to summarize conversations, identify relevant details, or prepare a proposed reply. The user remains responsible for reviewing and sending that reply.
The connector does not independently authorize Claude to send routine messages merely because they appear low risk, so Option B assigns excessive autonomy. Option C incorrectly describes automatic inbox labeling as the connector's defining behavior. Option A correctly recognizes the read-oriented access model but understates Claude's usefulness: Claude can generate draft reply content even though the final communication remains under the user's control.
Connector access is also bounded by the permissions of the connected account. It does not grant Claude broader access than the user already possesses. This supports the principles of least privilege, explicit authorization, and human control over external actions. Before using the connector, the organization should also confirm that Gmail is an approved data source and that the emails involved are suitable for processing under its data-classification and privacy policies.
質問 # 156
You are a knowledge worker preparing inputs for a Claude prompt.
Which data type most clearly requires extra handling such as redaction or anonymization before being included in the prompt?
正解:A
解説:
Under the objective Apply data, privacy sensitivity, regulatory policies, and privacy considerations , enterprise data protection policies require strict tiering of data assets based on sensitivity and regulatory mandates (such as GDPR, PCI-DSS, and HIPAA).
Customer government identifiers (e.g., SSN, National Insurance number) combined with full payment card numbers and individual names (Option B) represent highly sensitive Personally Identifiable Information (PII) and protected financial data. Ingesting this data into AI prompts without masking, tokenization, or redaction introduces severe compliance violations and data privacy risks. In contrast, published corporate press releases (Option A), publicly accessible executive job titles (Option C), and public marketing product descriptions (Option D) are public information assets that require no anonymization or redaction before prompt inclusion.
質問 # 157
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?
正解:D
解説:
Under the objective Create effective prompts for business and technical tasks , prompting Claude for complex analysis requires clear framing, explicit task decomposition, and structural schema constraints.
Transcripts from 90-minute interviews contain unstructured, conversational discussions spanning multiple priorities, assumptions, and debates. Providing the raw source material alongside a structured schema- specifying categories such as must-haves, nice-to-haves, unresolved open questions, and stakeholder conflicts (Option A)-enables Claude to parse and categorize information accurately without losing critical context. In contrast, forcing a single flat list (Option B) flattens priority nuances and obscures conflicts. Summarizing first (Option C) introduces unnecessary loss of detail and risks compounding omissions in the second pass.
Parsing every statement containing a verb (Option D) creates extreme token noise and unworkable overhead.
質問 # 158
You are a Claude associate assessing a proposed Claude use case before approving it for your team.
Which is the correct order of assessment steps?
(1) Compare the use case against the organization's policies and the relevant regulatory considerations.
(2) Document the assessment outcome and the rationale for traceability.
(3) Identify the audience, decision impact, and reversibility of the outputs.
(4) Decide whether the use case proceeds, requires modification, or is declined.
(5) Identify the data types involved and whether sensitive data is implicated.
正解:B
解説:
A sound assessment begins by establishing who will receive or rely on the output, the consequences of an incorrect result, and whether the resulting action can be reversed. This initial impact analysis determines the level of scrutiny required. The assessor should then identify the data involved, especially personal, confidential, regulated, or otherwise sensitive information. Once the use case and its information exposure are understood, it can be compared meaningfully against organizational AI policies, legal requirements, and regulatory restrictions.
The next step is to decide whether the use case should proceed, be modified with safeguards, or be rejected.
Documentation comes last because it records the completed assessment, decision, supporting evidence, restrictions, and rationale for auditability. Therefore, the correct order is 3,5,1,4,2.
This sequencing reflects the AI Fluency principles of Delegation and Diligence: humans determine whether and how AI should be used and remain responsible for the consequences. Anthropic also advises users to be thoughtful about highly sensitive personal and business information. Options A, C, and D place policy review or data classification before the use case's audience and impact have been properly established. Anthropic AI Fluency
質問 # 159
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