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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Product and Model Selection | 12% | - Match model capabilities to task requirements - Understand model differences and use cases - Select appropriate Claude product features |
| Topic 2: Configuration and Knowledge Management | 12% | - Maintain consistent system-level behavior - Manage knowledge sources and context - Configure Claude Projects with instructions |
| Topic 3: 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 |
| Topic 4: Prompting and Task Execution | 14% | - Adapt prompting strategies by task type - Iterate prompts to improve output quality - Create effective prompts for business and technical tasks - Apply task decomposition to structure complex requests |
| Topic 5: Output Evaluation and Validation | 21% | - Apply fact-checking and validation methods - Determine when human review is required - Evaluate outputs for accuracy, completeness, and consistency - Detect hallucinations, biases, and inconsistencies |
| Topic 6: Troubleshooting and Optimization | 10% | - Adjust prompts and configuration to improve results - Identify causes of poor or unexpected outputs - Diagnose context and performance issues |
| Topic 7: Governance, Risk, and Responsible Use | 15% | - Apply responsible AI principles and policies - Understand limitations and ethical boundaries - Manage data sensitivity and privacy risks |
当社のソフトウェアバージョンには、実際のCCAO-F試験環境をシミュレートするという利点があります。多くの受験者は、練習をするときにパフォーマンスを発揮するには神経質すぎるため、実際のCCAO-F試験に合格できません。 CCAO-F練習資料のこのソフトウェアバージョンは、心理的な恐怖を克服するのに役立ちます。その上、練習を終えると得点が表示されるので、数回後には間違いなくどんどん良くなります。 CCAO-F試験の受験を完了したため、CCAO-F試験に合格する必要があります。
質問 # 141
A marketing associate is drafting Project custom instructions for a brand-voice writing workspace. The workspace will be used by several writers, and outputs need to be consistent across writers and chats.
Which approach is most likely to produce consistent outputs across many chats?
正解：A
解説：
Project custom instructions should contain persistent behavioral requirements that apply to every conversation in the workspace. Option C is correct because it explicitly defines Claude's role, intended audience, brand attributes, tone boundaries, and terminology requirements. These elements collectively reduce ambiguity and help different writers obtain consistent results across separate chats.
Option A relies too heavily on a single example. Examples can demonstrate style, but they may not communicate every prohibited tone, terminology rule, or audience requirement. Option B delegates important persistent constraints to individual writers, creating predictable variation between chats. Option D places the glossary in Project knowledge but fails to make terminology compliance an explicit behavioral requirement.
Claude may reference knowledge files when relevant, but custom instructions should directly state that approved terminology must be followed.
The strongest configuration separates behavior from supporting material: custom instructions define what Claude must consistently do, while Project knowledge stores detailed glossaries, brand guides, approved examples, and other reference documents. This aligns with Claude Project guidance concerning reusable instructions, scoped knowledge, roles, workflows, and consistent output expectations.
質問 # 142
You are designing a checklist for evaluating Claude outputs and must complete the upstream steps before scoring an output.
Which two steps must be completed BEFORE scoring a Claude output against the checklist? (Select two.) Each correct answer presents part of the solution.
正解：A、D
解説：
An evaluation cannot be applied consistently until the organization defines what the output must achieve and what score constitutes an acceptable result. Therefore, the evaluator must first define task-specific criteria, such as factual accuracy, completeness, relevance, tone, format compliance, privacy preservation, or citation quality. The evaluator must then establish a threshold or decision rule that separates acceptable from unacceptable performance.
Anthropic's evaluation guidance states that successful AI applications begin with clearly defined success criteria followed by evaluations that measure performance against those criteria. Effective criteria should be specific, measurable, achievable, and relevant to the application's purpose. A threshold converts those criteria into an operational decision-for example, requiring all material claims to be supported or setting a minimum score across defined dimensions.
Options A, D, and E occur after evaluation. Promotion into production follows an acceptable result.
Escalation to a senior reviewer occurs after an output fails or presents elevated risk. Recording the final score and reviewer comments also follows the scoring activity. Without B and C, different reviewers could apply inconsistent standards or approve an output without knowing what "acceptable" means. Anthropic's evaluation guidance
質問 # 143
A knowledge worker has noticed that the same prompt for a recurring weekly task produces inconsistent outputs across runs. Some weeks the output uses the right sections but the wrong tone; other weeks the tone is right but a section is missing. The source inputs change each week but follow the same structure.
Which cause is most worth investigating first?
正解：A
解説：
Answer A is correct. The pattern shows inconsistent compliance with requirements that should have been stated explicitly: the audience, tone, output structure, and mandatory sections. If those requirements are vague or implied, Claude may emphasize different aspects of the request across runs, especially as the weekly source content changes. The first troubleshooting step should therefore be to inspect the prompt and convert each expectation into a clear, testable instruction.
Option B is incomplete. Model outputs can vary, but non-determinism should not be used to excuse recurring failures to satisfy defined requirements. Strong prompts and evaluation criteria can substantially reduce unacceptable variation. Option C is less likely because the weekly inputs follow the same structure; changing facts alone should not cause required sections or tone instructions to disappear. Option D adds unnecessary workflow complexity. Claude can follow tone and structural requirements within one prompt when those requirements are clearly separated and explicitly defined.
The prompt should identify the intended audience, prescribe the tone, list every required section, specify the output format, and state that no section may be omitted. Anthropic recommends clear, direct instructions and precise output constraints, particularly when order or completeness matters. Anthropic prompting best practices
質問 # 144
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?
正解：C
解説：
Option D follows data-minimization and purpose-limitation principles. The task requires analysis of customer feedback, not access to customer contact information. The appropriate preparation process is therefore to retain the feedback statements needed for the analysis while removing names, email addresses, telephone numbers, account identifiers, and other unnecessary personal information.
Option A removes the useful content while retaining the sensitive data, directly reversing the correct handling approach. Option B exposes unnecessary personal information merely to provide more context. Option C discards the genuine feedback and invites Claude to fabricate replacement content, producing an unreliable summary. Redaction or anonymization preserves the analytical value of the input while reducing privacy exposure and limiting the consequences of unauthorized disclosure.
Anthropic advises users to be thoughtful about sharing highly sensitive personal or confidential information.
Its implementation guidance also recommends removing personally identifiable information unless it is explicitly required and authorized. Redaction does not override organizational policy: the user must still confirm that the approved Claude environment, access controls, contractual terms, retention settings, and intended purpose permit the remaining data to be processed. Anthropic's sensitive-data guidance
質問 # 145
A knowledge worker is explaining how to use feedback to improve Claude-supported work over time.
Which description is most accurate?
正解：C
解説：
Under the objective Adjust approach based on feedback and results , iterative refinement requires tight, closed feedback loops characterized by concrete observation, targeted modification, and empirical evaluation.
Option A details the gold-standard iteration cycle: capturing specific, granular defects immediately following an execution run (e.g., tone misalignment, omitted edge cases, formatting errors), translating those observations into targeted, discrete adjustments in prompt instructions or workflow logic, and validating whether subsequent outputs resolve the issue without regressions. In contrast, deferring feedback collection across multiple unmonitored cycles (Option B) delays error detection. Relying solely on high-level aggregate numerical ratings (Option C) lacks the actionable diagnostic detail needed to locate root causes. Applying sweeping, unfocused prompt overhauls (Option D) obscures cause-and-effect relationships and frequently introduces new failure modes.
質問 # 146
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