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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Governance, Risk, and Responsible Use | 15% | - Data sensitivity, privacy, and regulatory considerations - Organizational AI governance and policies - Ethical and responsible AI use - Identifying appropriate and inappropriate AI use cases |
| Topic 2: Configuration and Knowledge Management | 12% | - Configuring Claude Projects - Managing uploaded knowledge and connectors - Managing instructions and knowledge sources - Maintaining configuration and knowledge sources |
| Topic 3: Output Evaluation and Validation | 21% | - Identifying hallucinations, inconsistencies, and bias - Determining when human review or verification is required - Fact-checking and validation - Editing, adapting, and refining outputs - Evaluating output accuracy and completeness |
| Topic 4: Troubleshooting and Optimization | 10% | - Diagnosing underperforming prompts and outputs - Adjusting approaches based on feedback and results - Optimizing workflows for efficiency and effectiveness |
| Topic 5: Product and Model Selection | 12% | - Balancing quality, speed, and cost - Selecting appropriate Claude product features - Managing context limitations and memory - Selecting Claude models |
| Topic 6: Workflow Integration and Solution Design | 16% | - Communicating Claude's value and limitations - Solution design and iteration - Analyzing requirements and use cases - Research, planning, and process optimization - Integrating Claude into existing workflows |
| Topic 7: Prompting and Task Execution | 14% | - Creating effective prompts - Task decomposition - Iterating prompts to improve output - Adapting prompting strategies to task types |
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84. Frage
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?
Antwort: B
Begründung:
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
85. Frage
An support representative is configuring a Project for drafting customer-facing apology emails after service outages. The current custom instructions tell Claude to "be empathetic and casual, keep it short, and offer a goodwill credit." The customer-service team has flagged that recent drafts have been too brief, have offered goodwill credits in cases where policy does not allow them, and have used contractions that the brand voice guide prohibits.
Which adjustment best aligns the configuration to the use case?
Antwort: D
Begründung:
Under the Claude objective Configure Claude Projects with instructions and knowledge sources , effective project configuration requires replacing vague, conflicting directives with explicit operational boundaries and grounded criteria. In this scenario, the root causes of underperformance are conflicting requirements: the prompt requests a "casual" tone while brand guidelines prohibit contractions, asks Claude to
"keep it short" leading to overly brief outputs, and unconditionally directs it to "offer a goodwill credit" without verifying eligibility criteria.
Option C properly resolves all three deficiencies directly within the project instructions. First, it explicitly operationalizes the tone attributes (empathetic, formal, avoiding contractions) rather than relying on ambiguous descriptors. Second, establishing concrete length constraints (such as minimum paragraph or sentence counts) prevents the model from generating under-scoped drafts. Third, it conditions the business logic-instructing Claude to evaluate goodwill credit awards against the attached policy document in the Project knowledge base. In contrast, relying solely on uploaded knowledge files without aligning custom instructions (Options B and D) leads to prompt collisions, while Option A removes necessary policy guidance altogether.
86. Frage
You are a business analyst deciding which output-formatting and context-window practices to recommend to teammates.
Which two practices represent effective use of the context window? (Select two.) Each correct answer presents part of the solution.
Antwort: B,C
Begründung:
Answers D and E are correct. Trimming irrelevant material keeps the context concentrated on information that can influence the requested result. This reduces distraction, avoids wasting context capacity, and lowers the chance that stale or unrelated content will compete with authoritative sources. Clear section headers separate instructions, source material, examples, and task inputs, helping Claude distinguish their functions and attribute claims correctly. Anthropic's prompting guidance recommends structured long-context inputs and descriptive XML tags for exactly this reason: explicit boundaries reduce ambiguity when a prompt contains multiple content types or documents. Option A is unsafe as a general practice because reusing an unchanged context block can carry obsolete facts or irrelevant constraints into a new request. Option B indiscriminately includes complete email threads, creating noise and potentially unnecessary personal or confidential data.
Option C removes all source boundaries, making attribution and instruction following harder. Although Anthropic also recommends placing long-form documents before the query in large-context prompts, placement cannot compensate for poor curation or missing structure. Effective context management therefore has two complementary parts: select only relevant material and organize that material into clearly labelled sections. D performs the curation step, while E supplies the structure needed for reliable interpretation.
Anthropic long-context prompting guidance
87. Frage
You are an HR specialist sorting potential ethical risks of a Claude-supported workflow.
Which two risks pose the highest ethical concern in an HR-adjacent workflow? (Select two.) Each correct answer presents a complete solution.
Antwort: B,E
Begründung:
Under the objective Understand ethical implications of AI usage , evaluating HR workflows requires identifying systemic harms, legal compliance liabilities, and threats to employee rights.
Option A highlights the ethical danger of autonomous algorithmic decision-making: delegating high-stakes determinations (such as termination, performance ratings, or compensation) to an AI system without accountable human oversight violates fundamental fairness and labor ethics. Option E represents severe algorithmic bias and discrimination: generating outputs that systematically disadvantage candidates or employees based on protected characteristics (e.g., race, gender, age, disability). Both scenarios represent critical ethical risks. Conversely, minor clerical typos in calendar invites (Option B), formatting irregularities in general announcements (Option C), and punctuation style inconsistencies (Option D) are minor operational defects that carry zero ethical or regulatory consequences.
88. Frage
You are a customer-success manager considering whether to escalate a Claude-generated response.
Which factor most strongly raises the impact of the output and supports escalation before external use?
Antwort: B
89. Frage
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