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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Workflow Integration and Solution Design | 16% | - Plan end-to-end Claude-augmented workflows - Integrate Claude into existing business workflows - Design AI-assisted processes and solutions |
| Topic 2: Governance, Risk, and Responsible Use | 15% | - Understand limitations and ethical boundaries - Apply responsible AI principles and policies - Manage data sensitivity and privacy risks |
| Topic 3: Prompting and Task Execution | 14% | - Iterate prompts to improve output quality - Apply task decomposition to structure complex requests - Create effective prompts for business and technical tasks - Adapt prompting strategies by task type |
| Topic 4: Product and Model Selection | 12% | - Match model capabilities to task requirements - Select appropriate Claude product features - Understand model differences and use cases |
| Topic 5: 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 |
| Topic 6: Configuration and Knowledge Management | 12% | - Maintain consistent system-level behavior - Manage knowledge sources and context - Configure Claude Projects with instructions |
| Topic 7: Troubleshooting and Optimization | 10% | - Identify causes of poor or unexpected outputs - Adjust prompts and configuration to improve results - Diagnose context and performance issues |
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NEW QUESTION # 115
You are an HR specialist reviewing model choices made by colleagues for various tasks.
Which two model choices represent appropriate matches between the model and the task? (Select two.) Each correct answer presents a complete solution.
Answer: B,E
Explanation:
Under the objective Align model selection with task requirements (e.g., cost, speed, quality) , deploying models effectively requires matching model cognitive capacity to task complexity and throughput requirements.
Option C correctly routes complex, multi-layered tasks-such as synthesizing intricate legal precedents, statutory compliance, or multi-step policy analysis-to high-capability models (e.g., Claude 3 Opus or Sonnet) where deep reasoning is essential. Option E correctly routes simple, high-frequency, low-complexity tasks-such as standard FAQ lookups-to light, fast models (e.g., Claude 3 Haiku) to achieve ultra-low latency and minimal cost per request. Conversely, choosing models purely based on cost (Option A) is inefficient, deploying large frontier models for simple keyword extraction (Option B) wastes financial and rate-limit budgets, and assigning complex strategic synthesis across many documents to lightweight models (Option D) leads to shallow analysis and missed nuances.
NEW QUESTION # 116
You are an operations lead sorting Claude-driven research tasks by which deliver the most value.
Which two Claude-driven research tasks deliver the highest value in a typical analysis workflow? (Select two.) Each correct answer presents a complete solution.
Answer: A,C
Explanation:
Options A and D provide the greatest analytical leverage because they require Claude to process substantial information, identify patterns, organize evidence, and produce a usable synthesis. Reviewing a large collection of interview transcripts manually is time-consuming and can produce inconsistent coding. Claude can accelerate the initial thematic analysis by grouping recurring needs, objections, pain points, and outlier observations while preserving links to the underlying source material for human verification.
Similarly, preparing a comparative summary from public materials requires information organization across multiple competitors or solutions. Claude can structure features, positioning, pricing claims, advantages, and limitations into a consistent comparison, allowing an analyst to concentrate on validating evidence and interpreting strategic implications.
Option B is mainly a presentation-formatting activity and provides less research leverage. Option C can save administrative time but is fundamentally transcription and restructuring rather than higher-value analysis.
Option E is inappropriate because invented "representative" quotations may be mistaken for authentic customer statements. Claude should summarize verified themes or use clearly attributed excerpts from real transcripts, not fabricate evidence.
The strongest research applications therefore combine high-volume source processing with structured synthesis, while retaining human review for source accuracy, interpretation, and final decisions.
NEW QUESTION # 117
You are a business analyst evaluating a Claude-generated business case against the agreed acceptance criteria.
Which is the correct order of evaluation steps?
(1) Compare the business case with the source data and required topics.
(2) Document gaps and inaccuracies for follow-up or correction.
(3) Restate the acceptance criteria for the business case.
(4) Decide whether to use the business case, iterate, or escalate.
(5) Read the business case from beginning to end to form an initial impression.
Answer: D
Explanation:
Answer B is correct. Evaluation begins by restating the agreed acceptance criteria (3), because the reviewer needs an explicit standard before judging the business case. The reviewer then reads the document from beginning to end (5) to understand its argument, scope, and apparent completeness. After that initial pass, the reviewer performs an evidence-based comparison against the source data and required topics (1). Discovered omissions, inaccuracies, and criterion failures are documented for correction or follow-up (2). Only when those findings are available should the reviewer decide whether the business case can be used, needs another iteration, or must be escalated (4). The sequence is therefore 3, 5, 1, 2, 4. Option A compares details before completing the holistic reading; Option C reads before re-establishing the evaluation standard; Option D starts detailed comparison without a clear rubric. Anthropic's evaluation guidance states that successful Claude applications begin with specific, measurable, achievable, and relevant success criteria and normally require multidimensional evaluation. It also emphasizes task-specific tests and clear rubrics. Applying that logic to a business document means establishing the criteria first, gathering evidence second, recording defects third, and making the disposition decision last. Anthropic evaluation guidance
NEW QUESTION # 118
A senior project coordinator has been asked to use Claude to produce an end-of-year report covering finance, operations, and customer outcomes. The three areas have separate data owners and separate source documents.
Which decomposition approach is most likely to produce a strong report?
Answer: D
Explanation:
Under the objective Apply task decomposition techniques to structure complex requests , multi-domain deliverables requiring distinct data inputs demand modular, step-by-step composition.
Option A exemplifies best-practice task decomposition: first, establishing the overarching narrative and reporting goals; second, gathering and isolating domain-specific source material; third, executing dedicated, highly focused prompts to draft each detailed section (finance, operations, customer outcomes); and finally, feeding the finalized section drafts into Claude to synthesize a comprehensive, cohesive executive summary.
In contrast, drafting the executive summary before the underlying sections exist (Option B) forces the model to invent conclusions. Dumping all disparate documents into a single monolithic prompt (Option D) risks attention dilution and superficial analysis. Merely concatenating isolated outputs without an overarching executive synthesis (Option C) produces a disjointed final deliverable.
NEW QUESTION # 119
A strategy manager is reviewing a Claude-generated recommendation to consolidate the company's two regional warehouses into one. The recommendation cites three sources that estimate cost savings and one source confirming that consolidation is operationally feasible. Two source documents also contain estimates of one-time transition costs and a stakeholder concern about regional service levels, neither of which appears in the recommendation.
Which concern is most warranted?
Answer: D
Explanation:
Option D is correct because the recommendation is incomplete and directionally biased. Although its cited evidence may genuinely support consolidation, the omitted transition costs and service-level concern are material to the decision. Accuracy is not limited to whether included claims are supported; it also requires completeness, balanced use of the available evidence, and faithful treatment of factors that could alter the conclusion.
The recommendation should be re-prompted to incorporate the omitted evidence, quantify its effect where possible, explain unresolved uncertainty, and present counterarguments or risks alongside the projected savings. The revised output should then be checked against every relevant source. Anthropic recommends multidimensional evaluations aligned with the application's purpose, including task fidelity, relevance, context utilization, and other task-specific criteria. Its hallucination guidance also recommends citations and verification of claims against supporting source text.
Option A incorrectly treats material evidence as optional appendix content when it belongs in the core analysis. Option B invents an arbitrary source-count threshold; evidence quality and coverage matter more than a fixed number. Option C considers only confirmatory citations and ignores contradictory or qualifying information. Therefore, D identifies the central problem: selective evidence usage that could mislead stakeholders. See Anthropic's guidance on evaluating outputs and verifying claims with citations .
NEW QUESTION # 120
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