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| Section | Weight | Objectives |
|---|---|---|
| Prompting and Task Execution | 14% | - Adapting prompting strategies to task types - Creating effective prompts - Task decomposition - Iterating prompts to improve output |
| Output Evaluation and Validation | 21% | - Identifying hallucinations, inconsistencies, and bias - Editing, adapting, and refining outputs - Fact-checking and validation - Determining when human review or verification is required - Evaluating output accuracy and completeness |
| Troubleshooting and Optimization | 10% | - Diagnosing underperforming prompts and outputs - Adjusting approaches based on feedback and results - Optimizing workflows for efficiency and effectiveness |
| Configuration and Knowledge Management | 12% | - Managing instructions and knowledge sources - Managing uploaded knowledge and connectors - Maintaining configuration and knowledge sources - Configuring Claude Projects |
| Governance, Risk, and Responsible Use | 15% | - Organizational AI governance and policies - Data sensitivity, privacy, and regulatory considerations - Identifying appropriate and inappropriate AI use cases - Ethical and responsible AI use |
| Product and Model Selection | 12% | - Selecting appropriate Claude product features - Managing context limitations and memory - Balancing quality, speed, and cost - Selecting Claude models |
| Workflow Integration and Solution Design | 16% | - Integrating Claude into existing workflows - Research, planning, and process optimization - Solution design and iteration - Communicating Claude's value and limitations - Analyzing requirements and use cases |
Question 1
You are an operations assistant selecting a model for a recurring meeting-summary task that does not require deep reasoning and runs at moderate volume.
Which selection best balances cost, speed, and quality?
A. Sonnet, which provides solid quality at moderate latency and rate-limit consumption for everyday work.
B. Haiku, which is suitable only when the task requires the fastest possible turnaround.
C. Opus, which prioritizes depth at higher latency and rate-limit consumption.
D. A custom model, which the Associate-level user would need to build and train independently.
Question 2
You are sorting Claude output structural defects by which most undermines clarity.
Which structural defect most severely undermines the clarity of the output?
A. The main conclusion contradicts the evidence presented in the body.
B. Two adjacent paragraphs present the same information using inconsistent terminology.
C. A single subheading is shorter than the other subheadings in the document.
D. Typographic inconsistencies appear throughout multiple sections of the document.
Question 3
You are a marketing manager deciding what to include in custom instructions for a writing-focused Project.
Which two items belong in the custom instructions? (Select two.)
Each correct answer presents a complete solution.
A. The brand voice and tonal expectations the writing must follow.
B. The standard structure and length expectations for typical deliverables.
C. The preferred writing style of the marketing manager who will review all final deliverables.
D. A representative sample of past writing that reflects the team's preferred style and structure.
E. The prompt author's preferred response length for internal messages unrelated to external deliverables.
Question 4
A Claude associate is identifying the bottleneck in a content workflow that takes too long to publish. The workflow has five steps: research, drafting, internal review, legal review, and publication. There is cycle-time data for each step from the past month.
Which signal most directly identifies the bottleneck?
A. The step most recently added to the workflow, based on the assumption that process changes introduce the most friction
B. The step where individual contributors report the highest workload in their weekly status updates
C. The step with the highest average cycle time per item across the past month's runs
D. The step with the longest queue or the largest backlog of items waiting to enter it
Question 5
You are an analyst working on a one-off complex problem that genuinely requires multi-step reasoning over an extended chain of thought.
Which model is best suited to this work?
A. Haiku, because lightweight models are always preferred regardless of complexity.
B. A non-Anthropic model, because the Claude lineup has no option for complex reasoning.
C. Opus, because it is positioned as the most capable for advanced reasoning on complex, specialized tasks.
D. Any model, because reasoning depth does not vary across the lineup.
Solutions:
| Question 1 Answer: A | Question 2 Answer: A | Question 3 Answer: A,B | Question 4 Answer: D | Question 5 Answer: C |
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