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| Section | Weight | Objectives |
|---|---|---|
| Governance, Risk, and Responsible Use | 15% | - Data sensitivity, privacy, and regulatory considerations - Identifying appropriate and inappropriate AI use cases - Organizational AI governance and policies - Ethical and responsible AI use |
| Prompting and Task Execution | 14% | - Task decomposition - Creating effective prompts - Iterating prompts to improve output - Adapting prompting strategies to task types |
| Product and Model Selection | 12% | - Selecting Claude models - Selecting appropriate Claude product features - Balancing quality, speed, and cost - Managing context limitations and memory |
| Troubleshooting and Optimization | 10% | - Adjusting approaches based on feedback and results - Optimizing workflows for efficiency and effectiveness - Diagnosing underperforming prompts and outputs |
| Workflow Integration and Solution Design | 16% | - Communicating Claude's value and limitations - Research, planning, and process optimization - Integrating Claude into existing workflows - Solution design and iteration - Analyzing requirements and use cases |
| Output Evaluation and Validation | 21% | - Determining when human review or verification is required - Identifying hallucinations, inconsistencies, and bias - Editing, adapting, and refining outputs - Fact-checking and validation - Evaluating output accuracy and completeness |
| Configuration and Knowledge Management | 12% | - Managing instructions and knowledge sources - Managing uploaded knowledge and connectors - Configuring Claude Projects - Maintaining configuration and knowledge sources |
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NEW QUESTION # 47
You are a business analyst reviewing prompt drafts written by teammates.
Which two elements belong in a well-structured prompt for a business task? (Select two.) Each correct answer presents part of the solution.
Answer: D,E
Explanation:
Options A and B are correct because Claude needs a clear task and the context required to perform that task appropriately. The prompt should state the requested action using direct language-for example, summarize, compare, classify, draft, calculate, or recommend. It should then provide relevant information such as the intended audience, business objective, authoritative sources, constraints, success criteria, and required output format.
Anthropic's prompting guidance emphasizes clarity, specificity, contextual grounding, and explicit formatting instructions. Audience and purpose are particularly important in business tasks because the same underlying information may need very different treatment for executives, customers, technical teams, or regulators.
Option C can be useful when an approachable tone is genuinely required, but it is not an essential element of every structured business prompt. Tone should be selected according to the task rather than added automatically. Option D introduces excessive and potentially irrelevant information; only products or services relevant to the task should be included. Option E similarly adds noise unless the anecdote supplies necessary factual context or illustrates the desired output.
Therefore, a clear task statement and relevant goal-and-audience context form the indispensable foundation.
See Anthropic's prompting best practices .
NEW QUESTION # 48
You are decomposing a "build a customer journey map" request.
Which is the correct order of decomposed steps?
(1) Identify the touchpoints the customer encounters during each stage.
(2) Define the persona and the journey scope to be mapped.
(3) Capture pain points and opportunities at each touchpoint.
(4) Synthesize the findings into the final journey-map artifact.
(5) Identify the major stages the persona moves through.
Answer: C
Explanation:
The journey must first be bounded by defining the persona and the scope being mapped. Without Step 2, the team does not know whose experience is being analyzed, which objective is relevant, or where the journey begins and ends. It then identifies the major journey stages in Step 5, such as awareness, evaluation, purchase, onboarding, and ongoing use.
Once the stages exist, the team can identify the customer's touchpoints within each stage in Step 1. Pain points, unmet needs, emotional responses, and improvement opportunities can then be recorded against those touchpoints in Step 3. Finally, the validated findings are synthesized into the journey-map artifact in Step 4.
The correct order is therefore 2,5,1,3,4.
Option C identifies stages before establishing the persona and scope. Option D attempts to list touchpoints before defining the stages in which those interactions occur. Both sequences create structural ambiguity.
This decomposition follows dependency ordering: each output supplies the structure needed for the next activity. Anthropic's prompt-chaining guidance supports dividing complex work into sequential stages when intermediate results require inspection or when a defined pipeline improves control. Anthropic's prompt- chaining guidance
NEW QUESTION # 49
You are setting up a Connector for a shared data source that several colleagues will use.
Which Connector setup step should be performed first?
Answer: C
Explanation:
Option D is the necessary first step because authorization and data suitability must be established before the shared source is connected to Claude. The team should verify that the connector and its provider are approved under organizational AI, security, procurement, and privacy policies. It must also determine the source's data classification and whether information in that source may legally and contractually be processed through the connector.
Connecting the source first, as proposed in Option C, could expose restricted information before governance review has occurred. Testing a representative task under Option B likewise assumes that access has already been approved. Documenting the connector's purpose and suitable use cases under Option A is important, but that operational documentation should follow the initial determination that the connector and relevant data are permitted.
After approval, the team can connect the source using an account with appropriate permissions, verify authentication, test access boundaries, and confirm that Claude retrieves only information available to the authenticated user. The team should then document approved use cases, prohibited data, human-review requirements, and reporting procedures. This sequence follows least-privilege and data-governance principles and avoids treating successful authentication as evidence that a connector is organizationally authorized or suitable for every type of information.
NEW QUESTION # 50
Your conversation context has grown long, and the model is producing inconsistent outputs.
Which context-management step should be performed first?
Answer: D
Explanation:
Option C is the appropriate first step because summarization compresses a lengthy and potentially conflicting conversation into a clear working state. The summary should retain the current objective, confirmed decisions, relevant facts, active constraints, required output format, unresolved questions, and the next action Claude must perform. Obsolete instructions, rejected alternatives, and repetitive discussion should be removed.
Option A does not directly address the cause of the inconsistency. A more capable model may still struggle when the conversation contains conflicting requirements or excessive irrelevant material. Option B provides no corrective action and allows the context problem to continue. Option D may eventually be necessary, but immediately moving to a new conversation risks losing important information or reproducing the same confusion if the essential context has not first been identified.
After producing the summary, the user should compare it with the original requirements and correct any omissions. The validated summary can then be reasserted in the current conversation. If performance remains inconsistent, it can serve as the starting context for a new chat. This staged approach preserves useful progress while reducing context noise and limiting unnecessary repetition.
NEW QUESTION # 51
You are running an optimization pass on a recurring workflow.
Which is the correct order of optimization steps?
(1) Apply targeted optimization to the bottleneck step.
(2) Roll out the optimized workflow to the broader team and document the change.
(3) Identify the bottleneck step using measured time per step and queue length.
(4) Map the current workflow steps, owners, and decision points.
(5) Pilot the change with a small group and measure the effect against the prior baseline.
Answer: C
Explanation:
The correct sequence is 4,3,1,5,2. Optimization must begin by mapping the current workflow, including its steps, owners, inputs, handoffs, and decision points. Without an accurate current-state map, the team cannot reliably associate delays or defects with a particular stage. It should then use measured evidence-such as processing time, waiting time, queue length, rework, or error frequency-to identify the actual bottleneck.
After locating the constraint, the team can apply a targeted improvement to that step. Changing the workflow before identifying the bottleneck, as in Option C, risks optimizing a noncritical activity while leaving the primary delay untouched. The change should next be piloted with a limited group and compared against the previous baseline. This determines whether the intervention improves throughput or quality without creating downstream problems. Only after a successful pilot should the process be rolled out broadly and formally documented.
This sequence is consistent with Anthropic's evaluation approach: define measurable criteria, test changes against representative conditions, and validate performance before production use. Option D identifies the bottleneck before establishing the workflow map needed to interpret the measurements. Anthropic's evaluation guidance
NEW QUESTION # 52
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