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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Governance, Risk, and Responsible Use | 15% | - Identify appropriate and inappropriate use cases - Understand ethical implications of Claude use - Apply data sensitivity, regulatory, and privacy considerations - Follow organizational AI policies and governance standards |
| Topic 2: Troubleshooting and Optimization | 10% | - Adjust approaches based on feedback and results - Optimize workflows for efficiency and effectiveness - Identify and diagnose issues with underperforming prompts or poor outputs |
| Topic 3: Prompting and Task Execution | 14% | - Create effective prompts for business and technical tasks - Apply task decomposition techniques to structure complex requests - Iterate prompts to improve output quality - Adapt prompting strategy by task type |
| Topic 4: Workflow Integration and Solution Design | 16% | - Support solution design through iteration - Use Claude for research, planning, and process optimization - Analyze requirements and use cases - Integrate Claude into existing workflows and communicate its value and limitations |
| Topic 5: Product and Model Selection | 12% | - Differentiate between Claude model types - Align model selection with task requirements - Manage context limitations and memory - Select appropriate Claude product features |
| Topic 6: Configuration and Knowledge Management | 12% | - Create effective system-level instructions - Configure Claude Projects with instructions and knowledge sources - Manage uploaded knowledge and connectors - Maintain and update configurations |
| Topic 7: Output Evaluation and Validation | 21% | - Edit and adapt outputs for the intended audience - Determine when human review or additional verification is required - Evaluate Claude-generated outputs for accuracy and completeness - Organize and curate information and select appropriate output formats - Identify hallucinations, inconsistencies, and biases in responses - Apply fact-checking and validation techniques |
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NEW QUESTION # 110
A business analyst has been asked to use Claude to extract requirements from a recorded stakeholder interview transcript. The transcript is approximately 90 minutes long and covers multiple topics.
Which approach is most likely to produce a usable structured output?
Answer: A
Explanation:
Under the objective Create effective prompts for business and technical tasks , prompting Claude for complex analysis requires clear framing, explicit task decomposition, and structural schema constraints.
Transcripts from 90-minute interviews contain unstructured, conversational discussions spanning multiple priorities, assumptions, and debates. Providing the raw source material alongside a structured schema- specifying categories such as must-haves, nice-to-haves, unresolved open questions, and stakeholder conflicts (Option A)-enables Claude to parse and categorize information accurately without losing critical context. In contrast, forcing a single flat list (Option B) flattens priority nuances and obscures conflicts. Summarizing first (Option C) introduces unnecessary loss of detail and risks compounding omissions in the second pass.
Parsing every statement containing a verb (Option D) creates extreme token noise and unworkable overhead.
NEW QUESTION # 111
You are a project manager at Orinexa, Inc. You are picking a Claude model for a new production workload and must complete the requirements steps before testing candidates.
Which two steps must be completed BEFORE testing candidate models on a representative sample? (Select two.) Each correct answer presents part of the solution.
Answer: A,B
Explanation:
Under the objective Align model selection with task requirements (e.g., cost, speed, quality) , model evaluation follows a structured engineering workflow prior to benchmark testing.
Before running comparative empirical tests on a representative sample dataset, the team must first establish evaluation criteria: defining the required output quality bar, maximum acceptable latency, throughput targets, and budget constraints (Option A). Next, the team maps those requirements against known model family characteristics (Haiku, Sonnet, Opus) to select the appropriate candidate models for testing (Option C). Once requirements are set and candidates selected, empirical sample testing can proceed. Promoting models to production (Option D), securing final platform/security rollout sign-offs (Option E), and ongoing regression testing for new model releases (Option B) are downstream deployment activities that occur after testing is completed.
NEW QUESTION # 112
A marketing manager is preparing a constrained brainstorming task: produce ten campaign ideas, each tied to a stated audience segment and each fitting one of three defined budget bands.
Which prompting approach fits the task?
Answer: B
Explanation:
Answer B is correct. This is a constrained brainstorming task with three explicit acceptance requirements:
exactly ten distinct ideas, alignment with a stated audience segment, and placement within one of three defined budget bands. The prompt should include all these constraints and require Claude to label each idea with its intended audience and budget category. That structure makes compliance visible and allows the manager to review the output efficiently.
Option A omits the budget requirement, even though affordability is part of the task rather than a later filtering preference. Option C changes the requested quantity from ten to thirty and creates unnecessary review work without evidence that the larger pool is required. Option D postpones the budget constraint until after generation, increasing the likelihood that several ideas will be unusable and leaving the manager with fewer than ten valid options.
Constraints do not inherently undermine creativity. Well-defined boundaries direct creativity toward implementable solutions and reduce wasted output. A strong prompt could request a table containing the idea, audience segment, budget band, campaign concept, and brief rationale. Anthropic recommends being clear and direct, specifying the desired output format and constraints, and making completion requirements explicit.
Requiring each idea to identify its audience and budget band provides an immediate quality-control mechanism. Anthropic prompting best practices
NEW QUESTION # 113
A knowledge worker used the Google Drive connector and asked Claude to summarize a recently revised policy document. The summary reflects the prior version of the document, not the revision saved three hours earlier.
Which factor most likely explains this?
Answer: D
Explanation:
Answer D is the intended answer. A connected knowledge source may temporarily return an earlier document version when its searchable index has not yet processed a recent revision. The three-hour interval strongly points to synchronization or indexing latency rather than a reasoning or prompting failure. The worker should verify the document's modification time in Google Drive, open the cited source, retry the retrieval, and, if necessary, provide the document directly by URL.
Option A claims that the old version remains fixed for the entire chat session, which is not an established connector rule. Option B invents a separate permission group without supporting evidence; permissions ordinarily determine whether the user can access a file, not which historical version is visible. Option C is also unsupported because Claude does not normally choose an obsolete version merely because it is longer.
However, this question reflects an older indexed-connector model. Anthropic's current documentation states that Google Docs added directly to chats or private Projects synchronize from Google Drive and should provide the latest version. Therefore, D remains the best answer among the choices and is likely the expected exam answer, but the item should be reviewed if it is intended to test current Claude behavior. Anthropic:
Google Workspace connectors
NEW QUESTION # 114
A knowledge worker has asked Claude to produce a one-page operating procedure. The team will edit the procedure, reuse it across multiple onboarding cycles, and update it when the underlying process changes.
Which output format is most appropriate?
Answer: D
Explanation:
Answer D is correct. An operating procedure is substantial, self-contained content that the team intends to edit, iterate on, reuse, and reference later. Those characteristics closely match the intended use of Claude Artifacts. An Artifact places the procedure in a dedicated workspace separate from the conversational exchange, allowing users to review the content as a standalone document, request targeted revisions, edit supported content directly, and move between versions.
Option A can work, but repeatedly copying revised text from chat into another location creates avoidable manual effort and increases the risk of saving an outdated or incomplete version. Option B is inappropriate because the entire transcript contains conversational material that is not part of the operating procedure and makes the authoritative version harder to identify. Option C keeps the procedure embedded in a chat, which is less suitable for a durable operational document that must be maintained across onboarding cycles.
Anthropic identifies documents as a common Artifact type and states that Artifacts are appropriate for content users are likely to edit, build upon, reuse outside the conversation, or reference later. Therefore, an Artifact provides the clearest and most maintainable working format among the available choices. Anthropic: What are Artifacts and how do I use them?
NEW QUESTION # 115
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