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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. A loan pre-qualification assistant shows 94 percent approval recommendations that match the human underwriter decision. The fairness team has reviewed approval rate parity across protected groups and reported no significant difference. A board member has asked whether this evidence is sufficient to declare the assistant fair.
Which two Discernment-competency findings should you report? (Select two.) Each correct answer presents part of the solution.

A) A larger sample is needed before any meaningful fairness claim can be made about the model.
B) Approval rate parity does not by itself assess error rate parity across protected groups.
C) The 94 percent match rate is sufficient evidence of fairness for the assistant's decisions.
D) Match with human underwriters does not establish freedom from underwriter-introduced bias.
E) The fairness team's review process likely missed at least some of the protected groups studied.

2. A technical team is debating whether to implement a new capability for generating regulatory filings from internal data as a Claude Skill or as an MCP server. The capability requires a fixed authoring procedure with embedded examples, does not need to call live external systems, and must be portable across three Claude deployments: claude.ai, an internal API integration, and Claude Code.
Which factor most strongly favors implementing the capability as a Skill?

A) The capability requires direct authentication against the corporate identity provider.
B) The capability is procedural knowledge with no live external-system calls required.
C) The capability must also be callable from a developer's command-line interface.
D) The capability needs to query a live database for the most recent regulatory filings.

3. You are running a controlled experiment to compare two prompts and must complete the design steps before executing the experiment.
Which two steps must be completed BEFORE running the experiment with random assignment? (Select two.) Each correct answer presents part of the solution.

A) Document the recommendation, the trade-offs accepted, and the alternatives considered.
B) Decide whether to promote, reject, or iterate the candidate based on the analysis.
C) Determine the minimum detectable effect size and the sample size needed for power.
D) Analyze the results against the predefined success metric and significance threshold.
E) Define the hypothesis and the primary success metric for the comparison.

4. You are configuring tool permissions for a Claude-based assistant. The assistant's defined responsibilities require read access to a knowledge base and write access to a draft queue, and nothing else.
Which scoping design best applies least privilege?

A) Allow access to all tools with read permissions globally and restrict write permissions to the draft- queue tool, without scoping to only the specific tools required for defined tasks.
B) Disable all tools entirely to achieve a minimal permission surface, accepting that the assistant can no longer perform the read-knowledge-base or write-draft-queue tasks it was designed for.
C) Allow access to every tool in the catalog and rely on the model to decline tools it should not use.
D) Per-role allow-list of exactly the read-knowledge-base and write-draft-queue tools, enforced at the orchestration layer.

5. You are documenting an architectural decision to support future audit and onboarding.
Which artifact is the strongest fit?

A) An Architecture Decision Record that states the context, the decision, the alternatives considered, the consequences, and the date and authors.
B) A slide deck in a presentation folder with no accompanying written rationale.
C) A code comment in a single file that contains an opinion of one engineer.
D) A short verbal note shared during a hallway conversation with no written record.

Solutions: