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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Configuration and Knowledge Management | 12% | - Managing instructions and knowledge sources - Managing uploaded knowledge and connectors - Maintaining configuration and knowledge sources - Configuring Claude Projects |
| Topic 2: Output Evaluation and Validation | 21% | - Identifying hallucinations, inconsistencies, and bias - Editing, adapting, and refining outputs - Fact-checking and validation - Evaluating output accuracy and completeness - Determining when human review or verification is required |
| Topic 3: Prompting and Task Execution | 14% | - Iterating prompts to improve output - Creating effective prompts - Task decomposition - Adapting prompting strategies to task types |
| Topic 4: Product and Model Selection | 12% | - Managing context limitations and memory - Selecting appropriate Claude product features - Selecting Claude models - Balancing quality, speed, and cost |
| Topic 5: Workflow Integration and Solution Design | 16% | - Communicating Claude's value and limitations - Analyzing requirements and use cases - Integrating Claude into existing workflows - Solution design and iteration - Research, planning, and process optimization |
| Topic 6: Troubleshooting and Optimization | 10% | - Adjusting approaches based on feedback and results - Optimizing workflows for efficiency and effectiveness - Diagnosing underperforming prompts and outputs |
| Topic 7: Governance, Risk, and Responsible Use | 15% | - Identifying appropriate and inappropriate AI use cases - Ethical and responsible AI use - Data sensitivity, privacy, and regulatory considerations - Organizational AI governance and policies |
1. As part of a workflow redesign, a process analyst is applying the AI Fluency Framework Delegation competency.
Which two criteria most directly inform Delegation decisions? (Select two.)
A) The visual complexity of the workflow diagram, since steps with more connections and dependencies are more likely to require human oversight.
B) The seniority of the team member who currently performs the step, since more senior roles typically involve higher-stakes tasks that warrant human retention.
C) The reversibility of the task and the consequences of an error, which together indicate whether the step is safe to delegate to Claude or should be retained for human decision-making.
D) The length of time the workflow has existed in its current form, since well-established processes have been sufficiently validated for AI delegation.
E) The need for human creativity, empathy, or judgment in the step, which indicates whether the task is appropriate for AI delegation or requires human capabilities that Claude cannot provide.
2. An operations assistant is redesigning a recurring data-processing workflow step to use Code Execution.
Which two design choices best support reliable integration? (Select two.)
A) Eliminate the human review step that follows Code Execution, since the sandboxed environment already verifies that the code ran without errors.
B) Standardize the input file format the step expects, so each Code Execution run receives consistent input and produces comparable, verifiable output across recurring weekly cycles.
C) Define a brief output-verification step in which a human reviewer confirms the computed result against an expected range or sanity check before the output advances to downstream consumers.
D) Vary the input file format from run to run to accommodate the different source systems that supply the data each week.
E) Embed the Code Execution step inside the workflow without documenting the expected output format or the fields it produces.
3. You are a communications specialist preparing to describe Claude's role in a workflow to multiple stakeholder groups and must complete the preparation steps before drafting messages.
Which two preparation steps must be completed BEFORE drafting the stakeholder messages? (Select two.) Each correct answer presents part of the solution.
A) Identify the stakeholder groups and what each group needs to understand.
B) Define the key facts about Claude's role and the boundaries that apply.
C) Archive the drafted messages in the corporate communications repository.
D) Send the drafted messages out and gather feedback for revision.
E) Schedule a follow-up forum to handle questions raised by the messages.
4. You are a Claude associate assessing a proposed Claude use case before approving it for your team.
Which is the correct order of assessment steps?
(1) Compare the use case against the organization's policies and the relevant regulatory considerations.
(2) Document the assessment outcome and the rationale for traceability.
(3) Identify the audience, decision impact, and reversibility of the outputs.
(4) Decide whether the use case proceeds, requires modification, or is declined.
(5) Identify the data types involved and whether sensitive data is implicated.
A) 1,3,5,4,2
B) 3,5,1,4,2
C) 3,1,5,4,2
D) 5,3,1,4,2
5. A manager is deciding what changes to make while conducting a Memory maintenance review for a long- running workflow.
Which two actions best support Memory quality over time? (Select two.)
A) Disable Memory entirely to eliminate the risk of stale entries surfacing in future workflow runs.
B) Leave all memories untouched on the basis that the workflow has been running consistently and no output-quality issues have been reported.
C) Identify and edit or delete entries that are stale, inaccurate, or no longer relevant, and add context Claude has not automatically captured but the workflow continues to need.
D) Export the current memories as a backup before making changes, so prior context can be restored if a maintenance edit unintentionally removes information the workflow still depends on.
E) Delete all memories as the maintenance action to ensure a clean slate, then allow Claude to rebuild context organically through subsequent workflow runs.
Solutions:
| Question # 1 Answer: C,E | Question # 2 Answer: B,C | Question # 3 Answer: A,B | Question # 4 Answer: B | Question # 5 Answer: C,D |
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