Assessment scenario coverage
AI fluency assessment scenarios for research and strategy
Observe how participants evaluate sources, distinguish evidence from inference and synthesize a qualified recommendation with optional AI support.
These scenarios focus on evidence navigation and synthesis in a bounded research or strategy assignment. They do not certify expertise or predict performance across a full professional role.
Current scenario families
These scenario labels describe the current assessment coverage in this work category.
Market Research and Insights
A research context that asks the participant to assess source quality, reconcile market evidence and communicate findings with appropriate caveats.
Strategy Analyst
A decision-support context that asks the participant to compare alternatives, expose assumptions and produce a defensible recommendation.
What the simulation can make observable
The assessment creates a traceable path from source review through AI-supported analysis to the submitted recommendation.
Key points
- Source judgment
Distinguishes relevant, authoritative and current evidence from weak or merely convenient material.
- Claim discipline
Keeps sourced facts, calculations, interpretations and recommendations meaningfully separate.
- Synthesis
Combines conflicting or incomplete evidence without presenting uncertainty as certainty.
- Audience fit
Communicates the decision, rationale, limitations and next questions in a form the intended audience can use.
How to interpret the result
Research quality is affected by the available source set, domain knowledge and time. Telemetry can show that a source was opened or that a revision occurred, but it cannot fully reveal the participant's internal reasoning.
The report should connect claims to available evidence and disclose uncertainty. It should not turn one task into a general intelligence, expertise or job-performance claim.
One fixed AI fluency framework
All scenarios use the same six-pillar construct: Context Framing, Evidence Navigation, AI Orchestration, Verification & Risk Control, Judgment & Synthesis, and Communication & Delivery.
The task and evidence opportunities vary by scenario. The interpretation should remain bounded to what the assessment made relevant and what the available evidence can support.
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Tell us what kind of AI-enabled work you want to understand. We will help determine whether an existing assessment scenario fits the context.
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