Experience · Software component
Intermediate Explanation View
Software componentExperienceExperience & Human Oversightarc:IntermediateExplanationView
A layered explanation view presenting feature weights, confidence, policy thresholds and comparisons with similar recent cases so practitioners can discuss or act on a decision.
Responsibility. Presents factor weights, thresholds and comparative context to practitioner users.
Also known as: Loan officer interface, Credit analyst view, Intermediate transparency tier
Variant of Layered Explanation View abstract
When to choose. Choose for regular users with moderate expertise (loan officers, credit analysts, moderators) and medium-stakes decisions: key factors, feature weights, confidence, comparisons and governing thresholds.
Relationships
invokes dependency
is invoked by dependency
reads dependency
alternative to variability
Quantitative guidance
As stated by the sources; verify before use.
- Example feature weights shown: credit score 40%, debt ratio 30%, employment history 20%, credit age 7%, loan amount 3% (Ch10.5).
Classification
- Patterns
- Feature importance bar charts with comparison baselinesThreshold-distance display (just below vs substantially below)
- Quality attributes
- Explainability (NIST AI RMF: explainable and interpretable)Interaction capability (ISO/IEC 25010)
- Risks mitigated
- Unexplainable borderline decisions
Sources
- Ch10.5: T. Nguyen, "Human-over-the-Loop," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 10.5. ISBN: 9798244538229.