Provide engineers feature attributions and leaders: Which evidence plan best serves both audiences?
Appropriate explanations depend on audience: engineers need technical case detail, leaders need understandable system-level effects.
The question
A manufacturing model flags products for inspection. Engineers need technical reasons for individual flags, while plant leaders need a plain-language account of error patterns and operational effects. Which evidence plan best serves both audiences?
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- Give both audiences the model architecture and training-data inventory.Architecture and data inventory provide background, but neither supplies audience-appropriate case explanations and operational pattern reporting.
- Provide engineers feature attributions and leaders aggregated error reporting. ✓Technical attributions support case-level analysis, while aggregated error reporting communicates system behavior and effects to operational leaders.
- Provide leaders individual scores and engineers a plain-language summary.This reverses the most useful level and form of information for technical diagnosis versus operational governance.
- Publish one comprehensive explanation intended for all plant personnel.A single explanation may be accessible to some users but cannot adequately support both technical diagnosis and executive oversight.
The trap
Identify the audience’s decision before choosing technical, case-level, or aggregated evidence. How to remember it
Appropriate explanations depend on audience: engineers need technical case detail, leaders need understandable system-level effects.
How many of these would you get right?
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