Predictions affect business decisions.
Stakeholders ask “why” a lot.
Raw probabilities aren’t helpful.
Trust is fragile.
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Predictions affect business decisions.
Stakeholders ask “why” a lot.
Raw probabilities aren’t helpful.
Trust is fragile.
Translate model behavior into domain terms. Use simple explanations tied to input features and outcomes. Focus on patterns, not internals. Visual summaries often help. Avoid exposing raw model complexity.
Common mistakes include: Overloading explanations with math, Being defensive and Ignoring stakeholder context
The takeaway is that explainability is communication, not computation.