Instruction: Describe the strategies you employ to manage the trade-off between developing highly accurate models and maintaining their explainability.
Context: This question evaluates the candidate's practical experience in navigating the balance between creating complex, accurate models and ensuring they remain understandable to stakeholders.
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I start by asking who needs the explanation and what decision the model will support. If the use case is high-stakes or highly regulated, I bias toward simpler or more inherently interpretable approaches unless the performance gap is clearly meaningful.
When I do...