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How would you explain the meaning of a coefficient to a stakeholder?

Also asked as "What assumptions are implicit when interpreting regression weights?"

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Interview question asked to Data Scientists interviewing at GitLab, Cognizant, Springboard and other companies. Original question asked: How would you explain the meaning of a coefficient to a stakeholder?.