How do you present negative or concerning data to stakeholders without causing panic or defensiveness? What communication strategies do you use?

Sample answer preview

Presenting negative data is one of the most important skills for a BI analyst. How you deliver bad news determines whether it leads to productive action or defensive rejection. Lead with facts, not judgment. Present the data objectively before offering interpretation.