This question evaluates a candidate's proactive communication, ambiguity resolution, stakeholder alignment, negotiation of scope and trade-offs, establishment of feedback loops, and measurement of communication impact within an ML engineering context, and is categorized under Behavioral & Leadership.

Context: In a technical screen for a Machine Learning Engineer, you may be asked to demonstrate how you use proactive communication to drive clarity, reduce risk, and deliver results.
Prompt
Describe a time you improved an outcome through proactive communication.
Address the following explicitly:
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