Problem Definition and Objective Specification Questions

Assess the ability to translate a business or research question into a precise machine learning objective. Topics include choosing the target variable and loss function, selecting evaluation metrics that reflect business impact, specifying constraints such as latency and cost, identifying stakeholders and acceptance criteria, avoiding proxy metrics that misalign with business goals, and documenting success criteria and edge cases. Interviewers expect clear tradeoff reasoning and stakeholder alignment.