Marketing Analyst - Specializes in analyzing campaign performance but may lack the technical expertise to translate complex model outputs into region-specific strategies.

Project Manager - Ensures the project stays on schedule and within budget but may not have the technical depth to interpret model outputs for actionable insights.

Data Engineer - Focuses on the infrastructure and pipelines for data processing, not on deriving actionable marketing strategies from model outputs.

Professional Machine Learning Engineer - Works closely with the marketing team to define how model outputs should be used to address regional business challenges, ensuring predictions are actionable and compliant with local regulations.