Scalable Analytics Approach Questions

Describe approaches for designing analyses and reporting that scale across markets, product lines, content types, and customer segments rather than being one off. Topics include parameterization of reports, modular metric definitions, reusable templates, automation of data extraction and transformation, instrumentation for monitoring and data quality, governance of metric definitions, and tradeoffs between generality and specificity. Provide examples of how you reduced repeated manual effort, improved maintainability, and partnered with data engineering to productionize analytics so they support many use cases.