For each task, define the problem, build a reproducible environment, and write deterministic verifiers that accept correct solutions across different valid implementations while rejecting incorrect, incomplete, or hard-coded approaches.
Strong ability to translate business requirements into appropriate dashboard layouts, KPIs, metrics and analytical views, with a good understanding of data visualisation principles and dashboard usability.