akhil pulla completed Business Analytics Sprint

Built an end-to-end profit-paradox analysis that framed the problem with hypotheses and a KPI driver map, audited the data for quality issues, and answered the regional SQL task with correct margin logic. The work then connected root-cause analysis and forecasting into a board-level narrative with prioritized levers and an executive verdict.

• Structured Hypothesis Formation
• Leakage-Free KPI Mapping
• Correct SQL Aggregation and Join Logic
• Executive Synthesis