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What akhil demonstrated
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
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