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Ayesha Javed completed Business Analytics Sprint

  • Verified
  • Issued 15 September 2026

What Ayesha demonstrated

Built an end-to-end profit-paradox analysis: framed hypotheses and KPI drivers, audited the data for missing values and duplicates, wrote correct SQL for category and regional margin analysis, and translated the findings into a root-cause bridge, forecast, and prioritised executive recommendations. The work shows solid business reasoning and the ability to turn analysis into a board-ready narrative.

  • Leakage-Free Analytical Framing
  • Correct SQL Aggregation and Join Logic
  • Root-Cause Prioritisation
  • Executive-Level Synthesis

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