Case studies

These are representative examples of outcomes and delivery approach.

Executive KPI Pack (sample)

Context: Leadership needed one source of truth across finance + ops.

Problem: KPIs lived in spreadsheets with inconsistent definitions.

APPROACH

  • KPI definitions + governance (what counts, when, and why)
  • Star schema model + clean measures
  • Executive dashboard with drilldowns by region/product/team

OUTCOMES

Consistent metrics across teamsFaster leadership updatesCleaner monthly close reporting

Power BI • SQL • Data modeling

Reporting Automation (sample)

Context: Weekly reporting was manual and error-prone.

Problem: Hours spent exporting, cleaning and copy/pasting data every week.

APPROACH

  • Automated pipeline + scheduled refresh
  • Validation checks (missing values, anomalies, schema changes)
  • Standardised output tables for BI + stakeholders

OUTCOMES

Less manual workMore reliable reportingFaster turnaround time

Python • SQL • Automation

Operations Analytics (sample)

Context: Operational performance wasn’t visible day-to-day.

Problem: KPIs were scattered and issues were discovered too late.

APPROACH

  • Exception-focused dashboard (what changed, where, and why)
  • Trend tracking + drilldowns to root causes
  • Operational definitions aligned with stakeholders

OUTCOMES

Better visibilityFaster response to issuesMore actionable daily reviews

Power BI • SQL • UX

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