Building Practical Dashboards for Finance, Legal, and Academic Use Cases

Dashboards are easy to make but hard to make useful.

I focus on dashboards that answer real questions, not just show charts.

Use Cases I Built

Finance (InvestWise)

  • Portfolio performance
  • Asset allocation
  • Risk exposure
  • Deadlines
  • Case load by attorney
  • Document access logs

Academic / TA Work

  • Attendance patterns
  • Student performance visualization

Principles I Follow

  • Remove clutter
  • Highlight anomalies
  • Use simple colors
  • Make every visual answer a question

Dashboards should guide decisions — that’s the standard I design for.

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Occasional updates on projects, lessons learned, and experiments in AI and data.