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inequality · cohort + async

Inequality Metrics That Survive Scrutiny

Inequality Metrics That Survive Scrutiny module cover

A technical-but-not-math-heavy course on inequality measurement for HR and policy audiences. You will learn how to narrate percentile gaps, when to avoid Gini-only stories, and how to document data sources.

THB 13,200 · 5 weeks

Outcomes

  • Pick a metric trio for a given audience
  • Draft a chart footnote that states limitations
  • Present a peer-reviewed inequality slide

What is included

  • Percentile ratios vs. shares: storytelling rules
  • Gini: strengths and blind spots
  • Top-coding and sampling: disclosure checklist
  • Workbook with Thailand-relevant tables
  • Slide deck skeletons for leadership updates
  • Office hours on chart critique
  • Optional deep dive on wealth vs. income
Helena Costa

Lead contact

Helena Costa — Labor economist specializing in distribution analytics and visualization ethics.

Questions

Optional. Core work is interpretation and communication.

Participant notes

“Gini-only stories were our habit; the percentile trio exercise changed our deck structure.”
Priya · Compensation · 5/5

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