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migration · self-paced

Workforce Demographics and Forecasting Hygiene

Workforce Demographics and Forecasting Hygiene module cover

Managers and analysts learn demographic accounting basics, replacement demand intuition, and how to label uncertainty in workforce plans. We avoid point forecasts where intervals belong.

THB 2,800 · 4 weeks

Outcomes

  • Produce a scenario band chart with footnotes
  • Write a limitation paragraph for a workforce plan
  • Run a peer critique on a sample forecast deck

What is included

  • Cohort-component intuition with visuals
  • Replacement demand vs. turnover: separate the stories
  • Interval bands for scenario planning
  • Worksheet for five-year sketches
  • Leadership FAQ on assumptions
  • Ethics of demographic projections
Arisara Wichai

Lead contact

Arisara Wichai — Labor economist focused on firm surveys and Thailand wage floors.

Questions

We teach methods and hygiene. We do not deliver bespoke forecasts.

Participant notes

“Scenario band chart template changed how we present five-year staffing. The self-paced forum felt quiet at first.”
Ana · Planning · Hospital group · 4/5 · Google
“Replacement demand vs. turnover wording helped our board deck.”
Chris

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