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Metaculus Employment Forecasting Tool
A forecasting tool for the Metaculus Labor Automation Forecasting Hub tournament — enter percentage employment changes to project occupational employment levels and workforce share shifts.
⚠ Important notice: This tool is intended as a forecasting aid only and has not been thoroughly vetted for data accuracy. Use at your own risk. The base year for all percentage change calculations is 2024 (the latest available OEWS release); however, the Metaculus forecasting questions reference the 2025 OEWS data, which has not yet been published. Results should be interpreted accordingly. If you spot any errors, please email ryan@metaculus.com.
All percentage change inputs project from the latest OEWS base year to this forecast year. Enter 0 for no change.
Occupation
Click ? for definitions
 Base Employment (thousands) Base Employment Share Percentage Change in Employment
✎ input for all rows
 Percentage Change in Share
≡ calculated
 Forecast Employment (thousands) Forecast Employment Share
Historical Employment 2015–2024 · BLS OEWS · thousands
Add occ: