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future-of-work

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An interpretable system that models the future of work as an equilibrium under AI-driven forces. Instead of predicting job loss, it decomposes workforce disruption into automation pressure, adaptability, skill transferability, demand, and AI augmentation to explain stability, tension, and transition paths by 2030.

  • Updated Dec 13, 2025
  • Python

A Streamlit dashboard that measures skill adaptation debt instead of predicting outcomes. It decomposes pressure into churn, novelty, and breadth to explain which roles/industries are becoming harder to staff. Includes role/industry reports, skill pressure maps, what-if scenario simulation, and a dataset explorer.

  • Updated Dec 20, 2025
  • Python

Official Technical Stack & Economic Engine for the NUPA Framework. Authored by Brandon Anthony Bedard (Nov 2025). Featuring the 40/40/20 Recursive Reinvestment Model and FASL Protocol

  • Updated Apr 23, 2026
  • Python

The official strategic toolkit for "Decisively Digital" by Alexander Loth (Wiley). Actionable frameworks for digital strategy, culture, data, and transformation.

  • Updated Mar 22, 2026

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