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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
Open-for-Product-Web-App

Next.js app with Typescript using Firebase with FireStore to render a project repository with future-of-work features for unique professionals so they can create the work environment that works for them using an open and equitable framework that provides returns for workers and learners alike.

  • Updated Dec 30, 2025
  • TypeScript

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

  • Updated Sep 23, 2025

🤖 Analyze the future of work with the Workforce Disruption Equilibrium Engine, a system for understanding job changes in an AI-driven world.

  • Updated Jan 5, 2026
  • Python

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