{"repo":"AmirhosseinHonardoust/Workforce-Disruption-Equilibrium-Engine","free":true,"listed":false,"github":"https://github.com/AmirhosseinHonardoust/Workforce-Disruption-Equilibrium-Engine","clone":"git clone https://github.com/AmirhosseinHonardoust/Workforce-Disruption-Equilibrium-Engine.git","description":"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.","language":"Python","stars":16,"topics":["ai-augmentation","artificial-intelligence","automation","data-visualization","economic-modeling","equilibrium-modeling","explainable-ai","future-of-work","interpretable-models","kaggle-dataset"],"license":"MIT","category":"workflow-automation","readme_excerpt":"Workforce Disruption Equilibrium Engine (2030) The Workforce Disruption Equilibrium Engine is an interpretive system designed to help reason about the future of jobs under AI-driven transformation. It does not attempt to forecast job loss, rank jobs by survivability, or classify occupations as “safe” or “unsafe.” Instead, it models each role as a dynamic equilibrium , shaped by competing structural forces that continuously push, pull, and rebalance labor outcomes. This project exists to answer a deeper question: How does AI redistribute stability, instability, and leverage across the workforce and where does pressure actually accumulate? --- How to Read This README This README is intentionally long. It is structured as a guided walkthrough of the application itself , with each section anchored to a real screen from the Streamlit app. For every screen, we explain: 1. What you are seeing 2. Why this view exists 3. How to interpret it correctly 4. What kinds of real-world conclusions you should (and should not) draw The goal is not speed, it is understanding. --- Single Job View, Treating a Job as a System The Single Job View is the conceptual foundation of the entire project. Here, a job role is treated not as a static label, but as a system under pressure . Every role exists at the intersection of forces that either destabilize it or help it adapt. This view answers a single, focused question: Given the current structure of AI, skills, demand, and institutions, where does this","default_branch":null,"files":null,"tree":[],"storefront":"/r/AmirhosseinHonardoust","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/AmirhosseinHonardoust/Workforce-Disruption-Equilibrium-Engine/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}