{"repo":"AmirhosseinHonardoust/Skill-Adaptation-Debt-Engine","free":true,"listed":false,"github":"https://github.com/AmirhosseinHonardoust/Skill-Adaptation-Debt-Engine","clone":"git clone https://github.com/AmirhosseinHonardoust/Skill-Adaptation-Debt-Engine.git","description":"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.","language":"Python","stars":15,"topics":["analytics","churn","dashboard","data-science","explainable-ai","future-of-work","interpretable-ml","jobs","kaggle","labor-market"],"license":"MIT","category":"dashboards-admin","readme_excerpt":"Skill Adaptation Debt Engine A pressure-first lens on labor markets: measure adaptation debt (skill churn + novelty + breadth) instead of predicting outcomes. --- What this project is Most labor-market tools try to predict outcomes (salary, growth, “hot jobs”). This repo does something different: It treats each job role as a stability problem and computes how much “skill adaptation debt” a role accumulates when: - demanded skills churn month-to-month (instability / volatility), - demanded skills are rare (hard to hire/train), - and the role requires many distinct skills simultaneously (cognitive + coordination load). The output is not “will you lose your job.” It’s where stability is being borrowed , where teams will feel training friction , and which roles have high learning debt if the market moves. --- Dataset & Copyright This project uses the “Future Jobs and Skills Demand 2025” dataset from Kaggle: Dataset page: https://www.kaggle.com/datasets/ahsanneural/future-jobs-and-skills-demand-2025 Attribution Full credit belongs to the dataset owner/uploader on Kaggle. This repository does not claim ownership of the dataset. License / Usage Notes The dataset is subject to Kaggle’s dataset terms and the license shown on the dataset page. Please review the license before reusing, redistributing, or publishing derived versions of the raw data. This repo is intended for educational and analytical purposes; if you plan to include the raw dataset in repository/releases, make sure the ","default_branch":null,"files":null,"tree":[],"storefront":"/r/AmirhosseinHonardoust","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/AmirhosseinHonardoust/Skill-Adaptation-Debt-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."}