Student’s Early Warning System for Career Risk

The provided text introduces Greg Twemlow's GlidePath Career Navigation™ Volatility Index, an early warning system designed to help students navigate the rapidly changing job market due to AI. This system moves beyond traditional career predictions, focusing instead on task-level analysis and the AI Volatility (level and direction of change) and AI Management Proficiency (AMP) required for various roles. It provides practical prompts and a "Rule-of-Three Navigation System" to guide students, parents, and career advisors in making informed, adaptive career choices. The system aims to reduce anxiety by offering a structured approach to understanding and responding to ongoing technological disruption, rather than attempting to predict a fixed future. It is designed to be file-based and assistant-agnostic, integrating easily into existing educational frameworks. Read the article.About the Author - Greg Twemlow writes and teaches at the intersection of technology, education, and human judgment. He works with educators and businesses to make AI explainable and assessable in classrooms and boardrooms — to ensure AI users show their process and own their decisions. His cognition protocol, the Context & Critique Rule™, is built on a three-step process: Evidence → Cognition → Discernment — a bridge from what’s scattered to what’s chosen. Context & Critique → Accountable AI™. © 2025 Greg Twemlow. “Context & Critique → Accountable AI” and “Context & Critique Rule” are unregistered trademarks (™).