Free career transition recommender for workers in Saudi Arabia. Select your current occupation from 237 scored jobs and get up to 5 personalized pivot recommendations toward lower AI-automation-risk occupations, each showing the risk score reduction, expected salary change in SAR, and the HRDF reskilling programs available for that transition. Built on the same composite score (Frey & Osborne automation probability, Eloundou LLM exposure, Nitaqat regulatory pressure, WEF demand signal) used across SHIFT Observatory. Free, instant, no signup.