Rate each factor 1-5 (1=Low Risk, 5=High Risk):
Task Standardization: How routine are your tasks? Data Dependency: How much of your role involves data processing? Decision Complexity: How nuanced are your daily decisions? Relationship Requirement: How critical are human relationships? Creative Component: How much innovation does your role require?
Total Score Interpretation: - 5-10: Low vulnerability, focus on AI augmentation - 11-15: Moderate risk, begin active transition planning - 16-20: High vulnerability, immediate action required - 21-25: Critical risk, execute career pivot now