Job Displacement Model
Complete the sections below for a personalized analysis of how AI capability growth affects knowledge work in white-collar roles.
Step 1: Select Your Role Category
Step 2: Your Hierarchy Position
Select based on how many people above you in your specific workflow could absorb your responsibilities if your role were eliminated. A senior engineer who owns a system has no one above (Level 4-5), while a VP with C-suite above might be Level 2-3.
Step 3: AI Displacement Risk Assessment
AI Technical Readiness
1. Current AI Performance
How well can AI already perform core tasks in your field?
2. Data Availability
How much example work and documentation about your type of role is available (training materials, online guides, industry examples, case studies)?
3. Benchmark Clarity
How easily can success in your role be measured objectively?
4. Task Digitization
What percentage of your work inputs and outputs currently exist in digital/text format?
Task Structure & Adaptability
5. Task Decomposability
Can your work be broken into discrete, measurable tasks?
6. Task Standardization
How standardized are procedures/workflows in your role?
7. Context Dependency
How much does your work require understanding unique organizational context?
8. Feedback Loop Speed
How quickly do you get feedback on work quality?
9. Tacit Knowledge
How much of your expertise is documented vs. learned through experience?
10. Task Reallocation Risk
If your position were eliminated, how easily could your responsibilities be redistributed to existing team members?
Human & Organizational Factors
11. Human Judgment & Relationships
How critical are human relationships, empathy, and trust in your role?
12. Physical Presence
How much does your work require physical presence?
Company & Industry Context
13. Company AI Adoption Readiness
How prepared is your organization for AI integration?
14. Labor Cost Pressure
How cost-sensitive is your employer to labor expenses?
15. Labor Market Tightness
How difficult is it to hire people with your skills?
16. IT Infrastructure
How modern is your organization's technical infrastructure?
Personal Adaptability
17. Skill Transferability
How transferable are your core skills to other roles/industries?
18. Adaptability/Learning
How quickly can you learn and adopt new tools/technologies?
19. Job Performance
How good are you at your job, relative to your peers?
Industry Friction
Industry-level friction multiplier. Note: Your questionnaire answers (Q4-Q12) already capture most domain differences.
AI Reliability
Success rate required before automation
50% Job Loss Risk
90% Job Loss Risk
Risk by 2030
Risk by 2031
Re-employment Likelihood
Adjust your job's baseline time split across task duration buckets.