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Actuarial Task Displacement Model · Cognitive AI + Embodied Robotics (VLA)

AI & Robotics Job Displacement Probabilistic Evaluator

Select an industry sector below to inspect the hierarchical tree of occupations ranked from most threatened to most resilient. Evaluates both Cognitive AI (LLMs, coding/reasoning agents) and Embodied Physical AI (Robotaxis, humanoid domestic/warehouse robots, surgical & micro-assembly kinematics) across 3-year, 5-year, and 10-year horizons with technical reliability ratings.

1. Select Granular Industry Sector (25+ Sectors)

2. Automation Vector Filter

3. Filter Specific Role

Selected Industry —

Mean 3-Year Task Replacement 0%

Mean 5-Year Task Replacement 0%

Mean 10-Year Task Replacement 0%

Occupational Vulnerability Tree (Sorted Most Threatened First)

% Task Replacement · (% Technical Reliability / CI)

⚡ Custom Micro-Niche Actuarial Synthesizer (Optional Local Ollama AI)

Want to evaluate a hyper-specific niche not listed above? Enter any sector below. If local Ollama (`OLLAMA_ORIGINS=* ollama serve`) is active, it will compute a custom probabilistic tree; otherwise our deterministic actuarial engine will estimate it instantly.