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Insights & Research
PRIMARY RESEARCH
The Recursive Displacement Loop
How AI capability compounds create accelerating labor displacement in knowledge work.
FORECAST
Desk Job Displacement Timeline
Role-by-role analysis of when AI capability crosses the displacement threshold.
ANALYSIS
18 Months After
Employment data analysis 18 months after major AI capability milestones.
ECONOMICS
The Fiduciary Imperative
Why corporations are legally obligated to replace human labor when AI is cheaper.
METHODOLOGY
AI Progress vs. Prediction
Comparing actual AI capability growth against expert predictions and benchmark timelines.
LITERATURE
Literature Review
Comprehensive review of academic and industry research on AI labor displacement.
FORECASTS
AI Capability Forecasts
Forward-looking capability projections across major AI benchmark categories.
NEWS
AI Labor News Feed
Curated news feed tracking AI's impact on employment and the workforce.
SOURCES
Data Sources & Methodology
Complete source documentation for all research, forecasts, and analytical models.
Tools & Analyzers
ANALYZER
Job Displacement Analyzer
Assess any role's exposure to AI displacement based on task decomposition and capability mapping.
TRACKER
AI Capability Benchmark Tracker
Track AI performance across 140+ benchmarks with historical progression and projections.
MODEL
Displacement Probability Model
Statistical model estimating displacement probability for specific roles and industries.
TIMELINE
AI Progress Timeline
Visual timeline of AI capability milestones and their employment impact correlation.
AI HELPER
AI Profile Optimizer
Use AI to analyze and optimize your professional profile for the AI transition era.