Methodology
The Irreplaceable Score Methodology
How we measure your readiness for the Agentic Arc — transparently.
The Composite Score
Your Irreplaceable Score is a weighted average of four dimensions, each scored from 0 to 100. Together they describe how hard it would be for current AI systems — and the humans wielding them — to replace the value you deliver today.
- Higher score = harder to replace by AI.
- Every dimension is scored on the same 0–100 scale for direct comparison.
- Weights are tuned by role so the score reflects what matters for your specific position.
The 4 Dimensions
Personal AI Fluency
Your individual readiness to work alongside AI. Measures not just which tools you use, but how you think about delegation, orchestration, and the line between AI-assisted and manual work.
Inputs
- Your AI tool stack (tools used in the last 30 days)
- How you sort day-to-day skills between AI-assisted and manual
- Your responses to mindset sliders on delegation and autonomy
- Benchmarked against peers in the same role
Company AI Maturity
How far along your employer is in adopting AI across the business. Combines external research signals with your own lived experience of the company's workflow.
Inputs
- Public signals of AI adoption (press, hiring, investor materials, product launches)
- Real-time research from Anthropic, McKinsey, and other tier-1 sources
- Your responses about internal tooling, policy, and leadership posture
Industry AI Disruption
How exposed your industry is to AI-driven change. This dimension blends macro exposure data with real-time disruption signals so the score reflects today, not last year.
Inputs
- Anthropic Economic Index exposure scores by occupation
- Bureau of Labor Statistics projections for your sector
- Real-time signals: layoffs, automation announcements, competitive AI adoption
Role Amplification
How much of your specific role is already being replicated, amplified, or replaced by AI colleagues, teams, and autonomous departments in the market. The closer the frontier, the more urgent the move.
Inputs
- Your specific LinkedIn role and responsibilities
- Your vision picks (which future work modes you selected)
- Market data on AI colleagues, AI teams, and autonomous departments operating in your function today
Data Sources
We cite and cross-reference tier-1 sources to ground every dimension in publicly verifiable research. When the score cites a finding, it links to a primary source.
- Anthropic Economic Index
- McKinsey Global Institute
- Goldman Sachs Global Investment Research
- Bureau of Labor Statistics
- World Economic Forum Future of Jobs Report
- Gartner
- Harvard Business Review
- Bloomberg
- Reuters
- Financial Times
Peer Comparison
Peer averages are benchmarked against aggregated data from other assessment-takers in similar roles and industries. To protect statistical integrity, we require a minimum sample size of 50 peers in a cohort before displaying a comparison. Cohorts with fewer peers fall back to broader industry averages, clearly labeled.
Confidence Intervals
Scores are accurate within ±3 points at the time of assessment. Dimension scores may update as more real-time data becomes available — particularly Company AI Maturity and Industry AI Disruption, which draw on live research signals that evolve week to week.
What the Score Is Not
The Irreplaceable Score is a snapshot of where you sit on the Agentic Arc at the moment you took the assessment. It is deliberately not any of the following:
- Not a performance review.
- Not a hiring or firing decision.
- Not a predictor of any specific outcome, promotion, or layoff.
- Not a fixed rating — your score moves as you move.