Index · Redundancy risk
AI-assisted displacement and layoff-cycle probabilities from live employer listings — separate scores for the role you would hold and the company posting it.
Role avg
32%
LowCompany avg
33%
LowRole risk reflects automation and outsourcing pressure for the normalized job title. Company risk reflects layoff-cycle signals for the employer. Combined scores appear on matched job cards in search.
Elevated means combined company + role probability ≥ 55%. Scores are directional — use alongside your own research.