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How we got this
  • How often information lets people go

    1.68%1,812 days

    A month, as a share of everyone employed. The average wait for one person is 1,812 days (US Bureau of Labor Statistics). Source

  • AI already does this much of your job

    9%1.51× sooner

    Microsoft scores chief executives 0.16 out of 1 for how much of the job people already hand to AI, and Anthropic sees Claude doing 3% of its tasks. The most exposed job we score is 55%. Source

  • Openings for your kind of job

    +5%1.05× later

    US job postings in Management are at 105, where February 2020 was 100 (Indeed Hiring Lab, November 2026). Source

  • Your employer

    -1.5% a year1.15× sooner

    Microsoft's headcount is down 1.5% on a year ago (LinkedIn). Source

  • Layoffs at Microsoft

    3 rounds2.40× sooner

    Microsoft offered buyouts for 27% of staff 20 days ago, its 3rd round in a year (Microsoft offers 60,000 employees voluntary buyouts | AP News). Source

  • Middle management

    1 in 5 firms1.20× sooner

    Gartner predicted that through 2026 one in five organisations would use AI to flatten their structure and remove more than half of their middle managers. Source

  • Time with this employer

    1.4 years1.30× sooner

    Of 7.4 million people displaced from a job in 2023 to 2025, 4.1 million had held it under three years (US Bureau of Labor Statistics), and 65% of HR teams say they cut the newest first (BambooHR). Source

Multiplied together, then stretched so the extremes are extremes. The whole method.