The AI Leverage Ladder: Four Rungs That Decide Your next Career Move

By Kamil Banc | February 14, 2026
last verified: 2026-02-14

cat claims.txt

[1] AI Automates IPO Work

Goldman Sachs CEO reported AI now completes ninety-five percent of IPO prospectus work in mere minutes.

[2] AI Skills Wage Premium

PwC analysis of one billion job postings found workers with AI skills command a fifty-six percent wage premium.

[3] Entry-Level Employment Decline

Entry-level P1 hiring dropped seventy-three percent while US programmer employment fell twenty-seven point five percent since 2023.

[4] Cognitive Debt from AI

MIT researchers found ChatGPT users showed forty-seven percent drop in neural connectivity compared to unaided writers' performance.

[5] AI Overreliance Performance Cost

BCG Harvard study showed consultants relying on AI performed nineteen percentage points worse on tasks outside AI capability.

cat evidence.txt

quote

"The market is pricing something specific: closeness to AI's inputs, not its outputs."

Kamil Banc
statistics
  • 95% of IPO prospectus completed by AI

    Work that previously required a six-person team two weeks at Goldman Sachs

  • 56% wage premium for AI skills

    Found in PwC's 2025 analysis of one billion job postings across six continents

  • 47% drop in neural connectivity

    MIT Media Lab study comparing ChatGPT users to unaided writers

  • 73% decline in entry-level hiring

    P1-level positions between 2023 and 2025, with 27.5% drop in US programmer employment

sources
cite: kbanc.com/claims-library/ai-leverage-ladder-career-move

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context

The AI Leverage Ladder framework draws on multiple empirical sources: Goldman Sachs operational data, PwC's Global AI Jobs Barometer analyzing one billion job postings, Bureau of Labor Statistics employment figures, MIT Media Lab neuroscience research on cognitive effects, Microsoft Research studies of 319 knowledge workers, and BCG/Harvard analysis of 758 consultants. For practitioners, the framework offers a diagnostic tool through four rungs (Execution, Validation, Direction, Architecture) that professionals can use to assess their current position and plan strategic repositioning. The article emphasizes actionable steps including a Monday morning audit to categorize work tasks and deliberately redesigning one execution-level task per quarter to operate at the direction level, while maintaining unassisted deep thinking time to avoid cognitive debt.

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