Graduate Job Market & Scarring Simulator

Econometric Hysteresis & Underemployment Cascade Model
Based on Economist Analysis (2025/2026)
10-Year Cumulative Scar
-$84,200
-14.2% lifetime earnings lost
Yr 1 Underemployment Trap
48.5%
Graduates in non-college jobs
Parity Delay Horizon
Yr 9
Time to catch baseline cohort
Observed Simulation Result: Under a 35% hiring shock and 25% AI compression, the cohort experiences a Yr 1 wage penalty of $14,200 with an estimated 10-year cumulative hysteresis loss of $84,200.

Understanding Macro Career Scarring (Earnings Hysteresis)

What is Career Scarring? When a cohort graduates into a depressed entry-level job market, the negative effects persist for decades. Unlike temporary income loss, entry-level scarring delays initial skill acquisition, forces graduates into lower-tier firms, and anchors initial salary negotiations at lower baselines.

The "Structural Collapse" Shift: Recent research highlighted by The Economist emphasizes that modern entry-level job downturns differ from past cyclical recessions. The combination of entry-level AI substitution (automating routine junior tasks) and corporate efficiency drives has permanently flattened the entry-level hiring funnel, forcing an "underemployment cascade" into non-college jobs.

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