Published Mar 18, 2026 · 10 min read
One of the most common questions for ML engineers considering a move into financial services is: “Will I take a pay cut?” The answer is nuanced. While Big Tech equity packages are hard to beat at the senior level, financial services companies — particularly hedge funds and proprietary trading firms — often offer comparable or higher total compensation through performance-based bonuses that can dwarf base salaries.
This guide breaks down compensation across four categories: major banks, hedge funds and prop trading firms, fintechs and startups, and Big Tech / AI labs. All figures reflect 2026 market data for US-based roles (NYC and SF metro areas).
| Level | Base | Bonus | Total Comp |
|---|---|---|---|
| Junior ML Engineer (0-2 yrs) | $110K–$140K | $15K–$30K | $125K–$170K |
| ML Engineer / VP (5-8 yrs) | $160K–$200K | $50K–$120K | $210K–$320K |
| Senior VP / Director (10+ yrs) | $200K–$250K | $100K–$250K | $300K–$500K |
Banks typically offer minimal equity. Compensation is heavily weighted toward year-end cash and deferred bonuses. The bonus range is wide because it depends on both individual performance and the bank's overall results.
| Level | Base | Bonus | Total Comp |
|---|---|---|---|
| Junior Quant / ML (0-2 yrs) | $150K–$200K | $50K–$150K | $200K–$350K |
| Mid-Level (3-6 yrs) | $200K–$300K | $150K–$500K | $350K–$800K |
| Senior / Portfolio-Adjacent (8+ yrs) | $300K–$400K | $300K–$2M+ | $600K–$2.5M+ |
Hedge fund compensation is the most variable. Top-performing quant researchers at firms like Citadel and Two Sigma can earn multimillion-dollar bonuses tied to P&L contribution. Base salaries alone are significantly higher than banks or Big Tech for comparable experience levels.
| Level | Base | Equity (annual) | Total Comp |
|---|---|---|---|
| ML Engineer (0-3 yrs) | $130K–$170K | $30K–$80K | $160K–$250K |
| Senior ML Engineer (4-7 yrs) | $180K–$220K | $80K–$200K | $260K–$420K |
| Staff / Principal (8+ yrs) | $220K–$280K | $150K–$400K | $370K–$680K |
Fintech equity is the wildcard. At late-stage companies like Stripe ($95B valuation), equity is relatively liquid and predictable. At earlier-stage fintechs, equity could be worth significantly more or nothing. Base salaries are competitive but generally lower than Big Tech.
| Level | Base | Equity (annual) | Total Comp |
|---|---|---|---|
| L3-L4 (0-3 yrs) | $140K–$185K | $50K–$120K | $200K–$320K |
| L5 Senior (4-7 yrs) | $200K–$250K | $150K–$350K | $370K–$600K |
| L6+ Staff (8+ yrs) | $250K–$320K | $300K–$800K | $550K–$1.2M |
Big Tech offers the most predictable high compensation due to public stock equity. AI labs (Anthropic, OpenAI) have emerged as top-of-market for ML engineers, with total comp often exceeding both Big Tech and hedge funds at senior levels — though much of this is in illiquid equity.