Quant Memo
Foundational

How Quants Get Paid

Base salary, bonus, and P&L-linked pay work very differently across prop firms, hedge funds, and banks — the mix tells you as much about a firm's incentives as the headline number does.

Prerequisites: Map of the Quant Industry

Quant compensation is unusually variable compared to most white-collar jobs, and the structure of the pay — not just the size — differs a lot depending on what kind of firm is paying it. Understanding the structure matters because two offers with the same headline number can carry very different risk.

The three main components

Base salary is the fixed, guaranteed portion, paid regardless of performance. It's the least variable part of quant pay and tends to be broadly similar across firm types for a given seniority level, though prop firms and top hedge funds often set a higher floor than banks do.

Discretionary bonus is a year-end payment that's not contractually fixed in advance; it's set based on firm performance, team performance, and individual contribution, at management's discretion. This is the standard structure at banks and many hedge fund research roles — the bonus can be a large multiple of base salary in a strong year and can shrink sharply, sometimes close to zero, in a weak one.

P&L-linked pay ties compensation directly to the profit a specific trader, team, or pod generates, often via an explicit formula (a percentage of net trading profits above some cost hurdle) rather than pure discretion. This is most common at proprietary trading firms and within multi-manager hedge fund pods, and it produces the highest observed compensation in the industry in strong years — a successful individual trader's pay can dwarf a similarly senior person's total pay at a bank — but it also means genuinely large swings year to year, including years with little or no bonus at all.

StructureTypical atVariabilityUpside in a strong year
Base + discretionary bonusBanks, many hedge fund research rolesModerateMultiple of base, capped by firm/team judgment
Base + explicit P&L shareProp trading firms, hedge fund podsHighCan be very large, directly tied to individual/team results
Base + AUM-linkedSome asset managersLow to moderateModest, tracks the fund's overall size and fee revenue

Why the structure matters more than the headline number

A candidate comparing a $180,000 all-in offer at a bank against a $150,000 base plus uncapped P&L share at a prop firm is not comparing like with like — the bank number is close to fully realized regardless of how the year goes, while the prop firm number could land far above or, in a rough year, meaningfully below the bank's total. Neither structure is objectively better; it depends on the candidate's appetite for variance and confidence in their own edge. A new graduate with no track record often reasonably prefers the safer, more predictable structure; an experienced trader with demonstrated edge often prefers to be paid a direct share of the value they create, because a discretionary bonus at a bank effectively caps their upside regardless of how well they perform.

Total compensation numbers quoted in the industry ("quants earn X") are almost meaningless without knowing the structure behind them — a fixed discretionary bonus and an uncapped P&L share can produce wildly different outcomes from the same headline expected value, and the right structure for a given candidate depends on how much income variance they can tolerate.

A worked scenario

Imagine a junior quant trader offered $120,000 base plus 10% of the net trading profits they generate above a $500,000 hurdle, with no cap. If they generate $2 million in net profit in a strong year, their bonus is 10% of ($2,000,000 − $500,000) = $150,000, on top of base — a very strong outcome. If instead they generate only $300,000, below the hurdle, their bonus under this formula is zero, and total pay for the year is just the $120,000 base. The same contract can swing from roughly $270,000 to $120,000 depending purely on performance, which is the tradeoff embedded in any P&L-linked structure.

When evaluating an offer, ask directly what happens in a bad year, not just a good one — the answer reveals whether you're being offered a stable salary with upside, or a bet on your own performance with a safety net attached.

Related concepts

Further reading

  • eFinancialCareers, annual quant compensation surveys
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