Hedge Fund Salary US: What You Can Really Earn in 2026

A detailed breakdown of hedge fund compensation in the United States — from analyst to portfolio manager, across quant funds, macro funds, and the multi-strategy platforms. Realistic 2026 figures, NYC-anchored.

What Do Hedge Fund Professionals Earn in the US?

Hedge fund compensation in the US runs from roughly $150,000 for a junior operations analyst to well over $20,000,000 for a senior portfolio manager at a top-performing platform. The spread is wide because pay depends heavily on your role, the fund's strategy, its size, and — above all — performance. New York City is the center of gravity, with meaningful clusters in Stamford, Greenwich, Boston, Chicago, the Bay Area, Austin, and Miami.

Hedge fund pay is unusual within financial services for how much of it comes through bonus. Base salaries are competitive but rarely eye-watering. It is the discretionary or PnL-linked bonus — often tied to fund performance and individual book size — that pushes total compensation into six and seven figures. A strong year at a top platform can mean a bonus of 2-5x your base. A poor year can mean no bonus at all and, at the pod shops, a fast walk to the door.

The other factor that shapes pay is strategy type. Quantitative and systematic funds have been the biggest payers over the past decade, driven by strong returns and fierce competition for technical talent. If you are considering the quant side, our guide to quant hedge funds covers the main firms and strategies.

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Hedge Fund Salary by Role

Each role inside a hedge fund carries a distinct compensation profile. Front-office seats with direct PnL responsibility command the highest pay; support and infrastructure roles offer more stability but less upside.

Here is what you can expect across the main hedge fund roles in NYC in 2026 (USD total compensation):

Role	Base Salary	Typical Bonus	Total Compensation
Junior Analyst (0-2 yrs)	$125,000 – $175,000	30-100% of base	$160,000 – $325,000
Senior Analyst (3-5 yrs)	$175,000 – $250,000	75-200% of base	$300,000 – $700,000
Portfolio Manager (junior book)	$250,000 – $400,000	100-300% of base	$500,000 – $1,500,000
Portfolio Manager (senior)	$300,000 – $750,000	200-500%+ of base	$1,500,000 – $20,000,000+
Quant Researcher	$200,000 – $350,000	80-250% of base	$400,000 – $1,500,000
Quant Developer	$175,000 – $325,000	50-150% of base	$275,000 – $750,000
Risk Manager	$175,000 – $275,000	30-100% of base	$225,000 – $525,000
Chief Investment Officer	$400,000 – $1,000,000	200-500%+ of base	$2,000,000 – $20,000,000+
Chief Technology Officer	$350,000 – $650,000	100-300% of base	$700,000 – $2,500,000
Operations / COO	$200,000 – $400,000	30-100% of base	$300,000 – $800,000

A few things stand out. Portfolio managers at successful funds can earn multiples of what equivalent-seniority people make in banking or asset management. The downside risk is real — PMs at underperforming pods receive zero bonus, and many lose their seat entirely after a -5% to -7% drawdown.

Quant researchers and quant developers command strong base salaries because they are competing against offers from FAANG, OpenAI, Anthropic, and the top prop trading firms. For a deeper breakdown of quant compensation, see our US quant finance salary guide.

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Salary by Hedge Fund Type

Not all hedge funds pay the same. The fund's strategy, AUM, and performance history all affect what they can and will offer.

Fund Type	Junior Base	Senior Base	Typical Bonus (% of base)	Notes
Quant / Systematic	$150,000 – $225,000	$300,000 – $750,000	100-300%	Highest base salaries; competing with tech for talent.
Multi-Strategy Platform	$140,000 – $200,000	$300,000 – $750,000	100-400%	Pod PMs can earn very high bonuses on strong performance.
Global Macro	$130,000 – $200,000	$275,000 – $650,000	80-300%	Highly variable — tied to macro bets and fund AUM.
Long/Short Equity	$125,000 – $180,000	$250,000 – $500,000	50-200%	More traditional; bonuses depend heavily on annual returns.
Credit / Distressed	$130,000 – $185,000	$275,000 – $600,000	60-200%	Strong deal-flow years can produce outsized bonuses.
Activist	$140,000 – $200,000	$300,000 – $700,000	50-200%	Smaller teams; compensation concentrated among senior staff.

Why Quant Funds Pay More

Quantitative funds consistently sit at the top of the pay table for two structural reasons. First, they are competing for the same talent pool as Google, Meta, OpenAI, and the top prop trading firms — people with strong math, statistics, and CS backgrounds who have plenty of options outside finance. Second, systematic strategies are more scalable: a successful quant fund can manage tens of billions with a relatively small team. More revenue per head translates to more pay per head.

Funds like Citadel, Two Sigma, D. E. Shaw, Renaissance, Millennium, and AQR have pushed quant compensation sharply upward over the past five years. In 2026, it is common for a mid-career quant researcher at a top NYC fund to earn $600,000-$1,500,000 in total compensation.

Multi-Strategy Platforms

Multi-strategy hedge funds — Citadel, Millennium, Point72, Balyasny, ExodusPoint, Schonfeld, Walleye, Hudson Bay — operate a "pod" model where individual PMs run their own strategies inside a broader risk framework. Pay is highly binary: PMs who generate strong risk-adjusted returns can earn exceptional bonuses (often 12-22% of net PnL after platform costs), while underperformers are cut quickly.

The junior analysts supporting those PMs benefit when the pod is up — strong year for the pod = strong bonus for everyone in it. But the pressure is relentless and turnover is high.

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Hedge Fund Salary by Seniority

Career progression in hedge funds does not follow the clean structure you find at an investment bank. There is no fixed promote-or-leave timeline. Compensation trajectory depends on performance, the skills you develop, and the seats you position yourself for.

A realistic progression for someone building a career at NYC hedge funds:

Years 1-2: Junior Analyst

Component	Range
Base salary	$125,000 – $175,000
Bonus	$40,000 – $150,000
Total compensation	$165,000 – $325,000

You are learning the ropes. At most funds you will be supporting senior analysts or PMs — building models, running analysis, monitoring positions, and doing research. At quant funds, you will be coding, cleaning data, and testing signals. Bonus at this stage is modest relative to what comes later, but it is meaningful.

Years 3-5: Senior Analyst / Associate PM

Component	Range
Base salary	$175,000 – $250,000
Bonus	$150,000 – $500,000
Total compensation	$325,000 – $750,000

This is where the step-up happens. You have proved you can generate ideas and contribute to PnL. At some funds you are managing a small book; at quant funds, you are owning your own signals or running a meaningful slice of the research pipeline. Bonus range widens because it is increasingly tied to measurable output.

Many people consider whether to stay, move to a competitor for a step-up, or jump to a different fund type. For a broader view, see our quantitative analyst career guide.

Years 5-10: Portfolio Manager / Senior Researcher

Component	Range
Base salary	$250,000 – $450,000
Bonus	$400,000 – $5,000,000
Total compensation	$650,000 – $5,500,000

If you have made it to PM, you are running your own book with direct PnL responsibility. Compensation is now heavily performance-driven. A great year can put you above $2,000,000 at a mid-sized fund and above $10,000,000 at a top platform. A flat or negative year might mean a base salary and not much else.

Senior quant researchers at this level — particularly those whose models are clearly producing risk-adjusted returns — earn in a similar range, with a less volatile payout structure than a discretionary PM.

Years 10+: Senior PM / Partner / CIO

Component	Range
Base salary	$400,000 – $1,000,000
Bonus	$1,000,000 – $20,000,000+
Total compensation	$1,500,000 – $20,000,000+

At this level, compensation depends so heavily on the fund and your specific arrangement that ranges are illustrative at best. Senior PMs at top multi-strats can earn $20,000,000+ in strong years. Partners at the older partnerships receive a share of management and performance fees, which can be worth tens of millions of dollars over a career.

The flip side: this level carries real career risk. One or two years of underperformance and you may be let go; finding an equivalent seat is not guaranteed.

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Top-Paying Hedge Funds in the US

The US is home to the world's highest-paying hedge funds. Firms consistently offering the most competitive compensation packages in 2026:

Firm	Strategy	Estimated Junior Total Comp	Estimated Senior PM Total Comp	Notes
Citadel	Multi-strategy	$200,000 – $400,000	$5,000,000 – $50,000,000+	Ken Griffin's firm; one of the top payers globally.
Millennium Management	Multi-strategy	$200,000 – $375,000	$3,000,000 – $30,000,000+	Pure pod model, high PM autonomy.
Point72	Multi-strategy	$175,000 – $325,000	$2,000,000 – $20,000,000+	Steve Cohen's fund; large NYC and Stamford footprint.
Two Sigma	Quant / systematic	$225,000 – $450,000	$2,000,000 – $15,000,000+	NYC-based, research-heavy, ML-forward.
D. E. Shaw	Quant / systematic	$225,000 – $450,000	$2,000,000 – $15,000,000+	One of the original quant funds; high research bar.
Renaissance Technologies	Quant / systematic	$300,000 – $600,000	$5,000,000 – $50,000,000+	Medallion fund is closed; RIEF / RIDA externally available.
AQR Capital	Quant / systematic	$175,000 – $325,000	$1,500,000 – $10,000,000	Greenwich-based; factor-investing pioneer.
Bridgewater Associates	Global macro	$175,000 – $325,000	$1,500,000 – $10,000,000	Westport, CT; risk-parity flagship.
Balyasny	Multi-strategy	$175,000 – $325,000	$2,000,000 – $15,000,000+	Pod platform; aggressive expansion.
ExodusPoint	Multi-strategy	$175,000 – $325,000	$2,000,000 – $15,000,000+	Launched 2018; pod model, fast-growing.

These figures represent total compensation (base plus bonus) and assume normal-to-good fund performance. In an exceptional year, senior PMs at Citadel or Millennium can earn well beyond these ranges. In a bad year, bonuses can drop to zero.

What Sets the Top Payers Apart

The common thread among the highest-paying funds is scale and performance. Citadel manages over $60B; Millennium $70B+; Renaissance's internal Medallion has reportedly compounded at ~40% net for decades. When a fund generates billions in profit, even a small percentage shared with top performers creates enormous individual payouts.

Multi-strategy platforms also benefit from a structural advantage: they can dynamically reallocate capital to their best-performing teams. A PM having a strong year can see allocation increased mid-year, which further amplifies their bonus.

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Bonus Structure at Hedge Funds

Understanding how bonuses work is essential because they make up the majority of total compensation at hedge funds. Structure varies significantly by firm type and seniority.

Discretionary Bonuses

Most discretionary funds pay bonuses on a discretionary basis. There is no guaranteed formula — the compensation committee (often the founder and senior partners) decides how much of the bonus pool each person receives. Factors include:

• Fund performance — overall return of the fund or strategy.
• Individual contribution — PnL you generated or contributed to.
• Market conditions — preserving capital in a flat market is valued differently from riding a trending one.
• Retention risk — if the firm thinks you might leave, they will pay more to keep you.

PnL Share (Pod Model)

At multi-strategy platforms — Citadel, Millennium, Balyasny, Point72, ExodusPoint — portfolio managers typically receive a defined percentage of the net PnL their pod generates, often 12-22% after platform costs. A PM who generates $50,000,000 of net profit at 18% payout earns $9,000,000 before clawbacks or cross-charges.

This model is attractive because it is transparent and directly tied to results. But it also means zero upside in a flat or down year, and most platforms will exit you after one to two years of underperformance.

Deferred Compensation

Many larger funds defer 20-40% of bonus over two to three years. Deferred amounts are typically reinvested into the fund, aligning your interests with long-term performance. If the fund performs well during the deferral period, your deferred comp grows; if it performs poorly, it shrinks.

Carried Interest

Partners and senior PMs at some funds receive carried interest — a share of the fund's performance fees. Typically 10-20% of the performance fee allocation, this can be worth far more than annual bonuses over time. Carry typically vests over three to five years, creating a strong retention incentive.

In the US, qualifying carried interest is taxed as long-term capital gains (currently a top federal rate of 20% plus 3.8% NIIT), provided the underlying assets are held more than three years. State income tax still applies (up to 13.3% in California, 10.9% in NYC for top earners), so the effective rate varies meaningfully by state of residency.

Clawback Provisions

Some funds include clawback clauses where a portion of deferred comp can be reduced or reclaimed if you leave early, if the fund suffers losses in subsequent years, or in cases of misconduct. These provisions have become more common since 2008.

Bonus as a Percentage of Base by Role

Role	Typical Bonus Range (% of base)	Median Bonus (% of base)
Junior Analyst	30-100%	60%
Senior Analyst	75-200%	125%
PM (junior book)	100-300%	175%
PM (senior, good year)	200-500%+	350%
Quant Researcher	80-250%	150%
Quant Developer	50-150%	90%
Risk Manager	30-100%	60%
Operations	20-60%	40%

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Hedge Fund Salary vs Investment Banking

One of the most common questions early in a career is whether hedge funds or investment banks pay better. The short answer: hedge funds offer higher upside but more variable outcomes; banks provide more predictable (and still very good) compensation.

A side-by-side comparison using 2026 NYC figures:

Associate Level (3-5 years experience)

Component	Hedge Fund	Investment Bank
Base salary	$200,000 – $275,000	$200,000 – $275,000
Bonus	$150,000 – $500,000	$150,000 – $300,000
Total compensation	$350,000 – $775,000	$350,000 – $575,000

VP Level (5-10 years experience)

Component	Hedge Fund	Investment Bank
Base salary	$250,000 – $400,000	$250,000 – $375,000
Bonus	$400,000 – $2,000,000	$300,000 – $750,000
Total compensation	$650,000 – $2,400,000	$550,000 – $1,125,000

Director / MD Level (10+ years experience)

Component	Hedge Fund	Investment Bank
Base salary	$400,000 – $750,000	$400,000 – $600,000
Bonus	$1,000,000 – $20,000,000+	$750,000 – $3,000,000
Total compensation	$1,400,000 – $20,000,000+	$1,150,000 – $3,600,000

At the associate level, the ranges overlap significantly. Banks offer more certainty — you know roughly the bonus pool and progression is structured. Hedge funds offer wider variance: a strong year at a good fund out-earns banking; a weak year may not.

The gap widens dramatically at senior levels. A managing director at a bulge bracket bank in NYC might earn $1.5M-$3.5M in a good year. A senior PM at a top hedge fund who has had a strong year can earn several times that. But the bank MD's career is far more stable — underperformance at a hedge fund can mean losing your seat, while banks are more forgiving over short-term results.

Other differences worth considering:

• Hours — hedge fund hours are generally more reasonable than banking, particularly at senior levels. Analysts work hard everywhere, but the 90-hour weeks common in M&A are rare at hedge funds.
• Career path — banking has a clearer promotion structure. Hedge funds are flatter; progression depends more on performance than tenure.
• Intellectual challenge — many people find hedge fund work more intellectually stimulating, particularly at quant funds where you are building models rather than running processes.

If you are weighing a quant career path specifically, our guide on how to become a quant covers the routes in.

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How to Maximize Your Hedge Fund Salary

Compensation at hedge funds is not just about picking the right firm and hoping for good performance. There are concrete steps you can take to position yourself for higher pay throughout your career.

Build a Differentiated Skill Set

The highest-paid hedge fund professionals bring something scarce. In 2026, the skills that command the biggest premiums are:

• Machine learning applied to financial data — not just knowing the techniques, but understanding how to apply them to noisy, non-stationary financial data without overfitting.
• Alternative data expertise — satellite imagery, web scraping, NLP on earnings calls, geolocation data, payments data. Funds pay well for people who can turn novel data sources into trading signals.
• Low-latency systems — C++ and systems programming for execution-sensitive strategies.
• Domain expertise — deep knowledge of specific markets (credit, vol, EM, single-name shorts) combined with quantitative skills.

Negotiate Strategically

When joining a hedge fund or negotiating a promotion, focus on:

• Guaranteed bonuses — for the first one to two years at a new fund, negotiate a guaranteed minimum. Funds expect this for experienced hires; pod shops will guarantee $1M-$5M for senior PMs they want.
• Sign-on bonuses — particularly if you are forfeiting deferred comp at your current employer. Funds routinely "buy out" unvested comp.
• Title and book size — a bigger book means more potential PnL, which directly drives future bonuses.
• Payout structure — understand the bonus formula. A 15% PnL share at one fund can be worth more than a 20% share at another if the first fund provides better infrastructure, lower internal cross-charges, or stronger capital allocation.

Time Your Moves

The hedge fund industry runs on performance cycles. The best times to move are:

• After a strong year — your track record is at its most impressive, and funds are actively hiring to deploy capital.
• When a new fund is launching — launching funds offer founding-team economics, which can include equity-like upside.
• When your current fund is downsizing — if your strategy is being cut, the market understands. Move quickly before the talent market gets saturated.

Avoid moving mid-year if possible — you typically forfeit your bonus for the current year at your existing fund.

Build a Track Record

Nothing drives hedge fund compensation like a verifiable track record. Three to five years of strong risk-adjusted returns — as a PM, researcher, or quant trader — puts you in an exceptionally strong negotiating position. Funds will pay large guaranteed packages to acquire proven talent.

For quant professionals, this means keeping detailed records of strategy performance and being able to attribute returns clearly. Our quant trader career guide covers how to build and present a track record.

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Tax Considerations for US Hedge Fund Professionals

High hedge fund compensation means a significant chunk goes to tax. The basics:

Federal Income Tax (2026, single filer)

Bracket	Taxable Income	Marginal Rate
10%	$0 – $11,925	10%
12%	$11,925 – $48,475	12%
22%	$48,475 – $103,350	22%
24%	$103,350 – $197,300	24%
32%	$197,300 – $250,525	32%
35%	$250,525 – $626,350	35%
37%	$626,350+	37%

On top of that, 3.8% Net Investment Income Tax (NIIT) applies to investment-type income for high earners, and 0.9% additional Medicare tax kicks in above $200,000 of wages. Your effective marginal rate on bonus income above ~$626k of total federal taxable income is therefore 37% federal + Medicare.

State and City Tax

The state you work in matters a great deal. Top marginal rates on ordinary income, 2026:

• New York State: 10.9% top rate, plus NYC city tax of 3.876% for residents — combined NYC marginal can approach 14.8%.
• California: 13.3% top rate (highest in the country).
• New Jersey / Connecticut: 10.75% / 6.99%.
• Florida / Texas / Tennessee / Washington: 0% state income tax — a meaningful reason behind Citadel's Miami expansion and the broader Austin / Miami migration.

Retirement Accounts

The most reliable tax shelter for high earners in the US is the 401(k). The 2026 employee deferral limit is $23,500 ($31,000 with catch-up if you are 50+). Many funds also offer a mega-backdoor Roth path inside the 401(k) — combined employee + employer + after-tax limit of $70,000, of which the after-tax portion can be in-plan converted to Roth — this is one of the most valuable knobs to turn at funds that offer it. HSA (~$4,300 single / $8,550 family) is fully triple-tax-advantaged for those on a high-deductible health plan.

Carried Interest

Carry that qualifies under the three-year holding period rules is taxed at the long-term capital gains rate (currently 20% federal + 3.8% NIIT), which is materially better than the 37% ordinary rate on bonus. Periodically Congress proposes to reform this (most recently as part of the IRA discussions), so the rules can shift; take specialist tax advice before structuring around carry.

Practical Steps

• Max your 401(k) and HSA every year, including any mega-backdoor Roth path your fund offers.
• Consider state of residency carefully — moving to FL or TX from NYC or CA can save 10-13% on every marginal dollar earned, but watch the state-tax sourcing rules carefully (NY in particular pursues former residents aggressively).
• Structure deferred comp carefully — the timing of when deferred bonuses crystallize can shift them between tax years.
• Get specialist tax advice — hedge fund compensation structures are complex enough to justify the cost of a good CPA who specializes in financial services.

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Frequently Asked Questions

What is the average hedge fund salary in the US?

Average total comp across all hedge fund roles in NYC is roughly $400,000-$700,000 — but the figure is misleading because the range is enormous. A junior operations analyst might earn $175,000 while a senior PM at a top fund can earn $20,000,000+. Median figures are more useful and sit around $325,000-$500,000 for investment professionals with three to five years of experience.

Do hedge funds pay more than private equity in the US?

It depends on level. At the junior end, PE and hedge funds pay similarly — around $300,000-$500,000 for analysts with a few years of experience. At the senior end, top-performing hedge fund PMs typically earn more than PE principals and partners because of the direct PnL-linked bonus structure. PE carry on a successful flagship fund can be worth tens of millions for partners over a long horizon, which can exceed even the highest hedge fund bonuses cumulatively.

How do I get a job at a US hedge fund?

The most common routes are: graduating from a strong university with a quantitative degree and applying to analyst programs directly; moving from an investment bank after two to four years in a relevant role (sales & trading, research, structuring); transitioning from a quant role at another type of firm; or moving from a top tech company on the ML / engineering side. Networking matters more than in banking — many seats are not publicly advertised. For quant-specific paths, our guide on how to become a quant breaks down the entry routes.

Are hedge fund bonuses guaranteed?

Almost never on an ongoing basis. Some funds offer a guaranteed bonus for the first one to two years as part of a hiring package, particularly for experienced hires. After that, bonuses are discretionary or PnL-linked. In a year where the fund loses money, bonuses can be zero across the board — and at pod shops, you may be exited entirely. This variability is one of the key differences from banking, where bonuses are more predictable.

Do hedge fund salaries differ between NYC and other US cities?

Base salaries are roughly NYC-equivalent in Greenwich/Stamford (Bridgewater, AQR), Chicago (Citadel options floor), Boston (Wellington, Acadian), and the Bay Area (Two Sigma Berkeley, multi-strat satellites). After-tax take-home can be materially different — Texas and Florida have no state income tax; California has the highest. In practice, if you want to work at the largest hedge funds in the US, NYC is still the default, with growing capacity in Miami and Austin.

What qualifications do I need for a hedge fund career?

There is no single required qualification, but certain backgrounds are strongly favored. For investment roles: a degree in math, economics, finance, or a quantitative discipline. For quant roles: an MS or PhD in math, statistics, physics, EE, or CS — see our quantitative analyst career guide for specifics. The CFA is valued in some long/short equity and credit funds but is not essential at quant or macro funds. Beyond formal qualifications, what matters most is demonstrable analytical ability, relevant experience, and — for senior roles — a track record of generating returns.

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Keep Reading

• Quant Hedge Funds: How They Work, Top Firms & How to Get Hired (2026) — a complete guide to quantitative hedge funds: how they generate returns, the top US firms, comp structure, and what it takes to get hired.
• Quant Finance Salary Guide US 2026: Developer, Trader & Analyst Pay — comprehensive breakdown of quant finance salaries across roles and firms.
• Quantitative Analyst: Career Guide, Skills & Salaries for 2026 — everything you need to know about becoming a quantitative analyst.
• How to Become a Quant: The Complete Guide for 2026 — practical roadmap for becoming a quantitative analyst, developer, trader, or researcher.

What You Will Learn

• Explain what do hedge fund professionals earn in the US.
• Build hedge fund salary by role.
• Calibrate salary by hedge fund type.
• Compute hedge fund salary by seniority.
• Design top-paying hedge funds in the US.
• Implement bonus structure at hedge funds.

Prerequisites

• Derivatives intuition — see Derivatives intuition.
• Options Greeks — see Options Greeks.
• Comfort reading code and basic statistical notation.
• Curiosity about how the topic shows up in a US trading firm.

Mental Model

Markets are auctions for risk. Every product, model, and strategy in this section is a way of pricing or transferring some piece of risk between counterparties — and US markets give you the deepest, most regulated, most algorithmic version of that auction in the world. For Hedge Fund Salary US, frame the topic as the piece that analyst to PM, across quant, macro, and multi-strategy platforms — realistic 2026 figures — and ask what would break if you removed it from the workflow.

Why This Matters in US Markets

US markets are the deepest, most algorithmic, most regulated capital markets in the world. The SEC, CFTC, FINRA, and Federal Reserve govern equities, options, futures, treasuries, and OTC derivatives. The big buy-side (Bridgewater, AQR, Citadel, Two Sigma, Renaissance) and the major sell-side (GS, MS, JPM, Citi, BofA) hire heavily against the material in this section.

In US markets, Hedge Fund Salary US tends to surface during onboarding, code review, and the first incident a junior quant gets pulled into. Questions on this material recur in interviews at Citadel, Two Sigma, Jane Street, HRT, Jump, DRW, IMC, Optiver, and the major bulge-bracket banks.

Common Mistakes

• Quoting risk-free rates without saying which curve (T-bill, OIS, fed funds futures).
• Treating implied volatility as a forecast instead of a market-clearing quantity.
• Using realized correlation as a hedge ratio without accounting for regime change.
• Treating Hedge Fund Salary US as a one-off topic rather than the foundation it becomes once you ship code.
• Skipping the US-market context — copying European or Asian conventions and getting bitten by US tick sizes, settlement, or regulator expectations.
• Optimizing for elegance instead of auditability; trading regulators care about reproducibility, not cleverness.
• Confusing model output with reality — the tape is the source of truth, the model is a hypothesis.

Practice Questions

1. Compute the delta of an at-the-money call on SPY with one month to expiry under Black-Scholes (σ=18%, r=5%).
2. Why does the implied volatility surface for SPX exhibit a skew rather than a flat smile?
3. Define the Sharpe ratio and explain why it is annualized.
4. Why does delta-hedging a sold straddle on SPY produce P&L proportional to realized minus implied variance?
5. What does a 100 bps move in the 10-year Treasury yield typically do to a 30-year fixed-rate mortgage rate?

Answers and Explanations

1. Δ = N(d1) where d1 = (ln(S/K) + (r + σ²/2)T) / (σ√T). With S=K, T=1/12, σ=0.18, r=0.05: d1 ≈ (0 + (0.05 + 0.0162)·0.0833) / (0.18·0.2887) ≈ 0.106; N(0.106) ≈ 0.542. Delta ≈ 0.54.
2. Because investors pay a premium for downside protection (left tail) and equity returns are negatively correlated with volatility; out-of-the-money puts therefore trade rich relative to OTM calls.
3. Sharpe = (excess return) / (volatility). Annualization (multiply by √252 for daily returns) puts strategies of different frequencies on comparable footing — a key requirement for comparing US asset managers.
4. Because the hedger captures gamma·dS² over time; integrating gives Σ gamma·(dS)², and theta paid over the life is set by implied variance. Net P&L tracks σ_realized² − σ_implied² scaled by gamma exposure.
5. Roughly 75-100 bps move the same direction; mortgages are priced off the 10y plus a spread that includes prepayment risk and originator margin, which both move with rates.

Glossary

• Delta — first derivative of option price with respect to underlying.
• Gamma — second derivative; rate of change of delta.
• Vega — sensitivity of option price to implied volatility.
• Theta — time decay; daily P&L from holding the option as expiry approaches.
• Implied volatility — the σ that, when plugged into Black-Scholes, recovers the market price.
• Skew — variation of implied volatility across strikes.
• Spread — the difference between two prices; a yield curve, an option spread, or a cross-instrument arb.
• Sharpe ratio — annualized excess return divided by annualized volatility; the standard performance metric in US asset management.

Further Study Path

• Understanding Financial Markets — Equity, fixed income, FX, derivatives — how markets actually work and where quants fit in.
• Time Value of Money — Present value, future value, discounting, NPV — the concept that underpins all of finance.
• Bonds and Fixed Income — Pricing, yield to maturity, duration, convexity — the fixed-income concepts behind interest-rate modeling.
• Python for Quant Finance: Fundamentals — Variables, functions, data structures, classes, and error handling — the core Python every quant role expects.
• Advanced Python for Financial Applications — Decorators, generators, and context managers — the patterns that separate beginner Python from production quant code.

Key Learning Outcomes

• Explain what do hedge fund professionals earn in the US.
• Apply hedge fund salary by role.
• Recognize salary by hedge fund type.
• Describe hedge fund salary by seniority.
• Walk through top-paying hedge funds in the US.
• Identify bonus structure at hedge funds.
• Articulate hedge fund salary vs investment banking.
• Trace salary as it applies to hedge fund salary US.
• Map hedge-funds as it applies to hedge fund salary US.
• Pinpoint how hedge fund salary US surfaces at Citadel, Two Sigma, Jane Street, or HRT.
• Explain the US regulatory framing — SEC, CFTC, FINRA — relevant to hedge fund salary US.
• Apply a single-paragraph elevator pitch for hedge fund salary US suitable for an interviewer.
• Recognize one common production failure mode of the techniques in hedge fund salary US.
• Describe when hedge fund salary US is the wrong tool and what to use instead.
• Walk through how hedge fund salary US interacts with the order management and risk gates in a US trading stack.
• Identify a back-of-the-envelope sanity check that proves your implementation of hedge fund salary US is roughly right.
• Articulate which US firms publicly hire against the skills covered in hedge fund salary US.
• Trace a follow-up topic from this knowledge base that deepens hedge fund salary US.
• Map how hedge fund salary US would appear on a phone screen or onsite interview at a US quant shop.
• Pinpoint the day-one mistake a junior would make on hedge fund salary US and the senior's fix.