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Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

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Page 1: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Hedge Funds

John H. Cochrane

(I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance

University of Chicago Booth School of Business

Page 2: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

What are hedge funds?• Legal / Fee• Strategies: “Abolute returns,” “Alternative asset class,"

"market-neutral," "alpha," "providing liquidity," "arbitrage," "leverage," "long-short“

Page 3: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Strategies

•HF do lots of different things. •Strategy gobbledygook. Who knows what any of this means?•Obscure strategies seems an important part of HF marketing

Page 4: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

What are hedge funds?

• Legal / Fee• Strategies• An insider view:“Hedge funds are investment pools that are relatively unconstrained in what they

do. They are relatively unregulated (for now), charge very high fees, will not necessarily give you your money back when you want it, and will generally not tell you what they do. They are supposed to make money all the time, and when they fail at this, their investors redeem and go to someone else who has recently been making money. Every three or four years they deliver a one-in-a-hundred year flood. They are generally run for rich people in Geneva, Switzerland, by rich people in Greenwich, Connecticut.” -Cliff Asness, Journal of Portfolio Management 2004.

• Big employer of Booth Grads!• Let’s use your Booth training to think about them!

Page 5: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Annualized returns 1990-2009

Mean σ Sharpe t stat

HFIndex 5.74 7.76 0.74 ( 2.96)

ConvArb 4.18 7.19 0.58 ( 2.33)

ShortBias -4.63 16.90 -0.27 (-1.10)

EmergMkt 5.46 15.59 0.35 ( 1.40)

EquitMktNeut 2.62 10.74 0.24 ( 0.98)

EventDriven 6.47 6.05 1.07 ( 4.28)

Distress 7.39 6.67 1.11 ( 4.43)

Multi-Strat 6.08 6.42 0.95 ( 3.79)

RiskArb 3.70 4.15 0.89 ( 3.56)

BondArb 1.40 6.05 0.23 ( 0.93)

GlobalMacro 8.78 10.25 0.86 ( 3.43)

LongShtEqty 6.84 10.00 0.68 ( 2.74)

Market Index 5.35 16.12 0.33 (1.33)

Returns

Page 6: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Returns

Page 7: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Returns?• Skill vs. Luck? -> Portfolios• Survivors / backfill / self-reported?

Page 8: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Returns—survivor bias

Page 9: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

-Source: Malkiel and Saha Financial Analysts Journal

Backfill Not Backfilled

14.65% 7.34%

Live Defunct Both

Hedge 13.74% 5.39% 9.32%

Mutual 9.73% 5.20% 8.49%

•Fraction of Top half that repeat: 51.56%

•Backfill bias:

•Survivor bias:

•Good funds?

Return Biases and Statistics

Page 10: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Risk??

•Quiz… How do we measure risk?

Page 11: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Alphas and betas – a reminder

• We often characterize returns for fund i by

i m it i i t t

i mi i

r r

E r E r

• Beta: tendency of return to rise if the market rises• Beta times rm: How much of the return can you get in

an index fund. (“Style”) • Alpha: average return earned in excess of this.

(“Selection”) • Epsilon: extra risk beyond index fund.

Page 12: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Why do we care about beta so much?

i m it i i t t

i mi i

r r

E r E r

• Beta: how much adding a bit of i raises the portfolio variance• No point to paying fees for beta x rm that you can get in an index fund. • With beta, you or fund can short beta x rm to remove market risk• Beta: two managers doing the same thing? • Index futures as an “alternative asset” to get diversification? • Names don’t matter! Only betas matter!• In fact, you want to know betas corresponding to all passive strategies!

( ) ( ) ...i i i

i m m v b it i t t t tr r value bonds

Page 13: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Returns and betas

Page 14: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Option betas?

Page 15: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Stock price

•You collect a fee, only pay off if the market goes down a lot. •Provide “disaster insurance”

Writing put profit

Fee (put price)

Most of the time, stock ends up here. You make a small profitindependent of stock price. Looks like “alpha”, “arbitrage”.

Rarely, the stock ends up here. You lose a huge amount

Writing put options

Today’s price

Page 16: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Put writing returns

Page 17: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Option-like returns: beware averages (even more)

• If the return is (1, 1, 1, 1, 1, -10, 1, 1, 1, -10, 1, 1, 1, 1,…) you are likely to see only +1, “we consistently outperform the market.’’

• The actual mean return depends on how likely the disaster -10 is. You need a long history to figure that out based on statistics.

• Like writing earthquake insurance.• The distribution of profits from writing puts is very far from normal:

Page 18: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Stock price

Writing put profit

Dynamic Trading = Options!

“Contrarian” – more stocks at lower price

Put value

Page 19: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Option-like return example: Merger “arbitrage”.

• Large chance of a small return if successful. (Leverage: a large return)•Small chance of a large loss if unsuccessful.•The strategy seems unrelated to the overall market, “beta zero”•But…offer is more likely to be unsuccessful if the market falls!•Payoff is like an index put!

Price

Page 20: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

•Source: Mitchell and Pulvino, using CFSB/Tremont merger-arb index

•News: 1) “occasional catastrophes’’ 2) catastrophes more likely in market declines

Page 21: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Return benchmarks

ER

(%/mo)

alpha SPPo

(puts)

SMB

(size)

HML

(value)

Event Arb 1.03 0.04 -0.92 0.15 0.08

Restructure 1.29 0.43 -0.63 0.24 0.12

Event driven 1.33 0.20 -0.94 0.31 0.12

Rel. value arb 1.15 0.38 -0.64 0.17 0.08

SPPo = return from rolling over out-of-the-money putsSource: Agarwal and Naik RFS, using HFR data

• Morals:1. Including option benchmarks can reveal big betas.2. And hence alphas a lot less than average returns.

i sp sp SPPo it i i t i t i t i t tr r SPPo s SMB h HML

Page 22: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Hedge fund index and market return

Page 23: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Multi-Strategy index and market return

Page 24: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Long-Short equity index and market return

Page 25: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Global-macro index and market return

Page 26: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Event-driven index and market return

Page 27: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Equity-market-neutral index and market return

Page 28: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Emerging-market hedge fund index and market return

Page 29: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Distressed investing index and market return

Page 30: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Convertible-Arbitrage index and market return

Page 31: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Bond-Arbitrage index and market return

Page 32: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Next: compare to alternative passive strategies

Momentum

Page 33: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Value-Growth

Page 34: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

BAA – AAA

(see bond, convertible)

Page 35: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Term premium (borrow short, lend long)

Page 36: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Implications and challenges

• Need lots of factors = benchmarks.1. Market, value, size, momentum, term, default, currency…

2. Plus options on all of these.

3. (Next: + mechanical timing strategies.)

• Standard regression method is strained to the limit.1. More right hand variables than data points.

2. HF styles shift – betas not constant over time.

3. HF style groups mean little.

4. Beta is still the right question but we need better ways of getting the answer. Portfolio analysis!

Page 37: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Implications II

• Whole style/selection concept is outdated.

1. “Style” (beta x E(f), passive, beta known and hedged, no fee) vs. “selection” (alpha, active, fee)

2. “You could get HF return with xyz mechanical strategy.” (e.g. write put.) -- But most investors don’t.

3. How many investors know their exposures to value, size, momentum, put options, etc.; understand the premiums, and can program the computer?

4. Maybe “style” is “selection,” worth a fee! “This is my skill”

5. There is no alpha vs. beta. There is only beta you understand and beta you don’t understand.

6. Challenge = opportunity!

Page 38: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Fees

• Management + performance. – Often 2% + 20% of gains.

• Funds of funds charge 2% + 20% too!

• → Massive number of new funds!

• → How do they attract money, and maintain such high fees?

Page 39: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Fees, incentives, and options

2%

2% + 20%

Portfolio value

Management fee

•Quiz: Name this payoff

Page 40: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Fees, incentives, and options

• (0), 2%, 20% = a call option.

• Incentive for needless volatility/option writing. (Financial crisis more generally)

• Responses?

– Coinvest, “Reputation,” High water marks

• Liquidity, withdrawals, Catch 22, lockups.

• The contract structure matters!

• Challenge = opportunity!

Page 41: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

•The Absolute Return portion of the portfolio is primarily invested in non-directional hedge funds. That is, returns should be independent of the direction of global equity, fixed income or currency markets. Strategies include Global Convertible Arbitrage, Global Merger Arbitrage, Long/Short Equity and Blended Strategies….

HF as part of a portfolioA large institutional investor’s portfolio

Page 42: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Hedge funds as part of a portfolio

• Problem 1: Risk management. – Will all HF go down together?– Will HF lose when everything else loses?– Betas!

• Problem 2: Cost and fee explosion. 1. Is HF short something you own?

a. Portfolio is (10 A, 10 B). HF is long A short B.

b. Is (11A, 9 B) worth short cost, 2+20 fee?

2. Are HF offsetting?

a. HF #1 long A, short B. HF #2 short A, long B.

b. You pay ½ ( 2 + 20 ) for sure, plus short costs for nothing.

3. Cost explosion – portfolio of options ≠ option on portfolio.

a. 100 mean zero stocks in one fund: 2% for sure.

b. 100 stocks in 100 funds: 2% + ½ (20%) for sure!

Page 43: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Silliness in HF portfolios/investing

• “Hedge funds give us diversification”– You can’t be more diversified than the market portfolio. If you have A

and B, adding (long A, short B) does not make you more diversified.

• “We need to add ‘alternative investments,’ ‘new asset classes’ to ‘make our rate of return targets.’”

– Most HF are not a new asset class. They trade in exactly the same stuff you already own. And you can’t wish returns.

• “We hold a lot of funds to diversify across managers” – And get back to the market portfolio. – If so, 2+20 is a disaster! – Hedge style betas with passive, not multiple active investments!

• “If things get bad we’ll sell on the way down, limit tail risk” – Fallacy 101. A stop order is not a put option. Sell to who?

Page 44: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Bottom line so far• Return statistics: Short, selected, managed.

• Betas on many new styles; Option-like returns with big tails. • Standard view of investor-manager relation.

– Both sides understand betas– Clear “style” (no fee) vs. “selection” (fee, information,skill) separation. – Investor has already optimized “style” choice in passive investments.

• Our world– HF sketchy on betas, premiums, investors have no clue.– Investors have not thought about multiple betas, passive “styles.”– There is no alpha, there is only beta you know and beta you don’t know. – Alpha based on track record, statistical analysis is close to hopeless.

• Large rewards for figuring out how to answer these questions!

Page 45: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

HF: A brilliant marketing success in a marketing business.

• “Absolute Returns,’’ ”Market-Neutral,” “Alternative asset,” “Near-Arbitrage”… “Alternative beta,”

• They separate rich people, money!

• 2% + 20% “We only charge if we win.”

• Names, fees: Good “framing” to ignore portfolio, evaluate as standalone investments.

• “Business model” is the biggest key to success!

Page 46: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

Many opportunities

• Complex products, trading strategies need expert investors (HF).

• There are rewards to new “style” risks.

• HF organizational form can be a useful way to access these investments.

• Lots of opportunities to run better funds, help form portfolios, manage risks, write better contracts, better marketing/business model, just avoid silliness.

Page 47: Hedge Funds John H. Cochrane (I-Can’t-Get-You-A-Job-At) AQR Capital Management Professor of Finance University of Chicago Booth School of Business

The end

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