8 - Qian, Risk Parity · 2019. 2. 26. · The Myths and Facts of Risk Parity . ... » Private...
Transcript of 8 - Qian, Risk Parity · 2019. 2. 26. · The Myths and Facts of Risk Parity . ... » Private...
Discussion and Debate
Edward Qian, PhD, CFA
PanAgora Asset Management
The Myths and Facts of Risk Parity
Risk Parity in a nutshell
» Capture return premiums in a risk-balanced diversified portfolio
Risk Parity
Risk Parity
8%
Risk Parity Line and Traditional Frontier Bonds, 5%
1
60/40
25/75 Risk
Parity
Risk Parity
Line
Risk Parity
9.6%
1%
2%
3%
4%
5%
6%
7%
0% 5% 10% 15% 20%
Retu
rn
Risk
Stocks,
95%
Stocks,
50%
Bonds,
50%
Is Risk Parity dangerous?
» Leverage
» Liquidity risk
Discussion and Debate
2
» Risk premiums
Leverage – A Taboo after 2008?
» Modern economy is built on credit
» Banking system, corporate borrowing, consumer credit
» Businesses that own both insurance companies and investment
Leverage
3
» Businesses that own both insurance companies and investment companies – guess who?
» State governments that issues debts to invest in pensions – good idea?
» Investment strategies use leverages
» Private equity, real estate, hedge fund, common equity, 130/30
» Risk Parity
Leverage – good and bad
» Excessive leverage and illiquidity
» LTCM – 200:1 and spread trades
» Bear Stearns and Lehman Brothers: 30-40:1 and overnight repos versus
Leverage
4
» Bear Stearns and Lehman Brothers: 30-40:1 and overnight repos versus structured credits
» AIG: CDS insurance without capital reserve – it’s free money, ∞:1
» Good and prudent use of leverage
» Corporate issuers with strong balance sheet – why would Google do it?
» Risk Parity to both reduce risk concentration and enhance return » 2:1 Leverage is applied to the whole portfolio NOT just to bonds
» Cash 5 – 10 times of required collateral
Investing in illiquid assets
» Many alternative investments are highly illiquid
• Private equity, real estates, hedge fund
Don’t need quantitative measure for it
Liquidity
5
• Don’t need quantitative measure for it
• Multi-year lock-up
• Withdraw halted during 2008 financial crisis
» Traditional asset classes have varying degree of illiquidity
» Should risk parity invest in illiquid assets?
Correlation and liquidity/volatility
Liquidity
GSCI S&P 500 Russell 2000 MSCI x US EM Equity US Treasury US TIPS US Corp US MBS US ABS US CMBS US HY EMB Chg Tedsp Chg VIX
GSCI 1.00
S&P 500 0.22 1.00
Russell 2000 0.23 1.00 1.00
MSCI x US 0.24 0.82 0.82 1.00
EM Equity 0.31 0.72 0.73 0.77 1.00
US Treasury -0.04 -0.13 -0.14 -0.24 -0.20 1.00
US TIPS 0.26 0.02 0.03 -0.09 0.10 0.65 1.00
ABS/CMBS/HY/EMB 's
poor liquidity and equity
Diversification
against equity risk
6
US TIPS 0.26 0.02 0.03 -0.09 0.10 0.65 1.00
US Corp 0.14 0.27 0.27 0.20 0.24 0.68 0.67 1.00
US MBS -0.05 0.04 0.03 -0.08 -0.06 0.84 0.60 0.71 1.00
US ABS 0.22 0.12 0.13 0.06 0.13 0.42 0.60 0.69 0.54 1.00
US CMBS 0.20 0.31 0.32 0.23 0.33 0.22 0.49 0.55 0.22 0.44 1.00
US HY 0.23 0.60 0.61 0.57 0.61 -0.09 0.26 0.54 0.11 0.46 0.58 1.00
EMB 0.17 0.55 0.56 0.57 0.69 0.14 0.36 0.48 0.28 0.32 0.45 0.57 1.00
Chg Tedsp -0.12 -0.07 -0.10 -0.13 -0.19 0.06 -0.28 -0.29 0.03 -0.36 -0.41 -0.39 -0.22 1.00
Chg VIX -0.19 -0.69 -0.70 -0.65 -0.62 0.12 -0.10 -0.34 -0.02 -0.10 -0.29 -0.54 -0.61 0.21 1.00
poor liquidity and equity
exposure
» Monthly returns from 1993 to 2010
» Change in TED spread as a liquidity measure
» Change in VIX as a volatility measure
Risk, return and tail risks
Liquidity
GSCI S&P 500 Russell 2000 MSCI x US EM Equity US Treasury US TIPS US Corp US MBS US ABS US CMBS US HY EMB
Excess Return 0.74% 4.78% 4.94% 0.90% 6.46% 2.80% 3.39% 3.47% 3.00% 2.31% 3.60% 4.62% 8.21%
Volatility 29.08% 18.36% 18.55% 19.05% 30.65% 4.62% 4.99% 6.43% 3.20% 5.06% 11.43% 12.52% 12.69%
SR 0.03 0.26 0.27 0.05 0.21 0.61 0.68 0.54 0.94 0.46 0.31 0.37 0.65
Skewness -0.37 -0.73 -0.78 -0.79 -0.78 -0.21 -0.98 -0.70 -0.04 0.16 -0.82 -1.21 -2.40
7
Skewness -0.37 -0.73 -0.78 -0.79 -0.78 -0.21 -0.98 -0.70 -0.04 0.16 -0.82 -1.21 -2.40
Kurtosis 1.66 1.14 1.32 0.89 2.05 1.07 5.64 4.66 1.83 11.73 18.62 9.68 13.76
ABS/CMBS/HY/EMB 's
greater tail risks
High Sharpe ratios of
for bonds
» High-risk assets did not perform well, why?
» Low quality bonds fall between stocks and investment grade bonds and they
have a high degree of illiquidity and tail risk, ill-suited for risk parity
Some perspectives
» Is Sharpe ratio of 0.25 for equity low?
• Not really – between 0.2 to 0.3 over long time period
Equity Risk Premium
8
» Why it was not higher?
• Extremely favorable environments: declining inflation, global economic expansion, emerging market growth, Greenspan puts, etc.
• It is just volatile: value destruction from tech bubble and credit bubble
• Or maybe it’s cap-weighted indices
» It is very hard to forecast 45.0%15
%25.0%5%2=
−+=SR
Some perspectives
» Is Sharpe ratio of 0.60 high?
• Yes - between 0.2 to 0.3 over long time period
» Why it is so high?
Bond Risk Premium
9
• Disinflation in the US and in the developed world
• Without the tailwind of declining rates, it would be near 0.40
» It is very easy to forecast and the rates are going up because …
55.0%5
%25.0%3=
−=SR
05.0%5
%25.0%)5.0(6%3−=
−−=SR
15.1%5
%25.0%)5.0(6%3=
−+=SR
Relative return and relative valuation
» Stocks have higher expected returns than bonds, even in the “best”
scenario for bonds – they should!
» Stocks look so cheap relative to bonds
Stock versus Bond
10
» Stocks look so cheap relative to bonds
• Earning yield = 1/15 = 6.67% >> bond yield = 3%
» But stocks are riskier, they should be cheaper. What about risk-
adjusted valuation
• Earning yield/risk = 6.67/15 = 0.44; bond yield/risk = 3/5 =0.60
» How to beat a 60/40 benchmark, why not 70/30 - is that TAA?
Two contradicting views
» Commodities offers no risk premium
• Suppliers can always produce more to meet the demand
• No income, no dividend
Commodity Risk Premium
11
• Historical returns came from roll yield
» Commodities are in short supply
• The era of low price is over: emerging market demand
• Dwindling resources, peak oil
• Fiat currencies in trouble
Understand roll yield
» Investing in commodity futures
• Rolling into next contract
• Contango (negative roll yield) versus backwardation (positive roll yield)
Commodity Risk Premium
12
• Contango (negative roll yield) versus backwardation (positive roll yield)
» Financial futures are often in contango (S&P 500, Treasury, gold)
due to spot-future parity
• Yet they have had long-term positive returns - buy high/sell higher?
» Why commodity futures depends on roll yields?
• Sell high/buy low?
Understand roll yield
» Roll yield is important only if the price of a commodity stays
unchanged for the long run
Commodity Risk Premium
SP
13
1
2
BP1
SP1
BP2
SP2
1
2BP1
SP1
BP2
SP2
( )( )pricerollB
S
B
S
B
S
B
S
ryP
P
P
P
P
P
P
Pr ++=⋅
=⋅=+ 111
1
2
2
1
2
2
1
1
RollRoll
Roll yield
Historical prices
Commodity Risk Premium
40
60
80
100
120
140
160
CL1 comdty
400
600
800
1000
1200
1400
1600
1800
GC1 Comdty
14
0
20
40
8/1/1986
3/1/1987
10/1/1987
5/1/1988
12/1/1988
7/1/1989
2/1/1990
9/1/1990
4/1/1991
11/1/1991
6/1/1992
1/1/1993
8/1/1993
3/1/1994
10/1/1994
5/1/1995
12/1/1995
7/1/1996
2/1/1997
9/1/1997
4/1/1998
11/1/1998
6/1/1999
1/1/2000
8/1/2000
3/1/2001
10/1/2001
5/1/2002
12/1/2002
7/1/2003
2/1/2004
9/1/2004
4/1/2005
11/1/2005
6/1/2006
1/1/2007
8/1/2007
3/1/2008
10/1/2008
5/1/2009
12/1/2009
7/1/2010
2/1/2011
0
50
100
150
200
250
300
350
400
450
500
HG1 Comdty
0
20
40
60
80
100
120
140
11/1/1986
6/1/1987
1/1/1988
8/1/1988
3/1/1989
10/1/1989
5/1/1990
12/1/1990
7/1/1991
2/1/1992
9/1/1992
4/1/1993
11/1/1993
6/1/1994
1/1/1995
8/1/1995
3/1/1996
10/1/1996
5/1/1997
12/1/1997
7/1/1998
2/1/1999
9/1/1999
4/1/2000
11/1/2000
6/1/2001
1/1/2002
8/1/2002
3/1/2003
10/1/2003
5/1/2004
12/1/2004
7/1/2005
2/1/2006
9/1/2006
4/1/2007
11/1/2007
6/1/2008
1/1/2009
8/1/2009
3/1/2010
10/1/2010
LC1 Comdty
0
200
400
600
800
1000
1200
1/1/1981
10/1/1981
7/1/1982
4/1/1983
1/1/1984
10/1/1984
7/1/1985
4/1/1986
1/1/1987
10/1/1987
7/1/1988
4/1/1989
1/1/1990
10/1/1990
7/1/1991
4/1/1992
1/1/1993
10/1/1993
7/1/1994
4/1/1995
1/1/1996
10/1/1996
7/1/1997
4/1/1998
1/1/1999
10/1/1999
7/1/2000
4/1/2001
1/1/2002
10/1/2002
7/1/2003
4/1/2004
1/1/2005
10/1/2005
7/1/2006
4/1/2007
1/1/2008
10/1/2008
7/1/2009
4/1/2010
1/1/2011
W 1 Comdty
0
200
400
1/1/1981
10/1/1981
7/1/1982
4/1/1983
1/1/1984
10/1/1984
7/1/1985
4/1/1986
1/1/1987
10/1/1987
7/1/1988
4/1/1989
1/1/1990
10/1/1990
7/1/1991
4/1/1992
1/1/1993
10/1/1993
7/1/1994
4/1/1995
1/1/1996
10/1/1996
7/1/1997
4/1/1998
1/1/1999
10/1/1999
7/1/2000
4/1/2001
1/1/2002
10/1/2002
7/1/2003
4/1/2004
1/1/2005
10/1/2005
7/1/2006
4/1/2007
1/1/2008
10/1/2008
7/1/2009
4/1/2010
1/1/2011
Capture risk premiums in a diversified portfolio
» Positive and roughly equal risk-adjusted premiums
» Forecasting long-term returns is challenging
Risk Parity and Risk Premiums
15
» Diversification is key to risk-adjusted returns
• Nominal bonds and commodities – a natural hedge
• Pro-growth risky assets versus counter-cyclical safe assets
• A Chinese fable – Spear and Shield
» No need for diversification with perfect foresight and certitude
Risk Parity as alternative investments
» Risk Parity focuses on risk-adjusted returns
» It has presented some challenges to traditional approach to
investing
The Risk Parity Alternative
16
investing
• Asset managers
• Advisors
• Investors
Risk-adjusted returns
» Investment industry has not focused on risk-adjusted returns
» Asset allocation portfolios are often loaded with risky assets with
equity risk and illiquidity risk
The Risk Parity Alternative
17
equity risk and illiquidity risk
» Asset class indices are poor proxies for return premiums
» Illusion of diversification leads to risk concentration
» A paradigm shift?
From traditional to alternative
» Traditional asset allocation is a well-accepted practice
• Strategic forecasts and strategic asset allocation
• 60/40 or alike
The Risk Parity Alternative
18
• Selection underlying managers
• Passive or active vs. cap-weighted indices
• Tactical shift based on return forecasts
• Bias towards risky assets
» A rocky ride with low risk-adjusted returns
Asset managers
» Risk parity or not?
» What to with traditional asset allocation products?
The Risk Parity Alternative
19
» If risk parity, what’s the difference?
Advisors
» Embrace risk parity or not?
» Peer risk, timing risk
» Where does it belong, GTAA or alternative?
The Risk Parity Alternative
20
» Where does it belong, GTAA or alternative?
» A slice or the whole pie?
» How to fit it into the traditional advisory service?
» How to evaluate the strategy and product offerings?
» How to educate plan sponsors?
Investors
» Leverage or not?
» A slice or the whole pie?
» Why not do it ourselves?
The Risk Parity Alternative
21
» Why not do it ourselves?
» Can risk parity achieve investment objectives?• Return target, liability requirement
» What is the benchmark: cash/inflation plus, 60/40?
» Peer risks??
» What if interest rate goes up?