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1© 2018 Windham Capital Management, LLC. All rights reserved.
Confidential. Not for redistribution.
2018 1
Investment Challenges in
Rising Rate Environments
And the Role of Interest-Rate
Momentum
Andrew B. Weisman
Windham Capital Management, LLC
Managing Partner & CIO of Liquid Alternative Strategies
2© 2018 Windham Capital Management, LLC. All rights reserved.
AGENDA
Investors now face a novel challenge; the potential for both higher interest
rates and a higher degree of stock/bond correlation
What we will cover:
• Examination of historical stock/bond correlation
• Examination of current economic stressors
• Consideration of the role of Interest-Rate Momentum
3© 2018 Windham Capital Management, LLC. All rights reserved.
STOCKS VS. BONDS
Ten-Year-Note Yield
Correlation
2-Year Rolling Window Correlations Between S&P 500
Returns and Movements in 10-Yr-Note Yields
(May 1953 – June 2014)
4© 2018 Windham Capital Management, LLC. All rights reserved.
STOCKS VS. BONDS
• Stock and bond prices tend to be negatively correlated only in low
interest rate environments
• Historically, 75% of the time stocks and bonds have actually been
positively correlated
• In high-interest-rate environments stocks and bonds have virtually
always been positively correlated.
• In a high interest rate environment, hoping that a bond allocation will
reliably serve to stabilize an equity portfolio is wishful thinking at best;
historically it has NEVER worked out that way.
5© 2018 Windham Capital Management, LLC. All rights reserved.
THOUGHTS ON THE CURRENT ECONOMIC ENVIRONMENT
• “Inflation is always and everywhere a monetary phenomenon.”
• Milton Friedman 1956
• Unwarranted increases in the money supply will result in too much
money chasing too few goods; Inflation
• Since 2008 we have experienced a dramatic increase in our
monetary base; so-called “high-powered money”
6© 2018 Windham Capital Management, LLC. All rights reserved.
GROWTH OF THE FED’S BALANCE SHEET
Billions
Source: Federal Reserve Bank of New York
7© 2018 Windham Capital Management, LLC. All rights reserved.
COMPLICATIONS WITH THE MONEY SUPPLY
• Several more expansive definitions of the money supply
• Depending on how optimistic economic actors are, varying
amounts of spending and borrowing can occur resulting in
different “multiplier” effects on more expansive monetary
aggregates.
• Hard to imagine that a $4tn fiat increase in high-powered
money will not contribute to an inflationary bias.
8© 2018 Windham Capital Management, LLC. All rights reserved.
THE FISCAL SIDE OF THE EQUATION
• Large corporate tax cut representing approximately a $1.5tn
fiscal stimulus
• Significant direct increase in government spending focused on
defense and infrastructure estimated to represent another $2tn
in fiscal stimulus
• Occurring at a time when the US economy is approaching
frictional levels of unemployment
• Not a great leap of faith to anticipate some degree of
inflationary pressure
9© 2018 Windham Capital Management, LLC. All rights reserved.
WHAT WE’RE SEEING: THE FACTS
• Accelerating inflation
• Tightening monetary policy
• Rising interest rates
10© 2018 Windham Capital Management, LLC. All rights reserved.
ACCELERATING INFLATION
210.000
215.000
220.000
225.000
230.000
235.000
240.000
245.000
250.000
255.000
2009-12-01
2010-05-01
2010-10-01
2011-03-01
2011-08-01
2012-01-01
2012-06-01
2012-11-01
2013-04-01
2013-09-01
2014-02-01
2014-07-01
2014-12-01
2015-05-01
2015-10-01
2016-03-01
2016-08-01
2017-01-01
2017-06-01
2017-11-01
US CPI
Dec 2009 - Feb 2018
Source: Federal Reserve Bank of St. Louis
11© 2018 Windham Capital Management, LLC. All rights reserved.
ACCELERATING INFLATION
• Today’s Data:
– Core CPI up 2.1% Year on Year
– Headline CPI up 2.4% Year on Year
• Now officially above the Fed’s 2% Target!
12© 2018 Windham Capital Management, LLC. All rights reserved.
TIGHTENING MONETARY POLICY
13© 2018 Windham Capital Management, LLC. All rights reserved.
RISING INTEREST RATES
14© 2018 Windham Capital Management, LLC. All rights reserved.
AUTO-CORRELATED DECISION MAKING: HISTORY
15© 2018 Windham Capital Management, LLC. All rights reserved.
AUTO-CORRELATED DECISION MAKING: NOW…
16© 2018 Windham Capital Management, LLC. All rights reserved.
BOTTOM LINE
• Rational Basis for Anticipating Higher Interest Rates
• Interest-Rate Decision Making Process is Highly Auto-correlated
• Probably in the Early Stages of a Prolonged Increase in Interest
Rates
• Higher Degrees of Stock and Bond Correlation Likely to Occur
17© 2018 Windham Capital Management, LLC. All rights reserved.
INTRODUCTION TO INTEREST-RATE MOMENTUM
• Interest-Rate Momentum has historically been a strong ally in
both declining and increasing interest-rate environments
• Seeks to capture auto-correlation in the movement of interest
rates
• Makes use of quantitative “filtering” techniques that result in long
investments in persistent rising-price environments and short
investments in persistent declining-price environments.
18© 2018 Windham Capital Management, LLC. All rights reserved.
MOMENTUM: THE THEORETICAL PERSPECTIVE
• Behavioral explanations include:
• Conservatism:
investors fail to fully “price in” new information
• Representativeness & Extrapolation:
investors tend to misestimate the frequency of risky events when
data is limited and tend to infer patterns where they don’t actually
exist
• Over Confidence & Self-Attribution:
investors tend to attribute success to skill and failure to bad luck
19© 2018 Windham Capital Management, LLC. All rights reserved.
MOMENTUM: THE THEORETICAL PERSPECTIVE
• Technical explanations include:
• Portfolio insurance strategies:
investors attempt to control risk by replicating an option-like payoff
by buying a security as it moves up in price and selling it as it
moves down
• Limits to Arbitrage:
information sets are heterogeneous and it takes time and
resources for information to diffuse through a market
• Central Banks:
certain key market participants, such as Central Banks, tend to
exhibit highly auto-correlated policy decision making
20© 2018 Windham Capital Management, LLC. All rights reserved.
INTEREST RATE MOMENTUM PRO FORMA PERFORMANCE
US TEN-YEAR NOTES & EURO BUNDS (FUTURES)
80
100
120
140
160
180
200
220
01/01/2001
10/01/2001
07/01/2002
04/01/2003
01/01/2004
10/01/2004
07/01/2005
04/01/2006
01/01/2007
10/01/2007
07/01/2008
04/01/2009
01/01/2010
10/01/2010
07/01/2011
04/01/2012
01/01/2013
10/01/2013
07/01/2014
04/01/2015
01/01/2016
10/01/2016
07/01/2017
Interest Rate Momentum
Sources: Bloomberg and Windham Research
Pro-forma returns are derived from Windham's proprietary modeling of the risk premia and do not reflect actual trading and they may not reflect the
impact that material economic and other factors might have had on Windham’s decision-making if Windham were actually managing money.
Performance does not reflect any management fee, transaction fee or other expense associated with managing an investment account. They are also
derived from the performance of investment models created by Windham and applied to a hypothetical account.
21© 2018 Windham Capital Management, LLC. All rights reserved.
PERFORMANCE TAKEAWAYS
Sources: Bloomberg and Windham Research
• Persistent return generation during the last rising-rate environment, i.e.
2005-2007
• Exceptional performance generated during the declining rate
environment that prevailed during 2008
• Less compelling performance when rates on hold
22© 2018 Windham Capital Management, LLC. All rights reserved.
CONCLUSION
• Looking forward, there is an enhanced likelihood that investors will face
a combination of higher interest rates and an increase in stock/bond
correlation
• Simple so-called “balanced” stock and bond portfolios are likely to be
challenged by their over-reliance on the assumption of negative
stock/bond correlation
• Interest Rate momentum provides an important tool to help investors
stabilize their portfolios across a broader range of market conditions
and directly address this challenge
23© 2018 Windham Capital Management, LLC. All rights reserved.
Upcoming Webinars:
Windham Software Overview
Thursday, April 12th at 2PM EST
Portfolio Construction & Evaluation
Guest Speaker: Jon Kazarian
Tuesday, May 15th at 1pm
https://www.windhamlabs.com/webinars/
24© 2018 Windham Capital Management, LLC. All rights reserved.
Thank you!
Questions? Contact us at info@windhamlabs.com
25© 2018 Windham Capital Management, LLC. All rights reserved.
DISCLAIMER
The information contained in this presentation (the “Presentation”) is prepared solely for informational purposes. The Presentation is neither an
offer to buy or sell nor a solicitation of an offer to buy or sell any security, or interests or shares in any fund or strategy. Historical data and
other information contained herein is believed to be reliable but no representation is made as to its accuracy or completeness or suitability for
any specific purpose. Past performance is not indicative of future performance, which may vary. There can be no assurance that the strategies’
investment objectives will be achieved. All strategies in this Presentation place investor capital at risk. Future returns are not guaranteed and a
loss of principal may occur.
References to market or composite indices, benchmarks or other measures of relative market performance over a specified period of time are
provided for your information only. Reference to an index does not imply that the Windham portfolio will achieve returns, volatility or other
results similar to the index. The composition of a benchmark index may not reflect the manner in which a Windham portfolio is constructed in
relation to expected or achieved returns, investment holdings, portfolio guidelines, correlations or tracking error targets, all of which are subject
to change over time.
Prospective investors should not rely on this Presentation in making any investment decisions. Windham’s portfolio risk management includes
a process for managing and monitoring risk, but should not be confused with, and does not imply, low risk. Asset classes and proportional
weightings in Windham portfolios may change at any time without notice. Windham does not provide tax advice to its clients and all investors
are urged to consult with their tax advisors with respect to any potential investment.
Please refer to Windham’s ADV Part 2A for additional information. Windham and its owners disclaim any and all liability relating to this
Presentation, including without limitation any express or implied representations or warranties for statements contained in, and omissions from,
this information.

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Investment Challenges in Rising Rate Environments

  • 1. 1© 2018 Windham Capital Management, LLC. All rights reserved. Confidential. Not for redistribution. 2018 1 Investment Challenges in Rising Rate Environments And the Role of Interest-Rate Momentum Andrew B. Weisman Windham Capital Management, LLC Managing Partner & CIO of Liquid Alternative Strategies
  • 2. 2© 2018 Windham Capital Management, LLC. All rights reserved. AGENDA Investors now face a novel challenge; the potential for both higher interest rates and a higher degree of stock/bond correlation What we will cover: • Examination of historical stock/bond correlation • Examination of current economic stressors • Consideration of the role of Interest-Rate Momentum
  • 3. 3© 2018 Windham Capital Management, LLC. All rights reserved. STOCKS VS. BONDS Ten-Year-Note Yield Correlation 2-Year Rolling Window Correlations Between S&P 500 Returns and Movements in 10-Yr-Note Yields (May 1953 – June 2014)
  • 4. 4© 2018 Windham Capital Management, LLC. All rights reserved. STOCKS VS. BONDS • Stock and bond prices tend to be negatively correlated only in low interest rate environments • Historically, 75% of the time stocks and bonds have actually been positively correlated • In high-interest-rate environments stocks and bonds have virtually always been positively correlated. • In a high interest rate environment, hoping that a bond allocation will reliably serve to stabilize an equity portfolio is wishful thinking at best; historically it has NEVER worked out that way.
  • 5. 5© 2018 Windham Capital Management, LLC. All rights reserved. THOUGHTS ON THE CURRENT ECONOMIC ENVIRONMENT • “Inflation is always and everywhere a monetary phenomenon.” • Milton Friedman 1956 • Unwarranted increases in the money supply will result in too much money chasing too few goods; Inflation • Since 2008 we have experienced a dramatic increase in our monetary base; so-called “high-powered money”
  • 6. 6© 2018 Windham Capital Management, LLC. All rights reserved. GROWTH OF THE FED’S BALANCE SHEET Billions Source: Federal Reserve Bank of New York
  • 7. 7© 2018 Windham Capital Management, LLC. All rights reserved. COMPLICATIONS WITH THE MONEY SUPPLY • Several more expansive definitions of the money supply • Depending on how optimistic economic actors are, varying amounts of spending and borrowing can occur resulting in different “multiplier” effects on more expansive monetary aggregates. • Hard to imagine that a $4tn fiat increase in high-powered money will not contribute to an inflationary bias.
  • 8. 8© 2018 Windham Capital Management, LLC. All rights reserved. THE FISCAL SIDE OF THE EQUATION • Large corporate tax cut representing approximately a $1.5tn fiscal stimulus • Significant direct increase in government spending focused on defense and infrastructure estimated to represent another $2tn in fiscal stimulus • Occurring at a time when the US economy is approaching frictional levels of unemployment • Not a great leap of faith to anticipate some degree of inflationary pressure
  • 9. 9© 2018 Windham Capital Management, LLC. All rights reserved. WHAT WE’RE SEEING: THE FACTS • Accelerating inflation • Tightening monetary policy • Rising interest rates
  • 10. 10© 2018 Windham Capital Management, LLC. All rights reserved. ACCELERATING INFLATION 210.000 215.000 220.000 225.000 230.000 235.000 240.000 245.000 250.000 255.000 2009-12-01 2010-05-01 2010-10-01 2011-03-01 2011-08-01 2012-01-01 2012-06-01 2012-11-01 2013-04-01 2013-09-01 2014-02-01 2014-07-01 2014-12-01 2015-05-01 2015-10-01 2016-03-01 2016-08-01 2017-01-01 2017-06-01 2017-11-01 US CPI Dec 2009 - Feb 2018 Source: Federal Reserve Bank of St. Louis
  • 11. 11© 2018 Windham Capital Management, LLC. All rights reserved. ACCELERATING INFLATION • Today’s Data: – Core CPI up 2.1% Year on Year – Headline CPI up 2.4% Year on Year • Now officially above the Fed’s 2% Target!
  • 12. 12© 2018 Windham Capital Management, LLC. All rights reserved. TIGHTENING MONETARY POLICY
  • 13. 13© 2018 Windham Capital Management, LLC. All rights reserved. RISING INTEREST RATES
  • 14. 14© 2018 Windham Capital Management, LLC. All rights reserved. AUTO-CORRELATED DECISION MAKING: HISTORY
  • 15. 15© 2018 Windham Capital Management, LLC. All rights reserved. AUTO-CORRELATED DECISION MAKING: NOW…
  • 16. 16© 2018 Windham Capital Management, LLC. All rights reserved. BOTTOM LINE • Rational Basis for Anticipating Higher Interest Rates • Interest-Rate Decision Making Process is Highly Auto-correlated • Probably in the Early Stages of a Prolonged Increase in Interest Rates • Higher Degrees of Stock and Bond Correlation Likely to Occur
  • 17. 17© 2018 Windham Capital Management, LLC. All rights reserved. INTRODUCTION TO INTEREST-RATE MOMENTUM • Interest-Rate Momentum has historically been a strong ally in both declining and increasing interest-rate environments • Seeks to capture auto-correlation in the movement of interest rates • Makes use of quantitative “filtering” techniques that result in long investments in persistent rising-price environments and short investments in persistent declining-price environments.
  • 18. 18© 2018 Windham Capital Management, LLC. All rights reserved. MOMENTUM: THE THEORETICAL PERSPECTIVE • Behavioral explanations include: • Conservatism: investors fail to fully “price in” new information • Representativeness & Extrapolation: investors tend to misestimate the frequency of risky events when data is limited and tend to infer patterns where they don’t actually exist • Over Confidence & Self-Attribution: investors tend to attribute success to skill and failure to bad luck
  • 19. 19© 2018 Windham Capital Management, LLC. All rights reserved. MOMENTUM: THE THEORETICAL PERSPECTIVE • Technical explanations include: • Portfolio insurance strategies: investors attempt to control risk by replicating an option-like payoff by buying a security as it moves up in price and selling it as it moves down • Limits to Arbitrage: information sets are heterogeneous and it takes time and resources for information to diffuse through a market • Central Banks: certain key market participants, such as Central Banks, tend to exhibit highly auto-correlated policy decision making
  • 20. 20© 2018 Windham Capital Management, LLC. All rights reserved. INTEREST RATE MOMENTUM PRO FORMA PERFORMANCE US TEN-YEAR NOTES & EURO BUNDS (FUTURES) 80 100 120 140 160 180 200 220 01/01/2001 10/01/2001 07/01/2002 04/01/2003 01/01/2004 10/01/2004 07/01/2005 04/01/2006 01/01/2007 10/01/2007 07/01/2008 04/01/2009 01/01/2010 10/01/2010 07/01/2011 04/01/2012 01/01/2013 10/01/2013 07/01/2014 04/01/2015 01/01/2016 10/01/2016 07/01/2017 Interest Rate Momentum Sources: Bloomberg and Windham Research Pro-forma returns are derived from Windham's proprietary modeling of the risk premia and do not reflect actual trading and they may not reflect the impact that material economic and other factors might have had on Windham’s decision-making if Windham were actually managing money. Performance does not reflect any management fee, transaction fee or other expense associated with managing an investment account. They are also derived from the performance of investment models created by Windham and applied to a hypothetical account.
  • 21. 21© 2018 Windham Capital Management, LLC. All rights reserved. PERFORMANCE TAKEAWAYS Sources: Bloomberg and Windham Research • Persistent return generation during the last rising-rate environment, i.e. 2005-2007 • Exceptional performance generated during the declining rate environment that prevailed during 2008 • Less compelling performance when rates on hold
  • 22. 22© 2018 Windham Capital Management, LLC. All rights reserved. CONCLUSION • Looking forward, there is an enhanced likelihood that investors will face a combination of higher interest rates and an increase in stock/bond correlation • Simple so-called “balanced” stock and bond portfolios are likely to be challenged by their over-reliance on the assumption of negative stock/bond correlation • Interest Rate momentum provides an important tool to help investors stabilize their portfolios across a broader range of market conditions and directly address this challenge
  • 23. 23© 2018 Windham Capital Management, LLC. All rights reserved. Upcoming Webinars: Windham Software Overview Thursday, April 12th at 2PM EST Portfolio Construction & Evaluation Guest Speaker: Jon Kazarian Tuesday, May 15th at 1pm https://www.windhamlabs.com/webinars/
  • 24. 24© 2018 Windham Capital Management, LLC. All rights reserved. Thank you! Questions? Contact us at info@windhamlabs.com
  • 25. 25© 2018 Windham Capital Management, LLC. All rights reserved. DISCLAIMER The information contained in this presentation (the “Presentation”) is prepared solely for informational purposes. The Presentation is neither an offer to buy or sell nor a solicitation of an offer to buy or sell any security, or interests or shares in any fund or strategy. Historical data and other information contained herein is believed to be reliable but no representation is made as to its accuracy or completeness or suitability for any specific purpose. Past performance is not indicative of future performance, which may vary. There can be no assurance that the strategies’ investment objectives will be achieved. All strategies in this Presentation place investor capital at risk. Future returns are not guaranteed and a loss of principal may occur. References to market or composite indices, benchmarks or other measures of relative market performance over a specified period of time are provided for your information only. Reference to an index does not imply that the Windham portfolio will achieve returns, volatility or other results similar to the index. The composition of a benchmark index may not reflect the manner in which a Windham portfolio is constructed in relation to expected or achieved returns, investment holdings, portfolio guidelines, correlations or tracking error targets, all of which are subject to change over time. Prospective investors should not rely on this Presentation in making any investment decisions. Windham’s portfolio risk management includes a process for managing and monitoring risk, but should not be confused with, and does not imply, low risk. Asset classes and proportional weightings in Windham portfolios may change at any time without notice. Windham does not provide tax advice to its clients and all investors are urged to consult with their tax advisors with respect to any potential investment. Please refer to Windham’s ADV Part 2A for additional information. Windham and its owners disclaim any and all liability relating to this Presentation, including without limitation any express or implied representations or warranties for statements contained in, and omissions from, this information.