March The Relationship Between Leverage and Risk

Size: px
Start display at page:

Download "March The Relationship Between Leverage and Risk"

Transcription

1 The Relationship Between Leverage and Risk Abstract There is a popular misconception that leverage equates to risk and that a levered fund is automatically riskier than an unlevered fund. We argue that the quantity of leverage must not be judged in isolation. Leverage simply amplifies any risks or imbalances that exist in an unlevered portfolio. Therefore, any incremental risks from leverage depend largely on the risk profile of the underlying assets and return stream. Leverage is not appropriate for all strategies, especially those with high basis risk (i.e. imbalances between longs and shorts). Leveraging alpha, as opposed to systematic premia-based returns, presents fewer problems. When discussing an investment strategy, the word leverage carries heavy baggage. It conjures up negative associations with Long Term Capital Management (LTCM), subprime mortgagelinked structured credit products, and other spectacular liability-induced blow-ups during periods of market turbulence. Such historical artifacts have led many to believe that leverage equates directly to risk and that a levered portfolio is inherently riskier than a portfolio that uses no leverage. In reality, however, leverage only amplifies pre-existing risks in an unlevered asset base. What matters then is not leverage, per se, but the underlying risks in the portfolio that is being levered - these should be the focus of an investor s attention. If the risks of the unlevered return profile are reasonable, then the increase in return from leverage may outweigh the amplification in risks. Leverage can be measured and expressed in a variety of ways, but the most common metric is gross leverage. The gross leverage of a portfolio is equal to the total market value of its assets (both long and short positions) divided by its net asset value (NAV). In Figure 1, Portfolios A and B both have NAVs (equity) of $100, and with $200 in margin debt, control $300 in total assets. Note that actual portfolio balance sheets can vary in appearance (i.e. short positions can appear as liabilities). The ultimate objective is to compare the investments held with the means of financing them. In this case, gross leverage for both portfolios is 3x (or 300%), even though the composition of assets held demonstrates they pursue markedly different strategies. Portfolio A appears to be market neutral while Portfolio B simply levers its long positions. With only this very high-level information, we can already determine that the two portfolios will have very different risk profiles, despite having the same level of gross leverage. Portfolios with the same level of gross leverage can have very different risk profiles. Figure 1. Illustrative balance sheets of two equally levered portfolios Portfolio A Portfolio B Assets Liabilities Assets Liabilities Long Positions $150 Margin Debt $200 Long Positions $300 Margin Debt $200 Short Positions $150 Equity Equity Total Assets $300 Net Asset Value $100 Total Assets $300 Net Asset Value $100 * We are grateful to Professor Robert Stambaugh of the Wharton School of the University of Pennsylvania and the National Bureau of Economic Research for his review and helpful comments.

2 Which part of the balance sheet poses the greatest risk for the investor? In theory, leverage risks can arise from any of the three components, but the primary risks generally stem from the assets. Concerns about the stability of the equity capital base (withdrawals) and/or terms of financing (margin calls) generally only arise when the value of the assets falls quickly, thus this analysis will focus on the assets. Total risk from the asset side of a portfolio s balance sheet is driven by the characteristics and return properties of the individual securities held, as well as how the securities interact with each other. These properties and the ensuing risks exist even in the absence of leverage. The relative risk profiles of Portfolios A and B, for instance, would likely be very similar to their respective unlevered equivalents. Analyzing the risks inherent in the unlevered asset will also reveal whether it is appropriate to add any leverage to the portfolio. Before investigating the key contributors to risk, however, it is helpful to review some of the investment metrics that change with the addition of leverage. Some investment metrics change with leverage while others do not. Figure 2. Selected investment metrics that change or do not change with leverage Do change with Leverage Do NOT Change with Leverage* Return Correlation to Equity Market Volatility Skewness Beta to Equity Market Batting Average Upside / Downside Capture Time in Drawdown** Drawdowns** Drawdown (as % of volatility)** Value at Risk (VaR) Return / Volatility Note: See last page for definitions of certain terms. * Assumes no financing costs. ** Assumes no deleveraging during drawdown. Evident from the lists in Figure 2, though returns increase, a variety of risk measurements will also scale up proportionately with leverage. The extent of deterioration in volatility, beta, downside capture, drawdowns, and Value at Risk (VaR) 1 depends on their levels on an unlevered basis. To illustrate this point, we examine changes in the return profiles of the MSCI World Index and HFRI Market Neutral Index with the addition of leverage. The unlevered (1x gross leverage) risk statistics in Figure 3 represent the actual values for the 10 years ended December 2014, and then higher-leverage portfolios are simulated using the unlevered baseline. 1 Value at Risk (VaR) is defined as the potential loss in value of a risky asset or portfolio over a defined period for a given confidence interval. The final chart in Figure 3 assumes a 99% confidence interval and monthly time periods. 2

3 Maximum Drawdown Annualized Volatility Beta to MSCI World Index March 2015 Measures of risk scale with the addition of leverage, but levels depend on the starting point. Figure 3. Common measurements of risk (beta, volatility, maximum drawdown, and 1% Value at Risk (VaR)) as leverage is added to the MSCI World Index and the HFRI Market Neutral Index MSCI World Index HFRI Market Neutral Index % 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% 0% -10% -20% -30% -40% -50% -60% -70% -80% -90% -100% x 1.50x 2.00x 2.50x 3.00x 3.50x 4.00x 4.50x 5.00x Gross Leverage 16.0% 2.8% 48.0% 8.4% 80.0% 14.0% 1.00x 1.50x 2.00x 2.50x 3.00x 3.50x 4.00x 4.50x 5.00x Gross Leverage -9.2% -53.7% -25.5% -93.5% -39.4% -99.9% 1.00x 1.50x 2.00x 2.50x 3.00x 3.50x 4.00x 4.50x 5.00x Gross Leverage 3

4 1% Value at Risk (VaR) March % -10% -20% -30% -1.7% -10.1% -5.0% -30.3% -8.3% -40% -50% -50.5% -60% 1.00x 1.50x 2.00x 2.50x 3.00x 3.50x 4.00x 4.50x 5.00x Gross Leverage Note: Unlevered risk statistics calculated using monthly returns from January 2005 to December Addition of leverage assumes no financing costs and monthly rebalance back to target leverage. See last page for important disclosures. Source: MSCI, FactSet, HFRI. As the charts in Figure 3 illustrate, investments with greater risk on an unlevered basis (i.e. 1x gross leverage) will become proportionately riskier with the addition of leverage. The MSCI World Index, for example, starts with 100% market risk (by definition), and utilizing leverage elevates these to extreme levels. Coupling leverage with an all-beta investment such as this would have destroyed most, if not all, of an investor s capital during its maximum drawdown of 2008/2009. This scenario highlights the path dependency of extreme drawdowns: an investor simply cannot recover from a significant loss of capital. The HFRI Market Neutral Index, on the other hand, exhibits much lower risk characteristics on an unlevered basis. These metrics still deteriorate, but nowhere near the levels of the MSCI World Index. In fact, the risk levels of the 5x levered HFRI Market Neutral Index shown in Figure 3 are still all below the respective risk levels of the unlevered MSCI World Index. The fact that a 5x-levered portfolio can be less risky than an unlevered portfolio prompts the question: Which underlying risks are most dangerous to lever? Figure 4 lists a variety of common risks at the position level, long and short side level, and the combined portfolio level. Many managers only consider the risks associated with positions individually. However, as these individual positions aggregate to the portfolios and overall strategy, other risks may arise based on how the components interact and covary with each other. Ultimately, strategies with fewer risks on an unlevered basis are better candidates for leverage. When considering long/short or market-neutral funds specifically, the most important source of risk, and one that is responsible for many hedge fund casualties, is basis risk referring to imbalances created by incomplete or imperfect hedging between the long and short sides of the portfolio. The most obvious source of basis risk is net market exposure, which will be reflected in the overall beta of the net portfolio. This risk is apparent in the charts of Figure 3. While beta in the HFRI Market Neutral Index rises from 0.10 to 0.50 as leverage is added, the beta in the MSCI World Index rises from 1 to 5. In this case, levering beta creates high basis risk, driving risk measurements to extreme levels. 4

5 Basis risk, especially in the form of market beta, is one of the more dangerous risks to lever. Figure 4. Selected list of underlying long/short strategy risks (regardless of leverage) Position Long Side / Short Side Combined Portfolio Balance Sheet Earnings Quality Valuation Liquidity Volatility Duration / Growth Others Concentration Correlations Others Basis Risk Market / Beta Sector Geographies Style Others Basis risk can extend beyond simple market risk to any unhedged exposure to diversifiable risk factors. Risk management has evolved extensively since the development of the Capital Asset Pricing Model (CAPM), when the only risk factor was assumed to be exposure to the equity market. But current risk management strategies still run the spectrum, from managers who approach risk on a position-by-position basis to certain quantitative managers who have proprietary risk models to capture portfolio risk in virtually any form. Risk modeling can include a broad range of potential factors including styles, countries, sectors, currencies, and commodities, among others. Of course, some risk factors cannot be modeled ex-ante, and basis risk is not static. More subtle forms of basis risk may not be evident or may change over time. The more developed the definition of risk, the more likely an investor will be able to balance or neutralize hidden, unintended risks. The smaller the basis risk in a portfolio (in all its forms), the higher the leverage level the portfolio can support, especially during periods of market turbulence. Quantitative long/short funds, for instance, tend to use higher leverage than fundamental long/short funds because they generally have much more sophisticated risk models. 2 But limits to risk modeling imply limits to leverage. And no matter how minor the underlying risks, 30x leverage (as was standard for LTCM, for example 3 ) can destroy the entire equity base during even a minor market downturn. Perversely, leveraging basis risk is more ingrained in our everyday lives than most people realize. The largest asset on the balance sheet of most Americans is a home. Most banks require a down payment of 20%, and the rest is mortgaged. Borrowing 80% against 20% equity translates to 5x gross leverage. A down payment less than 20% further increases this statistic. And most homeowners do nothing to hedge out their risk to the housing market. Traditional banks are equally vulnerable to shocks since they lend out a substantial portion of their capital: 2 Frank Barbarino, Leverage, Hedge Funds, and Risk, NEPC (Summer 2009), accessed May 2014 < 3 Roger Lowenstein, When Genius Failed: The Rise and Fall of Long-Term Capital Management (New York: Random House, 2001)

6 The average leverage of the entire U.S. financial sector is 9.4x. 4 risk became readily apparent to all during the financial crisis. The dangers of leveraging basis Beyond basis risk, another key source of risk that will deteriorate with leverage is position concentration. The smaller the number of portfolio positions, the more likely that idiosyncratic risk will contribute significantly to portfolio volatility. This may be acceptable if a manager has extremely high conviction, but it can nevertheless cause concern if those few concentrated portfolio holdings experience unforeseen problems. Additionally, some residual basis risk may be unavoidable since hedging out all systematic risks may be impossible with a small number of positions. Leverage is less appropriate for more concentrated portfolios due to this high degree of idiosyncratic risk. However, most quantitative managers in particular will seek to minimize idiosyncratic risk with a large number of positions, so concentration is generally not a concern. Although leverage risk generally originates from the asset side of the balance sheet, there are a few caveats. Capital withdrawals have the potential to impact asset valuations in the case of relatively less liquid portfolio holdings. According to a common adage, you never know the true price of liquidity until you need it. If a manager is forced to sell illiquid assets quickly, the resulting steep discounts will further worsen mark-to-market leverage ratios. For this reason, it is imperative that managers match the liquidity/duration of their assets to the liquidity of their equity. This explains why long/short mutual funds only invest in highly liquid securities while private equity firms lock up their investor capital to match the duration of their investments. Mismatches in liquidity or duration are recipes for disaster with the addition of leverage. Even if assets are liquid, however, herd behavior can periodically cause abrupt dislocations in market prices, particularly in highly crowded trades. The sudden failure of Fund ABC, for instance, and subsequent forced liquidation will impact Fund XYZ if it employs a similar strategy and holds many of the same positions. Managers of Fund XYZ may see a rapid fall in those asset prices as a reason to reduce their own exposure, which will further pressure market prices. These types of occasional shocks are virtually impossible to model ex-ante and thus further highlight the prudence in eschewing extreme levels of leverage. Highly differentiated strategies, especially those in which long and short portfolios are managed using separate investment processes and distinct selection factors, are more likely to avoid such crowded trades. In summary, leverage amplifies existing risks in an unlevered portfolio. To the extent those risks are few and minor, the return benefits of leverage may exceed the amplification of risk. In these cases, one can simply adjust gross leverage to maximize total return given a specific level of risk tolerance (or expected volatility). However, certain strategies, especially those with high basis risk, begin with such elevated measures of risk that adding leverage is generally not advisable. And there are limits to leverage with any strategy. Even relatively insignificant risks will balloon to extreme levels if enough leverage is added. 4 Andrew Ang, Sergiy Gorovyy, and Gregory B. van Inwegen, Hedge Fund Leverage, National Bureau of Economic Research (2011): Working Paper 16801, accessed May 2014 < 6

7 Conclusion In the wake of the financial crisis, the popular belief is that all leverage is dangerous. However, leverage does no more than amplify risks already present in the absence of leverage. Investors will benefit from analyzing basis risk and unlevered return characteristics in order to determine appropriateness of leverage. While many strategies should not be levered, all-alpha products that pay special attention to basis risk are prime candidates for leverage since they begin with relatively fewer risks. Sources Cited Ang, Andrew, Sergiy Gorovyy, and Gregory B. van Inwegen. Hedge Fund Leverage. National Bureau of Economic Research (2011): Working Paper 16801, accessed May 2014 < Barbarino, Frank. Leverage, Hedge Funds, and Risk. NEPC (Summer 2009), accessed May 2014 < Lowenstein, Roger. When Genius Failed: The Rise and Fall of Long-Term Capital Management. New York: Random House,

8 Solely for the use of institutional investors and professional advisers. This presentation expresses the authors views as of March 3, 2015 and should not be relied on as research or investment advice regarding any investment. These views and any portfolio characteristics are subject to change. There is no guarantee that any forecasts made will come to pass. The MSCI World Index is a free float-adjusted market capitalization index, designed to measure developed market equity performance, consisting of 23 developed country indices, including the U.S. The Index is gross of withholding taxes, assumes reinvestment of dividends and capital gains, and assumes no management, custody, transaction or other expenses. MSCI has not approved, reviewed or produced this report, makes no express or implied warranties or representations and is not liable whatsoever for any data in the report. You may not redistribute the MSCI data or use it as a basis for other indices or investment products. The HFRI Monthly Indices ("HFRI") are a series of benchmarks designed to reflect hedge fund industry performance by constructing equally-weighted composites of constituent funds, as reported by the hedge fund managers listed within the HFR Database. Equity Market Neutral strategies employ sophisticated quantitative techniques of analyzing price data to ascertain information about future price movement and relationships between securities, select securities for purchase and sale. These can include both Factor-based and Statistical Arbitrage/Trading strategies. Factor-based investment strategies include strategies in which the investment thesis is predicated on the systematic analysis of common relationships between securities. In many but not all cases, portfolios are constructed to be neutral to one or multiple variables, such as broader equity markets in dollar or beta terms, and leverage is frequently employed to enhance the return profile of the positions identified. Statistical Arbitrage/Trading strategies consist of strategies in which the investment thesis is predicated on exploiting pricing anomalies which may occur as a function of expected mean reversion inherent in security prices; high frequency techniques may be employed and trading strategies may also be employed on the basis on technical analysis or opportunistically to exploit new information the investment manager believes has not been fully, completely or accurately discounted into current security prices. Equity Market Neutral Strategies typically maintain characteristic net equity market exposure no greater than 10% long or short. It is not possible to invest directly in an index. Alpha is a measurement of performance return in excess of a benchmark index. Batting Average is the percentage of months in which a portfolio produces a positive (>0%) return. Beta is a measurement of sensitivity to the benchmark index. A beta of 1 indicates that a portfolio s value will move in line with the index. A beta of less than 1 means that the portfolio will be less volatile than the index; a beta of greater than 1 indicates that the security's price will be more volatile than the index. Maximum Drawdown is the peak-to-trough decline in value of an investment during a specific period. Skewness describes asymmetry from the normal distribution in a set of statistical data. Skewness can come in the form of "negative skewness" or "positive skewness", depending on whether data points are skewed to the left (negative skew) or to the right (positive skew) of the data average. Upside/Downside Capture are statistical measures of an investment manager's overall performance in up/down markets. The upside capture ratio is used to evaluate how well an investment manager performed relative to an index during periods when that index has risen, and the downside capture ratio measures performance when that index has fallen. These ratios are calculated by dividing the manager's returns by the returns of the index during up-market (down-market) months, and multiplying that factor by 100. Value at Risk (VaR) is the potential loss in value of a risky asset or portfolio over a defined period for a given confidence interval. Volatility is the standard deviation of returns. 8

What Level of Incentive Fees Are Hedge Fund Investors Actually Paying?

What Level of Incentive Fees Are Hedge Fund Investors Actually Paying? What Level of Incentive Fees Are Hedge Fund Investors Actually Paying? Abstract Long-only investors remove the effects of beta when analyzing performance. Why shouldn t long/short equity hedge fund investors

More information

April 2016. The Value Reversion

April 2016. The Value Reversion April 2016 The Value Reversion In the past two years, value stocks, along with cyclicals and higher-volatility equities, have underperformed broader markets while higher-momentum stocks have outperformed.

More information

Understanding Currency

Understanding Currency Understanding Currency Overlay July 2010 PREPARED BY Gregory J. Leonberger, FSA Director of Research Abstract As portfolios have expanded to include international investments, investors must be aware of

More information

Structured Products. Designing a modern portfolio

Structured Products. Designing a modern portfolio ab Structured Products Designing a modern portfolio Achieving your personal goals is the driving motivation for how and why you invest. Whether your goal is to grow and preserve wealth, save for your children

More information

A: SGEAX C: SGECX I: SGEIX

A: SGEAX C: SGECX I: SGEIX A: SGEAX C: SGECX I: SGEIX NOT FDIC INSURED MAY LOSE VALUE NO BANK GUARANTEE Salient Global Equity Fund The investment objective of the Salient Global Equity Fund (the Fund ) is to seek long term capital

More information

Maximizing Your Equity Allocation

Maximizing Your Equity Allocation Webcast summary Maximizing Your Equity Allocation 130/30 The story continues May 2010 Please visit jpmorgan.com/institutional for access to all of our Insights publications. Extension strategies: Variations

More information

CFA Institute Contingency Reserves Investment Policy Effective 8 February 2012

CFA Institute Contingency Reserves Investment Policy Effective 8 February 2012 CFA Institute Contingency Reserves Investment Policy Effective 8 February 2012 Purpose This policy statement provides guidance to CFA Institute management and Board regarding the CFA Institute Reserves

More information

Financial Evolution and Stability The Case of Hedge Funds

Financial Evolution and Stability The Case of Hedge Funds Financial Evolution and Stability The Case of Hedge Funds KENT JANÉR MD of Nektar Asset Management, a market-neutral hedge fund that works with a large element of macroeconomic assessment. Hedge funds

More information

BASKET A collection of securities. The underlying securities within an ETF are often collectively referred to as a basket

BASKET A collection of securities. The underlying securities within an ETF are often collectively referred to as a basket Glossary: The ETF Portfolio Challenge Glossary is designed to help familiarize our participants with concepts and terminology closely associated with Exchange- Traded Products. For more educational offerings,

More information

Long/Short Equity Investing Part I Styles, Strategies, and Implementation Considerations

Long/Short Equity Investing Part I Styles, Strategies, and Implementation Considerations Long/Short Equity Investing Part I Styles, Strategies, and Implementation Considerations Scott Larson, Associate Portfolio Manager for Directional Strategies This is Part I of a two part series. In Part

More information

Long Term Investment Pool (LTIP) Investment Policy Statement Level 1

Long Term Investment Pool (LTIP) Investment Policy Statement Level 1 Long Term Investment Pool (LTIP) Level 1 CONTENTS I. OVERVIEW II. FINANCIAL GOALS OF THE LTIP III. INVESTMENT OBJECTIVES OF THE LTIP IV. INVESTMENT STRATEGIES OF THE LTIP V. PORTFOLIO REBALANCING VI. ASSET

More information

Single Manager vs. Multi-Manager Alternative Investment Funds

Single Manager vs. Multi-Manager Alternative Investment Funds September 2015 Single Manager vs. Multi-Manager Alternative Investment Funds John Dolfin, CFA Chief Investment Officer Steben & Company, Inc. Christopher Maxey, CAIA Senior Portfolio Manager Steben & Company,

More information

J.P. Morgan Equity Risk Premium Multi-Factor (Long Only) Index Series

J.P. Morgan Equity Risk Premium Multi-Factor (Long Only) Index Series J.P. Morgan Equity Risk Premium Multi-Factor (Long Only) Index Series QUESTIONS AND ANSWERS These Questions and Answers highlight selected information to help you better understand: 1. JPERPLMF: J.P. Morgan

More information

Purpose of Selling Stocks Short JANUARY 2007 NUMBER 5

Purpose of Selling Stocks Short JANUARY 2007 NUMBER 5 An Overview of Short Stock Selling An effective short stock selling strategy provides an important hedge to a long portfolio and allows hedge fund managers to reduce sector and portfolio beta. Short selling

More information

by Maria Heiden, Berenberg Bank

by Maria Heiden, Berenberg Bank Dynamic hedging of equity price risk with an equity protect overlay: reduce losses and exploit opportunities by Maria Heiden, Berenberg Bank As part of the distortions on the international stock markets

More information

Absolute return investments in rising interest rate environments

Absolute return investments in rising interest rate environments 2014 Absolute return investments in rising interest rate environments Todd White, Head of Alternative Investments Joe Mallen, Senior Business Analyst In a balanced portfolio, fixed-income investments have

More information

Quantitative Asset Manager Analysis

Quantitative Asset Manager Analysis Quantitative Asset Manager Analysis Performance Measurement Forum Dr. Stephan Skaanes, CFA, CAIA, FRM PPCmetrics AG Financial Consulting, Controlling & Research, Zurich, Switzerland www.ppcmetrics.ch Copenhagen,

More information

NorthCoast Investment Advisory Team 203.532.7000 info@northcoastam.com

NorthCoast Investment Advisory Team 203.532.7000 info@northcoastam.com NorthCoast Investment Advisory Team 203.532.7000 info@northcoastam.com NORTHCOAST ASSET MANAGEMENT An established leader in the field of tactical investment management, specializing in quantitative research

More information

Deutsche Alternative Asset Allocation VIP

Deutsche Alternative Asset Allocation VIP Alternative Deutsche Alternative Asset Allocation VIP All-in-one exposure to alternative asset classes : a key piece in asset allocation Building a portfolio of stocks, bonds and cash has long been recognized

More information

The case for tactical trading for nonprofits

The case for tactical trading for nonprofits By: Mark Raskopf, CFA, Head of Tactical Trading Strategies MARCH 2012 Darren Spencer, Director, Alternative Investment Consulting The case for tactical trading for nonprofits Issue: The investment portfolios

More information

TOTAL RETURN INVESTMENT POOL (TRIP) INVESTMENT POLICY

TOTAL RETURN INVESTMENT POOL (TRIP) INVESTMENT POLICY Effective: July 23, 2015 Replaces version effective: August 1, 2013 TOTAL RETURN INVESTMENT POOL (TRIP) INVESTMENT POLICY The purpose for this investment policy ( Policy ) is to clearly state the investment

More information

Monthly Leveraged Mutual Funds UNDERSTANDING THE COMPOSITION, BENEFITS & RISKS

Monthly Leveraged Mutual Funds UNDERSTANDING THE COMPOSITION, BENEFITS & RISKS Monthly Leveraged Mutual Funds UNDERSTANDING THE COMPOSITION, BENEFITS & RISKS Direxion 2x Monthly Leveraged Mutual Funds provide 200% (or 200% of the inverse) exposure to their benchmarks and the ability

More information

Hedge Fund Index Replication - A Numerical Approach using Futures

Hedge Fund Index Replication - A Numerical Approach using Futures AlphaQuest Research Series #5 The goal of this research series is to demystify hedge funds and specific black box CTA trend following strategies and to analyze their characteristics both as a stand-alone

More information

Seek Opportunity in Lower Starting Valuations While Avoiding Crowded Trades

Seek Opportunity in Lower Starting Valuations While Avoiding Crowded Trades Seek Opportunity in Lower Starting Valuations While Avoiding Crowded Trades Developed Market (DM) Valuations Remain Attractive Developed Market (ex US) valuations remain attractive relative to history

More information

The Cadence Approach to Strategic Beta Investing

The Cadence Approach to Strategic Beta Investing Cadence Capital Management 265 Franklin Street, 4th Floor Boston, MA 02110 617-624-3500 cadencecapital.com The Cadence Approach to Strategic Beta Investing Contents An Introduction to Strategic Beta Specific

More information

decidedly different Catalyst Mutual Funds Brochure

decidedly different Catalyst Mutual Funds Brochure decidedly different Catalyst Mutual Funds Brochure Our Mission We strive to provide innovative strategies to support financial advisors and their clients in meeting the investment challenges of an ever

More information

Commodity Trading Advisors. AQF 2005 Nicolas Papageorgiou

Commodity Trading Advisors. AQF 2005 Nicolas Papageorgiou Commodity Trading Advisors AQF 2005 Nicolas Papageorgiou Market size The current size of the global capital markets is estimated to be about $55 trillion, according to Anjilvel, Boudreau, Johmann, Peskin

More information

PERFORMING DUE DILIGENCE ON NONTRADITIONAL BOND FUNDS. by Mark Bentley, Executive Vice President, BTS Asset Management, Inc.

PERFORMING DUE DILIGENCE ON NONTRADITIONAL BOND FUNDS. by Mark Bentley, Executive Vice President, BTS Asset Management, Inc. PERFORMING DUE DILIGENCE ON NONTRADITIONAL BOND FUNDS by Mark Bentley, Executive Vice President, BTS Asset Management, Inc. Investors considering allocations to funds in Morningstar s Nontraditional Bond

More information

Defensive equity. A defensive strategy to Canadian equity investing

Defensive equity. A defensive strategy to Canadian equity investing Defensive equity A defensive strategy to Canadian equity investing Adam Hornung, MBA, CFA, Institutional Investment Strategist EXECUTIVE SUMMARY: Over the last several years, academic studies have shown

More information

Navigator International Equity/ADR

Navigator International Equity/ADR CCM-16-06-637 As of 6/30/2016 Navigator International Navigate Global Equities with a Disciplined, Research-Backed Approach to Security Selection With heightened volatility and increased correlations across

More information

AN INTRODUCTION TO PORTFOLIO DIVERSIFICATION USING ALTERNATIVE INVESTMENTS

AN INTRODUCTION TO PORTFOLIO DIVERSIFICATION USING ALTERNATIVE INVESTMENTS ALTEGRIS ACADEMY FUNDAMENTALS AN INTRODUCTION TO PORTFOLIO DIVERSIFICATION USING ALTERNATIVE INVESTMENTS [1] The key elements of diversification. Most, if not all, investors have been told the virtues

More information

Navigating through flexible bond funds

Navigating through flexible bond funds For professional investors Navigating through flexible bond funds WHITE PAPER February 2015 Kommer van Trigt Winfried G. Hallerbach ROBECO GLOBAL TOTAL RETURN BOND FUND Contents Introduction 3 Flexible

More information

Investment Policy & Investment Guidelines. July 1, 2015

Investment Policy & Investment Guidelines. July 1, 2015 Investment Policy & Investment Guidelines July 1, 2015 Investment Policy Statement Topics 1. 2. 3. 4. 5. 6. 7. 8. Investment Objectives Liquidity Responsibilities & Legal Asset Class Definitions Policy

More information

RISK PARITY ABSTRACT OVERVIEW

RISK PARITY ABSTRACT OVERVIEW MEKETA INVESTMENT GROUP RISK PARITY ABSTRACT Several large plans, including the San Diego County Employees Retirement Association and the State of Wisconsin, have recently considered or decided to pursue

More information

decidedly different Catalyst Mutual Funds Investor Overview

decidedly different Catalyst Mutual Funds Investor Overview decidedly different Catalyst Mutual Funds Investor Overview Our Mission We strive to provide innovative strategies to support financial advisors and their clients in meeting the investment challenges of

More information

Navigator Global Equity ETF

Navigator Global Equity ETF Portfolio Allocation Portfolio Overview Clark Capital Management Group is an employee-owned, independent Investment Advisory firm providing institutional-quality investment solutions to individuals, corporations,

More information

Evolution of GTAA Investment Styles. In This Issue: June 2012

Evolution of GTAA Investment Styles. In This Issue: June 2012 June 2012 ALPHA GROUP TOPIC The Alpha Group researches investment managers. In This Issue: n Evolution of GTAA Investment Styles n Risk-Parity vs. GTAA Managers n Implementation n Investing in a GTAA Strategy

More information

In Search of Crisis Alpha:

In Search of Crisis Alpha: In Search of Crisis Alpha: A Short Guide to Investing in Managed Futures Kathryn M. Kaminski, Ph.D. Senior Investment Analyst, RPM Risk & Portfolio Management In Search of Crisis Alpha Introduction Most

More information

Risk and return in Þxed income arbitrage: Nickels in front of a steamroller?

Risk and return in Þxed income arbitrage: Nickels in front of a steamroller? Risk and return in Þxed income arbitrage Université d Evry June 2005 1 Risk and return in Þxed income arbitrage: Nickels in front of a steamroller? Jefferson Duarte University of Washington Francis Longstaff

More information

Alternatives 101. Tools for Enhancing Asset Allocation ALTERNATIVES 101: TOOLS FOR ENHANCING ASSET ALLOCATION 1

Alternatives 101. Tools for Enhancing Asset Allocation ALTERNATIVES 101: TOOLS FOR ENHANCING ASSET ALLOCATION 1 Alternatives 101 Tools for Enhancing Asset Allocation ALTERNATIVES 101: TOOLS FOR ENHANCING ASSET ALLOCATION 1 Your financial advisor may recommend an alternative investment to enhance your portfolio s

More information

New York's 529 Advisor-Guided College Savings Program

New York's 529 Advisor-Guided College Savings Program New York's 529 Advisor-Guided College Savings Program Data as of May 3, 204 month (as of 3/3/204) 0 yrs Expense ratio AGE-BASED PORTFOLIOS JPMorgan 529 Aggressive Age-Based Portfolio (Age 0-5) 2,3,4,5,6,7,8,9,37

More information

Capturing Equity Risk Premium Revisiting the Investment Strategy

Capturing Equity Risk Premium Revisiting the Investment Strategy Capturing Equity Risk Premium Revisiting the Investment Strategy Introduction: Equity Risk without Reward? Institutions with return-oriented investment portfolios have traditionally relied upon significant

More information

Liquid Alternative Investments MAPS. Market Analysis & Performance Summary. 2015 Year-End

Liquid Alternative Investments MAPS. Market Analysis & Performance Summary. 2015 Year-End Liquid Alternative Investments MAPS Market Analysis & Performance Summary 215 Year-End What are Liquid Alternatives? In our view, liquid alternative investments ( LAI ) are daily liquid investment strategies

More information

TOOLS FOR EFFICIENTLY MANAGING BETA EXPOSURE: Index Funds, Futures, and Exchange-Traded Funds

TOOLS FOR EFFICIENTLY MANAGING BETA EXPOSURE: Index Funds, Futures, and Exchange-Traded Funds WHITE PAPER February 2015 Daniel Wamre, CFA Senior Portfolio Manager Emily Pechacek Investment Specialist TOOLS FOR EFFICIENTLY MANAGING BETA EXPOSURE: Index Funds, Futures, and Exchange-Traded Funds Beta

More information

Changes to the OklahomaDream 529 Plan

Changes to the OklahomaDream 529 Plan Supplement dated December 31, 2015 to Oklahoma Dream Advisor Sold 529 Program Plan Disclosure Statement for Investors Using a Financial Advisor (Classes A and C) Dated November 3, 2014 This Supplement

More information

Risk Budgeting. Northfield Information Services Newport Conference June 2005 Sandy Warrick, CFA

Risk Budgeting. Northfield Information Services Newport Conference June 2005 Sandy Warrick, CFA Risk Budgeting Northfield Information Services Newport Conference June 2005 Sandy Warrick, CFA 1 What is Risk Budgeting? Risk budgeting is the process of setting and allocating active (alpha) risk to enhance

More information

PowerShares Smart Beta Income Portfolio 2016-1 PowerShares Smart Beta Growth & Income Portfolio 2016-1 PowerShares Smart Beta Growth Portfolio 2016-1

PowerShares Smart Beta Income Portfolio 2016-1 PowerShares Smart Beta Growth & Income Portfolio 2016-1 PowerShares Smart Beta Growth Portfolio 2016-1 PowerShares Smart Beta Income Portfolio 2016-1 PowerShares Smart Beta Growth & Income Portfolio 2016-1 PowerShares Smart Beta Growth Portfolio 2016-1 The unit investment trusts named above (the Portfolios

More information

SSgA CAPITAL INSIGHTS

SSgA CAPITAL INSIGHTS SSgA CAPITAL INSIGHTS viewpoints Part of State Street s Vision thought leadership series A Stratified Sampling Approach to Generating Fixed Income Beta PHOTO by Mathias Marta Senior Investment Manager,

More information

LVIP Dimensional Non-U.S. Equity RPM Fund. Summary Prospectus April 30, 2013

LVIP Dimensional Non-U.S. Equity RPM Fund. Summary Prospectus April 30, 2013 LVIP Dimensional Non-U.S. Equity RPM Fund (formerly LVIP Dimensional Non-U.S. Equity Fund) (Standard and Service Class) Summary Prospectus April 30, 2013 Before you invest, you may want to review the Fund

More information

The Master Statement of Investment Policies and Objectives of The Lower Colorado River Authority Retirement Plan and Trust. Amended June 16, 2015

The Master Statement of Investment Policies and Objectives of The Lower Colorado River Authority Retirement Plan and Trust. Amended June 16, 2015 The Master Statement of Investment Policies and Objectives of The Lower Colorado River Authority Retirement Plan and Trust Amended June 16, 2015 Introduction The Lower Colorado River Authority ( LCRA )

More information

Diversify your global asset allocation approach by focusing on income and income growth.

Diversify your global asset allocation approach by focusing on income and income growth. Diversify your global asset allocation approach by focusing on income and income growth. Institutional investors have embraced global asset allocation (GAA) strategies as a way to pursue returns with low

More information

Simplifying Unconstrained Fixed Income Investing

Simplifying Unconstrained Fixed Income Investing Investment Management Fixed Income Team, July 204 Simplifying Unconstrained Fixed Income Investing Introduction Financial markets fluctuations in recent years and central banks attempts to sustain the

More information

Introduction to Futures Contracts

Introduction to Futures Contracts Introduction to Futures Contracts September 2010 PREPARED BY Eric Przybylinski Research Analyst Gregory J. Leonberger, FSA Director of Research Abstract Futures contracts are widely utilized throughout

More information

Changes to the MI 529 Advisor Plan 00169121 CAPDNMI_STKBKLT_063016

Changes to the MI 529 Advisor Plan 00169121 CAPDNMI_STKBKLT_063016 Supplement dated June 30, 2016 to MI 529 Advisor Plan Disclosure Statement and Participation Agreement for Investors Using a Financial Advisor (Classes A and C) Dated March 14, 2013 This Supplement amends

More information

decidedly different Catalyst Mutual Funds Investor Overview

decidedly different Catalyst Mutual Funds Investor Overview decidedly different Catalyst Mutual s Investor Overview Our Mission We strive to provide innovative strategies to support financial advisors and their clients in meeting the investment challenges of an

More information

J.P. Morgan Structured Investments

J.P. Morgan Structured Investments July 2012 J.P. Morgan Structured Investments The JPMorgan ETF Efficiente 5 Index Strategy Guide Important Information The information contained in this document is for discussion purposes only. Any information

More information

René Garcia Professor of finance

René Garcia Professor of finance Liquidity Risk: What is it? How to Measure it? René Garcia Professor of finance EDHEC Business School, CIRANO Cirano, Montreal, January 7, 2009 The financial and economic environment We are living through

More information

GIPS List of Composite Descriptions. Perkins Composites...11. Fixed Income Composites... 14. Global Macro Composites...19. Alternative Composites...

GIPS List of Composite Descriptions. Perkins Composites...11. Fixed Income Composites... 14. Global Macro Composites...19. Alternative Composites... GIPS List of Composite Descriptions Updated 6/4/2015 Janus Equity Composites...2 Perkins Composites....11 Fixed Income Composites... 14 Global Macro Composites...19 Alternative Composites.....19 Allocation

More information

The Tangent or Efficient Portfolio

The Tangent or Efficient Portfolio The Tangent or Efficient Portfolio 1 2 Identifying the Tangent Portfolio Sharpe Ratio: Measures the ratio of reward-to-volatility provided by a portfolio Sharpe Ratio Portfolio Excess Return E[ RP ] r

More information

Shares Mutual funds Structured bonds Bonds Cash money, deposits

Shares Mutual funds Structured bonds Bonds Cash money, deposits FINANCIAL INSTRUMENTS AND RELATED RISKS This description of investment risks is intended for you. The professionals of AB bank Finasta have strived to understandably introduce you the main financial instruments

More information

High Yield Bonds A Primer

High Yield Bonds A Primer High Yield Bonds A Primer With our extensive history in the Canadian credit market dating back to the Income Trust period, our portfolio managers believe that there is considerable merit in including select

More information

AlphaSolutions Reduced Volatility Bull-Bear

AlphaSolutions Reduced Volatility Bull-Bear AlphaSolutions Reduced Volatility Bull-Bear An investment model based on trending strategies coupled with market analytics for downside risk control Portfolio Goals Primary: Seeks long term growth of capital

More information

Diversified Alternatives Index

Diversified Alternatives Index The Morningstar October 2014 SM Diversified Alternatives Index For Financial Professional Use Only 1 5 Learn More indexes@morningstar.com +1 12 84-75 Contents Executive Summary The Morningstar Diversified

More information

A Pared-Down Approach to Stock Picking. That is Market-Neutral and Results-Driven

A Pared-Down Approach to Stock Picking. That is Market-Neutral and Results-Driven A Pared-Down Approach to Stock Picking That is Market-Neutral and Results-Driven Q1 2011 A white paper discussing how this strategy of market-neutral approaches delivers on its promise 1 A Pared-Down Approach

More information

Payout Ratio: The Most Influential Management Decision a Company Can Make?

Payout Ratio: The Most Influential Management Decision a Company Can Make? leadership series market research Payout Ratio: The Most Influential Management Decision a Company Can Make? January 2013 In today s equity market, payout ratios have a meaningful impact on both equity

More information

Investment manager research

Investment manager research Page 1 of 10 Investment manager research Due diligence and selection process Table of contents 2 Introduction 2 Disciplined search criteria 3 Comprehensive evaluation process 4 Firm and product 5 Investment

More information

U.S. Fixed Income: Potential Interest Rate Shock Scenario

U.S. Fixed Income: Potential Interest Rate Shock Scenario U.S. Fixed Income: Potential Interest Rate Shock Scenario Executive Summary Income-oriented investors have become accustomed to an environment of consistently low interest rates. Yields on the benchmark

More information

CSOP WTI Oil Annual Roll December Futures ER ETF. www.csopasset.com^

CSOP WTI Oil Annual Roll December Futures ER ETF. www.csopasset.com^ IMPORTANT: Investments involve risks. Investment value may rise or fall. Past performance information presented is not indicative of future performance. Investors should refer to the Prospectus and the

More information

The Case for Active Management in the Large Cap Growth Equity Universe

The Case for Active Management in the Large Cap Growth Equity Universe The Case for Active Management in the Large Cap Growth Equity Universe Pioneer US Concentrated Growth Strategy This case for active management examines risk-adjusted returns among large cap growth managers

More information

Obligation-based Asset Allocation for Public Pension Plans

Obligation-based Asset Allocation for Public Pension Plans Obligation-based Asset Allocation for Public Pension Plans Market Commentary July 2015 PUBLIC PENSION PLANS HAVE a single objective to provide income for a secure retirement for their members. Once the

More information

Seeking a More Efficient Fixed Income Portfolio with Asia Bonds

Seeking a More Efficient Fixed Income Portfolio with Asia Bonds Seeking a More Efficient Fixed Income Portfolio with Asia s Seeking a More Efficient Fixed Income Portfolio with Asia s Drawing upon different drivers for performance, Asia fixed income may improve risk-return

More information

SFDCP TARGET DATE FUND PORTFOLIO SUMMARY: January 29, 2016

SFDCP TARGET DATE FUND PORTFOLIO SUMMARY: January 29, 2016 SFDCP TARGET DATE FUND PORTFOLIO SUMMARY: January 29, 2016 SFDCP Target Date Funds Overview SFDCP Target Date Funds (each, a Fund and collectively the Funds or the SFDCP Target Date Funds ) were developed

More information

Understanding Managed Futures

Understanding Managed Futures Understanding Managed Futures February 2009 Introduction Managed futures have proven their strengths as an investment since the first funds were launched in the early 1970s. For over more than 30 years,

More information

Fixed Income Arbitrage

Fixed Income Arbitrage Risk & Return Fixed Income Arbitrage: Nickels in Front of a Steamroller by Jefferson Duarte Francis A. Longstaff Fan Yu Fixed Income Arbitrage Broad set of market-neutral strategies intended to exploit

More information

Investing 200: Behind the scenes on Western s two largest funds

Investing 200: Behind the scenes on Western s two largest funds Investing 200: Behind the scenes on Western s two largest funds Martin Bélanger Director, Investments November 20, 2015 Human Resources Disclaimer This presentation material was created to educate and

More information

Positioning Fixed Income for Rising Interest Rates

Positioning Fixed Income for Rising Interest Rates Positioning Fixed Income for Rising Interest Rates Investment Case: High-Yield Bonds Hedged with U.S. Treasuries Market Vectors Investment Grade Floating Rate ETF Designed to hedge the risk of rising interest

More information

Navigating through flexible bond funds

Navigating through flexible bond funds WHITE PAPER February 2015 For professional investors Navigating through flexible bond funds Risk management as a key focus point Kommer van Trigt Winfried G. Hallerbach Navigating through flexible bond

More information

Federal Reserve Bank of Atlanta Financial Markets Conference 2006. Hedge Fund: An Industry in its Adolescence

Federal Reserve Bank of Atlanta Financial Markets Conference 2006. Hedge Fund: An Industry in its Adolescence Federal Reserve Bank of Atlanta Financial Markets Conference 2006 Hedge Fund: An Industry in its Adolescence Presented by David A Hsieh Duke University Theme: Hedge Fund Business Model Consider the problem

More information

An Attractive Income Option for a Strategic Allocation

An Attractive Income Option for a Strategic Allocation An Attractive Income Option for a Strategic Allocation Voya Senior Loans Suite A strategic allocation provides potential for high and relatively steady income through most credit and rate cycles Improves

More information

Solutions Platform & Due Diligence Executing from the foundation of strategic asset allocation

Solutions Platform & Due Diligence Executing from the foundation of strategic asset allocation Solutions Platform & Due Diligence Executing from the foundation of strategic asset allocation We emphasize a thorough, disciplined process designed to identify and monitor what we believe to be the best

More information

Enterprise Pension Risk Assessing Corporate Risk Profiles When Setting Long-Term Pension Strategies

Enterprise Pension Risk Assessing Corporate Risk Profiles When Setting Long-Term Pension Strategies Enterprise Pension Risk Assessing Corporate Risk Profiles When Setting Long-Term Pension Strategies As many corporations try to determine the appropriate level of risk in their pension portfolios given

More information

THE ROLE OF LIQUID ALTERNATIVES IN WEALTH MANAGEMENT

THE ROLE OF LIQUID ALTERNATIVES IN WEALTH MANAGEMENT HEALTH WEALTH CAREER THE ROLE OF LIQUID ALTERNATIVES IN WEALTH MANAGEMENT SEPTEMBER 2015 In this short paper, we focus on liquid alternative products and will, 1) explain the investment theses for investing

More information

Exchange-traded Funds

Exchange-traded Funds Mitch Kosev and Thomas Williams* The exchange-traded fund (ETF) industry has grown strongly in a relatively short period of time, with the industry attracting greater attention as it grows in size. The

More information

SPDR EURO STOXX 50 ETF

SPDR EURO STOXX 50 ETF FEZ (NYSE Ticker) Summary Prospectus-January 31, 2016 Before you invest in the SPDR EURO STOXX 50 ETF (the Fund ), you may want to review the Fund's prospectus and statement of additional information,

More information

Emerging Markets Equity

Emerging Markets Equity Fact Sheet as of March 31, 2016 Emerging Markets Equity FIRM OVERVIEW Founded: 1974 Staff Total: 317 Investment Professionals: 52 Ownership: Employee-owned Investment Style: Value Investment Process: Bottom-up

More information

Principles and Practices in Credit Portfolio Management Findings of the 2011 IACPM Survey. www.iacpm.org

Principles and Practices in Credit Portfolio Management Findings of the 2011 IACPM Survey. www.iacpm.org Principles and Practices in Credit Portfolio Management Findings of the 2011 IACPM Survey www.iacpm.org TABLE OF CONTENTS I. INTRODUCTION...3 Survey Results Overview...3 Credit Portfolio Management Business

More information

Models of Risk and Return

Models of Risk and Return Models of Risk and Return Aswath Damodaran Aswath Damodaran 1 First Principles Invest in projects that yield a return greater than the minimum acceptable hurdle rate. The hurdle rate should be higher for

More information

The Role of Alternative Investments in a Diversified Investment Portfolio

The Role of Alternative Investments in a Diversified Investment Portfolio The Role of Alternative Investments in a Diversified Investment Portfolio By Baird Private Wealth Management Introduction Traditional Investments Domestic Equity International Equity Taxable Fixed Income

More information

ETF Specific Data Point Methodologies

ETF Specific Data Point Methodologies ETF Specific Data Point ethodologies orningstar ethodology Paper December 31 2010 2010 orningstar Inc. All rights reserved. The information in this document is the property of orningstar Inc. eproduction

More information

INVESTMENT POLICY April 2013

INVESTMENT POLICY April 2013 Policy approved at 22 April 2013 meeting of the Board of Governors (Minute 133:4:13) INVESTMENT POLICY April 2013 Contents SECTION 1. OVERVIEW SECTION 2. INVESTMENT PHILOSOPHY- MAXIMISING RETURN SECTION

More information

The Morningstar Category TM Classifications for Hedge Funds

The Morningstar Category TM Classifications for Hedge Funds The Morningstar Category TM Classifications for Hedge Funds Morningstar Methodology Paper Effective April 30, 2012 Contents Introduction 4 Directional Equity Asia/Pacific Long/Short Equity Bear-Market

More information

Navigator Fixed Income Total Return

Navigator Fixed Income Total Return CCM-15-12-1 As of 12/31/2015 Navigator Fixed Income Navigate Fixed Income with a Tactical Approach With yields hovering at historic lows, bond portfolios could decline if interest rates rise. But income

More information

Total Beta. An International Perspective: A Canadian Example. By Peter J. Butler, CFA, ASA

Total Beta. An International Perspective: A Canadian Example. By Peter J. Butler, CFA, ASA Total Beta An International Perspective: A Canadian Example By Peter J. Butler, CFA, ASA Introduction: This article will highlight total beta s applicability for appraisers around the world. While I have

More information

Equities (Stocks) 101

Equities (Stocks) 101 Equities (Stocks) 101 Tariq Ali Asghar www.emergingstar.com 1 TABLE OF CONTENTS 1. Common Shares 2. Preferred Shares 3. Dividends 4. Miller and Modigliani Theory 5. Dividends are Less Tax-Efficient 6.

More information

SUMMARY PROSPECTUS SIPT VP Conservative Strategy Fund (SVPTX) Class II

SUMMARY PROSPECTUS SIPT VP Conservative Strategy Fund (SVPTX) Class II April 30, 2016 SUMMARY PROSPECTUS SIPT VP Conservative Strategy Fund (SVPTX) Class II Before you invest, you may want to review the Fund s Prospectus, which contains information about the Fund and its

More information

Navigator Fixed Income Total Return

Navigator Fixed Income Total Return CCM-15-08-1 As of 8/31/2015 Navigator Fixed Income Total Return Navigate Fixed Income with a Tactical Approach With yields hovering at historic lows, bond portfolios could decline if interest rates rise.

More information

Leveraged ETFs: Pursuing Daily Targets in Volatile Markets

Leveraged ETFs: Pursuing Daily Targets in Volatile Markets Leveraged ETFs: Pursuing Daily Targets in Volatile Markets The Daily Objective The Direxion Shares Daily 3x Exchange Traded Funds (ETFs) seek to provide daily leveraged investment results that are either

More information

Good for you now, better for you later

Good for you now, better for you later Mutual Funds BMO Retirement Portfolios Good for you now, better for you later Just as a nutritious diet and exercise will help you live a longer and more fulfilling life, so too will a healthy investment

More information

PROFUNDS GROUP INVESTOR EDUCATION GUIDE 1 GEARED INVESTING. An introduction to leveraged and inverse funds

PROFUNDS GROUP INVESTOR EDUCATION GUIDE 1 GEARED INVESTING. An introduction to leveraged and inverse funds PROFUNDS GROUP INVESTOR EDUCATION GUIDE 1 GEARED INVESTING An introduction to leveraged and inverse funds GEARED FUNDS have generated a great deal of interest in recent years. Also known as LEVERAGED AND

More information