26
© 2016 MSCI Inc. All rights reserved. Please refer to the disclaimer at the end of this document. HARNESSING THE POWER OF FACTORS November 2017 Jean-Maurice Ladure, CFA Head of Equity Applied Research, EMEA

HARNESSING THE POWER OF FACTORS

  • Upload
    others

  • View
    7

  • Download
    0

Embed Size (px)

Citation preview

Page 1: HARNESSING THE POWER OF FACTORS

© 2016 MSCI Inc. All rights reserved.

Please refer to the disclaimer at the end of this document.

HARNESSING THE POWER OF FACTORS

November 2017

Jean-Maurice Ladure, CFA

Head of Equity Applied Research, EMEA

Page 2: HARNESSING THE POWER OF FACTORS

KEY QUESTION

2

Does Factor Investing provide a credible

alternative to Active Management?

Page 3: HARNESSING THE POWER OF FACTORS

IMPORTANCE OF FACTORS IN EXPLAINING PERFORMANCE

3

“Approximately 70% of all active

returns on the overall fund can be

explained by exposures to systematic

factors”

-Ang, Goetzmann, Schaefer

Report on Norway’s Government Pension Fund

“Alpha decreases from 18 bps to as

low as 3 bps monthly, a reduction of

as much as 80%”

-MSCI’s award winning research paper

“Can Alpha Be Captured by Risk Premia?”

Ang, A., W. Goetzmann, and S. Schaefer, 2009. “Evaluation of Active Management of the Norwegian Government Pension Fund Global”.

Bender, J., Hammond, B. Mok, W, 2014. “Can Alpha Be Captured by Risk Premia?”. Journal of Portfolio Management, Winter 2014.

Portfolio Return

1960s

Alpha

MarketReturn

1980s

Alpha

FactorReturn

MarketReturn

2000s

Page 4: HARNESSING THE POWER OF FACTORS

FACTOR INVESTING IN THE ASSET ALLOCATION PROCESS

4

• “Third Way” between market-cap

passive and active investment

• Factor Investing is not new:

─ Factors have long been used in risk

models and quantitative investment

strategies

─ They also can explain part of the long

term portfolio performance of

fundamental active investors*

• Factor indexes provide a

transparent, rules-based and cost-

effective method to seek

systematic exposure to Factors

Market Return

Transparent Implementation

Active Return

Passive Investing

DiscretionaryImplementation

FactorInvesting Active

Management

6 KEY FACTORS

*For example, see “Buffett’s Alpha”, NBER Paper, Andrea Frazzini, David Kabiller and Lasse Pedersen, December 2013

Page 5: HARNESSING THE POWER OF FACTORS

DIFFERENT APPROACHES TO CONSTRUCT FACTOR INDEXES

5

Pure

Factors

Mkt Neutral

Factor Indexes

Long Short

Factor Indexes

Optimized Factor Indexes

High Exposure Factor Indexes

High Capacity Factor Indexes

Market Cap Benchmark Indexes

• Higher Factor Exposure

• Higher Complexity

• Lower Investability

MSCI Market Neutral Barra Factor Indexes

MSCI Long Short Barra Factor Indexes

MSCI Enhanced Value Index

MSCI Value

Weighted Index

MSCI ACWI IMI

MSCI Minimum Volatility Index

Examples of existing MSCI factor indexes based on different factor index construction methodologies:

Page 6: HARNESSING THE POWER OF FACTORS

FACTORS SHOW LONG TERM OUTPERFORMANCE

6

Page 7: HARNESSING THE POWER OF FACTORS

COMBINING FACTORS IN THE LONG-TERM

7

Page 8: HARNESSING THE POWER OF FACTORS

USE CASE #1 – TARGETING SPECIFIC FACTORS

8

“ I believe in the long term premium

of some factors and would like to

benefit from a combination of those”

Page 9: HARNESSING THE POWER OF FACTORS

• A common definition of quality companies is “high

profitability, earning persistency, and low leverage”

• Financial quality descriptors are readily available in financial

statement

• Quality companies tend to be expensive

• Leading to the opportunity to combine Quality and Valuation

USE CASE #1 – INVESTING IN QUALITY FACTOR

9

PROFITA

BILITY

EARNINGS

QUALITY

FINANCIAL

LEVERAGE

Financial Quality

Page 10: HARNESSING THE POWER OF FACTORS

MSCI QUALITY MIX: HOW IT PERFORMS

10

Key Metrics

MSCI ACWIACWI

Quality

ACWI Sector

Neutral

Quality

ACWI Factor

Mix A-series

(USD)

Total Return* (%) 5.7 7.1 6.8 7.5

Total Risk (%) 15.4 13.9 14.7 12.9

Return/Risk 0.37 0.51 0.46 0.58

Sharpe Ratio 0.23 0.36 0.32 0.42

Active Return (%) 0.0 1.4 1.2 1.8

Tracking Error (%) 0.0 4.0 2.7 3.3

Information Ratio NaN 0.35 0.44 0.56

Historical Beta 1.00 0.87 0.94 0.83

No of Stocks*** 2417 497 596 2405

Turnover** (%) 3.3 23.1 29.1 20.1

Price To Book*** 2.2 4.3 3.3 2.4

Price to Earnings*** 18.3 16.8 15.7 17.4

Dividend Yield*** (%) 2.3 2.1 2.4 2.5

Period: 31-Dec-1998 to 31-Oct-2017

* Gross returns annualized in USD

** Annualized one-way index turnover over index reviews

*** Monthly averages

The definitions of all statistical parameters are available in the Appendix

Performance (%)

MSCI ACWIACWI

Quality

ACWI Sector

Neutral

Quality

ACWI Factor

Mix A-series

(USD)

YTD 20.2 23.7 20.5 19.1

1 Yr 23.7 24.7 23.0 21.4

3 Yr 8.5 10.3 8.0 9.2

5 Yr 11.4 12.8 11.0 11.7

10 Yr 4.3 7.3 5.5 6.1

Gross returns in USD for the period ending 31-Oct-2017

Returns are annualized for periods longer than one year

Page 11: HARNESSING THE POWER OF FACTORS

USE CASE #2 – EQUITY RISK REDUCTION

11

“ I want to remain invested in equities

but would like to reduce my risk”

Page 12: HARNESSING THE POWER OF FACTORS

USE CASE #2 – EQUITY RISK REDUCTION

12

MSCI Minimum Volatility: How it works?

Page 13: HARNESSING THE POWER OF FACTORS

MSCI MINIMUM VOLATILITY: HOW IT PERFORMS

13

Key Metrics

MSCI ACWIACWI Min Vol

(USD)

Total Return* (%) 5.7 8.3

Total Risk (%) 15.4 10.2

Return/Risk 0.37 0.81

Sharpe Ratio 0.23 0.60

Active Return (%) 0.0 2.6

Tracking Error (%) 0.0 7.9

Information Ratio NaN 0.33

Historical Beta 1.00 0.59

No of Stocks*** 2417 350

Turnover** (%) 3.3 24.7

Price To Book*** 2.2 2.5

Price to Earnings*** 18.3 18.7

Dividend Yield*** (%) 2.3 2.7

Period: 31-Dec-1998 to 31-Oct-2017

* Gross returns annualized in USD

** Annualized one-way index turnover over index reviews

*** Monthly averages

The definitions of all statistical parameters are available in the Appendix

Performance (%)

MSCI ACWIACWI Min Vol

(USD)

YTD 20.2 15.0

1 Yr 23.7 15.1

3 Yr 8.5 9.1

5 Yr 11.4 11.0

10 Yr 4.3 6.9

Gross returns in USD for the period ending 31-Oct-2017

Returns are annualized for periods longer than one year

Page 14: HARNESSING THE POWER OF FACTORS

CONCLUSIONS – AND A WORD OF CAUTION

14

Allocation to Multi Factor Strategies

Investment

Horizon

Investment

Beliefs

Governance

Structures

Diversified

Exposure

• Factor based strategies have historically produced long-term outperformance

but have also experienced significant multi-year periods of underperformance

• Factor investing requires strong investment beliefs that the historical premium

will persist and governance structures to withstand underperformance periods

• Allocating to multiple factors may provide investors with a transparent, flexible

and cost-effective way to seek diversified exposure to a portfolio of risk premia

Page 15: HARNESSING THE POWER OF FACTORS

APPENDIX

Page 16: HARNESSING THE POWER OF FACTORS

USE CASE #3 – RISK/RETURN ENHANCEMENT

16

• The DMF index had higher absolute and risk

adjusted historical performance

• The DMF approach produced higher active

return, higher tracking error and IR

• Total risk and historical beta similar and close to

the parent index

• Turnover similar while DMF index approach had

lower average valuations

Key Metrics

MSCI World

World

Diversified

Factor Mix

World

Diversified

Multiple-factor

Total Return* (%) 5.5 7.8 10.0

Total Risk (%) 15.0 13.9 15.2

Return/Risk 0.37 0.56 0.66

Sharpe Ratio 0.23 0.41 0.52

Active Return (%) 0.0 2.3 4.5

Tracking Error (%) 0.0 2.8 4.1

Information Ratio NaN 0.81 1.10

Historical Beta 1.00 0.91 0.98

No of Stocks*** 1621 1621 448

Turnover** (%) 2.9 30.8 40.1

Price To Book*** 2.2 2.1 1.9

Price to Earnings*** 18.8 17.7 13.9

Dividend Yield*** (%) 2.3 2.6 2.3

Period: 31-Dec-1998 to 31-Oct-2017

* Gross returns annualized in USD

** Annualized one-way index turnover over index reviews

*** Monthly averages

The definitions of all statistical parameters are available in the Appendix

Performance (%)

MSCI World

World

Diversified

Factor Mix

World

Diversified

Multiple-factor

YTD 18.8 19.7 22.5

1 Yr 23.3 22.3 27.3

3 Yr 8.7 9.6 10.8

5 Yr 12.2 12.6 14.5

10 Yr 4.7 5.5 6.9

Gross returns in USD for the period ending 31-Oct-2017

Returns are annualized for periods longer than one year

Page 17: HARNESSING THE POWER OF FACTORS

TRANSPARENCY IN PERFORMANCE ATTRIBUTION

17

2.34

4.17

Risk Indices

VALUE0.30 0.55 0.23

0.35 0.61 -0.02

BtoP Earn. Yield LT Reversal

MOM.0.98

1.19

Momentum

QUALITY0.18 0.07 0.19 0.28 0.080.04 0.06 0.22 0.31 0.00

Leverage Earn. Qlty Inv. Qlty Profitability Earn. Var.

Index: World Diversified Multiple-factorPeriod: 31-Dec-1998 to 31-Oct-2017

Return (%)

Risk (% Std Dev)

Annualized Gross Returns

Total

9.98

15.24

5.51 4.48

15.03 4.08

Benchmark Active

0.04

0.63 0.77 1.70 2.01

0.02 0.28 -0.03

Asset

Selection Selection

Currency Countries Industries

0.07 0.460.14

Growth Liquidity

0.08 -0.03 -0.18

Div. Yield

1.01 0.66

0.31 0.42

Beta Res. Vol.

SIZE1.85 0.77

0.58 0.23

Size Mid Cap

Page 18: HARNESSING THE POWER OF FACTORS

TRENDS IN FACTOR INVESTING

18

OVER USD 210 BILLION IN ASSETS

BENCHMARKED TO MSCI FACTOR

INDEXES AS OF MARCH 2017

Data as of March, 2017 and reported as of June,2017 by eVestment, Morningstar, Bloomberg and MSCI.

4 years CAGR: 40%

0

50

100

150

200

250

Ma

r'1

3

Se

p'1

3

Ma

r'1

4

Se

p'1

4

Ma

r'1

5

Se

p'1

5

Ma

r'1

6

Se

p'1

6

Ma

r'1

7

FACTOR INDEX AUM GROWTH

CAGR: 41%

Page 19: HARNESSING THE POWER OF FACTORS

THE MSCI FAMILY OF STANDARD SINGLE FACTOR INDEXES

19

Factors High Capacity Factor Indexes High Exposure Factor Indexes

Value MSCI Value Weighted Index MSCI Enhanced Value Index

Size MSCI Size Tilt Index MSCI Equal Weighted Index

Momentum MSCI Momentum Tilt Index MSCI Momentum Index

Yield MSCI Dividend Tilt Index MSCI High Dividend Yield Index

Quality MSCI Quality Tilt Index MSCI Quality Index

Volatility MSCI Volatility Tilt Index MSCI Minimum Volatility IndexLOW VOLATILITY

HIGH YIELD

QUALITY

MOMENTUM

VALUE

SIZE

Page 20: HARNESSING THE POWER OF FACTORS

MSCI SINGLE FACTOR INDEXES METHODOLOGY OVERVIEW

20

Index Enhanced Value Equal Weighted Momentum Quality High Dividend Yield Minimum Volatility

Objective

• High exposure to

the value factor +

low exposure to

all other factors

• Negative size

factor exposure +

low exposure to

all other factors

• High exposure to

momentum + low

exposure to all

other factors

• High exposure to

the quality factor

+ low exposure to

all other factors

• High exposure to

dividend yield +

low exposure to

all other factors

• Negative volatility

factor exposure +

low exposure to all

other factors

Selection

• PB + PE + EV/CFO

(except Financial)

• Calculate sector

relative scores

• Select highest

score securities

• By applying equal

weight across the

parent index we

overweight lower

capitalization

parent index

constituents

• 6m and 12m risk

adjusted return

(excluding 1m)

• Calculate scores

across universe

• Select highest

score securities

• ROE + D/E + Low

Earn Variability

(EPS g in last 5Y)

• Calculate scores

across universe

• Select highest

score securities

• Yield (YLD > 1.3x)

• Quality (QTY > 0)

• Persistency

(5Y DPSG > 0)

• Sustainability

(exc top 5% PR)

• Yield Trap (R<<0)

• Security selection

based on min var

optimization

• Covariance matrix

from Barra GEM2

risk model

Weighting • Score x Mkt Cap • Equal Weights • Score x Mkt Cap • Score x Mkt Cap • Mkt Cap Weights• Weights based

on optimization

Constraints • Sector neutral • No constraints • Max 5% Weight • Max 5% Weight • Max 5% Weight

• 1.5% or 20x BM

• Constraints on

countries, sectors

and other factors

Rebalancing• Semi annual /

buffers• Quarterly

• Semi annual /

buffers

• Conditional

rebalancing

• Semi annual /

buffers

• Semi annual /

buffers

• Semi annual /

max 20% TO

Table provides methodology highlights. Details can be found in the Index Methodology books available on msci.com.

Page 21: HARNESSING THE POWER OF FACTORS

WORLD SINGLE & MULTI INDEXES – HIGH EXPOSURE

21

Key Metrics

World

World

Minimum

Volatility (USD)

World Equal

Weighted

World

Enhanced

Value

World High

Dividend Yield

World

MomentumWorld Quality

World

Diversified

Factor Mix

World

Diversified

Multiple-factor

Total Return* (%) 5.5 7.1 8.2 9.9 6.6 8.1 6.8 7.8 10.0

Total Risk (%) 15.0 10.7 16.2 17.2 14.9 15.4 13.4 13.9 15.2

Return/Risk 0.37 0.67 0.51 0.58 0.44 0.52 0.51 0.56 0.66

Sharpe Ratio 0.23 0.47 0.38 0.45 0.30 0.39 0.35 0.41 0.52

Active Return (%) 0.0 1.6 2.7 4.4 1.1 2.6 1.3 2.3 4.5

Tracking Error (%) 0.0 7.5 4.6 5.8 5.7 8.2 4.2 2.8 4.1

Information Ratio NaN 0.22 0.59 0.77 0.19 0.31 0.30 0.81 1.10

Historical Beta 1.00 0.63 1.03 1.08 0.92 0.88 0.86 0.91 0.98

No of Stocks*** 1621 281 1621 396 392 346 298 1621 448

Turnover** (%) 2.9 25.0 16.7 35.6 18.9 95.4 23.1 30.8 40.1

Price To Book*** 2.2 2.5 1.7 1.2 2.1 3.0 4.6 2.1 1.9

Price to Earnings*** 18.8 19.1 22.6 14.7 14.1 22.2 17.2 17.7 13.9

Dividend Yield*** (%) 2.3 2.6 2.3 2.8 3.9 1.7 2.1 2.6 2.3

Period: 31-Dec-1998 to 31-Oct-2017

* Gross returns annualized in USD

** Annualized one-way index turnover over index reviews

*** Monthly averages

The definitions of all statistical parameters are available in the Appendix

Performance (%)

World

World

Minimum

Volatility (USD)

World Equal

Weighted

World

Enhanced

Value

World High

Dividend Yield

World

MomentumWorld Quality

World

Diversified

Factor Mix

World

Diversified

Multiple-factor

YTD 18.8 14.5 19.0 17.6 15.4 29.7 21.8 19.7 22.5

1 Yr 23.3 15.3 22.4 23.3 18.6 32.1 24.2 22.3 27.3

3 Yr 8.7 10.1 8.9 7.8 7.1 13.2 10.4 9.6 10.8

5 Yr 12.2 11.7 12.1 12.9 10.1 14.8 13.2 12.6 14.5

10 Yr 4.7 6.4 4.9 3.9 3.8 6.3 7.7 5.5 6.9

Gross returns in USD for the period ending 31-Oct-2017

Returns are annualized for periods longer than one year

Page 22: HARNESSING THE POWER OF FACTORS

WORLD FACTOR INDEXES – HIGH CAPACITY

22

Key Metrics

MSCI WorldWorld Volatility

TiltWorld Size Tilt

World Value

WeightedWorld Dividend Tilt

World Momentum

TiltWorld Quality Tilt

Total Return* (%) 5.5 6.3 6.9 6.4 6.8 6.6 6.2

Total Risk (%) 15.0 12.8 15.4 15.9 13.5 14.7 14.4

Return/Risk 0.37 0.49 0.45 0.40 0.50 0.45 0.43

Sharpe Ratio 0.23 0.33 0.31 0.27 0.35 0.30 0.28

Active Return (%) 0.0 0.8 1.4 0.9 1.3 1.0 0.6

Tracking Error (%) 0.0 3.5 2.4 3.4 3.8 3.5 1.5

Information Ratio NaN 0.24 0.58 0.27 0.34 0.30 0.43

Historical Beta 1.00 0.84 1.01 1.04 0.87 0.95 0.95

No of Stocks*** 1621 1616 1616 1616 839 1616 1586

Turnover** (%) 2.9 11.5 11.2 17.2 22.7 45.6 11.2

Price To Book*** 2.2 2.4 2.0 1.7 2.4 2.5 2.6

Price to Earnings*** 18.8 17.6 20.2 17.8 15.4 19.8 17.7

Dividend Yield*** (%) 2.3 2.6 2.3 2.7 3.2 2.1 2.2

Period: 31-Dec-1998 to 31-Oct-2017

* Gross returns annualized in USD

** Annualized one-way index turnover over index reviews

*** Monthly averages

The definitions of all statistical parameters are available in the Appendix

Performance (%)

MSCI WorldWorld Volatility

TiltWorld Size Tilt

World Value

WeightedWorld Dividend Tilt

World Momentum

TiltWorld Quality Tilt

YTD 18.8 16.8 18.9 17.2 17.7 22.9 19.7

1 Yr 23.3 21.4 22.8 24.4 22.0 26.8 23.8

3 Yr 8.7 8.4 8.7 8.1 8.1 10.6 9.2

5 Yr 12.2 11.6 12.2 11.9 11.1 13.7 12.5

10 Yr 4.7 5.4 4.9 3.9 5.5 5.7 5.8

Gross returns in USD for the period ending 31-Oct-2017

Returns are annualized for periods longer than one year

Page 23: HARNESSING THE POWER OF FACTORS

TRACK RECORD FOR WORLD FACTORS

23

Performance Relative to the World

YTD 1Y 3Y 5Y 10Y 15Y Since '99 Since Live Live Date

MSCI World - - - - - - - -

Minimum Volatility -4.2% -8.0% 1.3% -0.4% 1.7% 0.8% 1.6% 1.5% 14/04/2008

High Dividend Yield -3.4% -4.7% -1.7% -2.1% -0.9% -0.1% 1.1% -0.8% 31/10/2006

Quality 3.0% 1.0% 1.7% 1.1% 3.0% 1.0% 1.3% 1.6% 18/12/2012

Momentum 10.9% 8.9% 4.5% 2.7% 1.6% 2.3% 2.6% 3.4% 11/12/2013

Enhanced Value -1.2% 0.0% -0.9% 0.7% -0.8% 2.7% 4.4% -1.8% 11/08/2014

Equal Weighted 0.3% -0.9% 0.2% -0.1% 0.2% 2.1% 2.7% 0.6% 22/01/2008

Diversified Multiple-factor 3.7% 4.1% 2.0% 2.3% 2.2% 3.6% 4.5% 1.3% 19/03/2015

Note: Al l returns are in USD, Gross , annua l i s ed except YTD

As of end of October 2017

Page 24: HARNESSING THE POWER OF FACTORS

ABOUT MSCI

24

For more than 40 years, MSCI’s research-based indexes and analytics have helped

the world’s leading investors build and manage better portfolios. Clients rely on

our offerings for deeper insights into the drivers of performance and risk in their

portfolios, broad asset class coverage and innovative research.

Our line of products and services includes indexes, analytical models, data, real

estate benchmarks and ESG research.

MSCI serves 98 of the top 100 largest money managers, according to the most

recent P&I ranking.

For more information, visit us at www.msci.com.

Page 25: HARNESSING THE POWER OF FACTORS

AMERICAS

Americas 1 888 588 4567 *

Atlanta + 1 404 551 3212

Boston + 1 617 532 0920

Chicago + 1 312 675 0545

Monterrey + 52 81 1253 4020

New York + 1 212 804 3901

San Francisco + 1 415 836 8800

Sao Paulo + 55 11 3706 1360

Toronto + 1 416 628 1007

* = toll free

CONTACT US

25

EUROPE, MIDDLE EAST

& AFRICA

Cape Town + 27 21 673 0100

Frankfurt + 49 69 133 859 00

Geneva + 41 22 817 9777

London + 44 20 7618 2222

Milan + 39 02 5849 0415

Paris 0800 91 59 17 *

ASIA PACIFIC

China North 10800 852 1032 *

China South 10800 152 1032 *

Hong Kong + 852 2844 9333

Mumbai + 91 22 6784 9160

Seoul 00798 8521 3392 *

Singapore 800 852 3749 *

Sydney + 61 2 9033 9333

Taipei 008 0112 7513 *

Tokyo 81 3 5290 1555

msci.com

[email protected]

Page 26: HARNESSING THE POWER OF FACTORS

This document and all of the information contained in it, including without limitation all text, data, graphs, charts (collectively, the “Information”) is the property of MSCI Inc. or its subsidiaries (collectively, “MSCI”), or MSCI’s licensors, direct or indirect

suppliers or any third party involved in making or compiling any Information (collectively, with MSCI, the “Information Providers”) and is provided for informational purposes only. The Information may not be modified, reverse-engineered, reproduced

or redisseminated in whole or in part without prior written permission from MSCI.

The Information may not be used to create derivative works or to verify or correct other data or information. For example (but without limitation), the Information may not be used to create indexes, databases, risk models, analytics, software, or in

connection with the issuing, offering, sponsoring, managing or marketing of any securities, portfolios, financial products or other investment vehicles utilizing or based on, linked to, tracking or otherwise derived from the Information or any other MSCI

data, information, products or services.

The user of the Information assumes the entire risk of any use it may make or permit to be made of the Information. NONE OF THE INFORMATION PROVIDERS MAKES ANY EXPRESS OR IMPLIED WARRANTIES OR REPRESENTATIONS WITH RESPECT TO

THE INFORMATION (OR THE RESULTS TO BE OBTAINED BY THE USE THEREOF), AND TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, EACH INFORMATION PROVIDER EXPRESSLY DISCLAIMS ALL IMPLIED WARRANTIES (INCLUDING, WITHOUT

LIMITATION, ANY IMPLIED WARRANTIES OF ORIGINALITY, ACCURACY, TIMELINESS, NON-INFRINGEMENT, COMPLETENESS, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE) WITH RESPECT TO ANY OF THE INFORMATION.

Without limiting any of the foregoing and to the maximum extent permitted by applicable law, in no event shall any Information Provider have any liability regarding any of the Information for any direct, indirect, special, punitive, consequential

(including lost profits) or any other damages even if notified of the possibility of such damages. The foregoing shall not exclude or limit any liability that may not by applicable law be excluded or limited, including without limitation (as applicable), any

liability for death or personal injury to the extent that such injury results from the negligence or willful default of itself, its servants, agents or sub-contractors.

Information containing any historical information, data or analysis should not be taken as an indication or guarantee of any future performance, analysis, forecast or prediction. Past performance does not guarantee future results.

The Information should not be relied on and is not a substitute for the skill, judgment and experience of the user, its management, employees, advisors and/or clients when making investment and other business decisions. All Information is impersonal

and not tailored to the needs of any person, entity or group of persons.

None of the Information constitutes an offer to sell (or a solicitation of an offer to buy), any security, financial product or other investment vehicle or any trading strategy.

It is not possible to invest directly in an index. Exposure to an asset class or trading strategy or other category represented by an index is only available through third party investable instruments (if any) based on that index. MSCI does not issue,

sponsor, endorse, market, offer, review or otherwise express any opinion regarding any fund, ETF, derivative or other security, investment, financial product or trading strategy that is based on, linked to or seeks to provide an investment return related

to the performance of any MSCI index (collectively, “Index Linked Investments”). MSCI makes no assurance that any Index Linked Investments will accurately track index performance or provide positive investment returns. MSCI Inc. is not an

investment adviser or fiduciary and MSCI makes no representation regarding the advisability of investing in any Index Linked Investments.

Index returns do not represent the results of actual trading of investible assets/securities. MSCI maintains and calculates indexes, but does not manage actual assets. Index returns do not reflect payment of any sales charges or fees an investor may pay

to purchase the securities underlying the index or Index Linked Investments. The imposition of these fees and charges would cause the performance of an Index Linked Investment to be different than the MSCI index performance.

The Information may contain back tested data. Back-tested performance is not actual performance, but is hypothetical. There are frequently material differences between back tested performance results and actual results subsequently achieved by

any investment strategy.

Constituents of MSCI equity indexes are listed companies, which are included in or excluded from the indexes according to the application of the relevant index methodologies. Accordingly, constituents in MSCI equity indexes may include MSCI Inc.,

clients of MSCI or suppliers to MSCI. Inclusion of a security within an MSCI index is not a recommendation by MSCI to buy, sell, or hold such security, nor is it considered to be investment advice.

Data and information produced by various affiliates of MSCI Inc., including MSCI ESG Research Inc. and Barra LLC, may be used in calculating certain MSCI indexes. More information can be found in the relevant index methodologies on www.msci.com.

MSCI receives compensation in connection with licensing its indexes to third parties. MSCI Inc.’s revenue includes fees based on assets in Index Linked Investments. Information can be found in MSCI Inc.’s company filings on the Investor Relations

section of www.msci.com.

MSCI ESG Research Inc. is a Registered Investment Adviser under the Investment Advisers Act of 1940 and a subsidiary of MSCI Inc. Except with respect to any applicable products or services from MSCI ESG Research, neither MSCI nor any of its products

or services recommends, endorses, approves or otherwise expresses any opinion regarding any issuer, securities, financial products or instruments or trading strategies and MSCI’s products or services are not intended to constitute investment advice or

a recommendation to make (or refrain from making) any kind of investment decision and may not be relied on as such. Issuers mentioned or included in any MSCI ESG Research materials may include MSCI Inc., clients of MSCI or suppliers to MSCI, and

may also purchase research or other products or services from MSCI ESG Research. MSCI ESG Research materials, including materials utilized in any MSCI ESG Indexes or other products, have not been submitted to, nor received approval from, the

United States Securities and Exchange Commission or any other regulatory body.

Any use of or access to products, services or information of MSCI requires a license from MSCI. MSCI, Barra, RiskMetrics, IPD, FEA, InvestorForce, and other MSCI brands and product names are the trademarks, service marks, or registered trademarks of

MSCI or its subsidiaries in the United States and other jurisdictions. The Global Industry Classification Standard (GICS) was developed by and is the exclusive property of MSCI and Standard & Poor’s. “Global Industry Classification Standard (GICS)” is a

service mark of MSCI and Standard & Poor’s.

NOTICE AND DISCLAIMER

26