9
A Brief History of Quantitative Investing It’s a cooking class Sean Phayre, PhD Head Quantitative Investment Strategies For professional investors only – not for public distribution

A Brief History of Quantitative Investing · GB-220120-108155-1 . Title: ASI PowerPoint Template_SCREEN Author: Lee Lawson (WLT GB);[email protected] Created Date: 2/10/2020 1:17:13

  • Upload
    others

  • View
    1

  • Download
    0

Embed Size (px)

Citation preview

Page 1: A Brief History of Quantitative Investing · GB-220120-108155-1 . Title: ASI PowerPoint Template_SCREEN Author: Lee Lawson (WLT GB);studio-a@wlt.com Created Date: 2/10/2020 1:17:13

A Brief History of Quantitative Investing It’s a cooking class Sean Phayre, PhD Head Quantitative Investment Strategies

For professional investors only – not for public distribution

Page 2: A Brief History of Quantitative Investing · GB-220120-108155-1 . Title: ASI PowerPoint Template_SCREEN Author: Lee Lawson (WLT GB);studio-a@wlt.com Created Date: 2/10/2020 1:17:13

Source the Recipe

Prepare & mix the

ingredients

Cook!

Keep fresh!

Master Chef Challenge There are a number of stages to building a quantitively derived portfolio

Challenges at every

stage

Page 3: A Brief History of Quantitative Investing · GB-220120-108155-1 . Title: ASI PowerPoint Template_SCREEN Author: Lee Lawson (WLT GB);studio-a@wlt.com Created Date: 2/10/2020 1:17:13

Challenge 1 : Finding a recipe Delving into the past for inspiration

The opportunity in every threat Polarisation of fortunes continues to be evident in the UK in 2020

1960s 1970s

Markowitz Arbitrage

Pricing Theory

1980s 1990s

Fama & French

2000s 2010s

Computer Science, Data Science and significant Quant product launches The evolution

of “modern portfolio theory”

Page 4: A Brief History of Quantitative Investing · GB-220120-108155-1 . Title: ASI PowerPoint Template_SCREEN Author: Lee Lawson (WLT GB);studio-a@wlt.com Created Date: 2/10/2020 1:17:13

Challenge 2 : Preparing and combining the ingredients?

The impact of good combinations

0.00

0.20

0.40

0.60

0.80

1.00

1.20

1.40

0.0%

2.0%

4.0%

6.0%

8.0%

10.0%

12.0%

14.0%

Div Yield Book Yield Earnings Yield Value

Composite

RIs

k A

dju

ste

d R

etu

rn

Re

turn

& R

Isk

%p

.a.

Risk, Return & Risk Adjusted Return

Return Risk Risk Adjusted Return (Right Axis)

Page 5: A Brief History of Quantitative Investing · GB-220120-108155-1 . Title: ASI PowerPoint Template_SCREEN Author: Lee Lawson (WLT GB);studio-a@wlt.com Created Date: 2/10/2020 1:17:13

Challenge 3 : How much style factor intensity?

Index Value Quality

Momentum Size Low Volatility

Index Relative Factor Investing

Value Quality Momentum

Low Volatility Size

•Market-Cap weighted tracker

•Index matching

Index

•Factor tilts on Market-Cap weights

•Enhancing index return

•Factors make the weights

•Improving total return and risk

Total Return Factor Investing Market Cap Index Factor Investing

Source: Aberdeen Standard Investments

Page 6: A Brief History of Quantitative Investing · GB-220120-108155-1 . Title: ASI PowerPoint Template_SCREEN Author: Lee Lawson (WLT GB);studio-a@wlt.com Created Date: 2/10/2020 1:17:13

Challenge 4 : ‘keeping it fresh’

• When new information becomes available and portfolios need to be refreshed

• Prices change

• Valuations change

• Factor exposures change!

• New ingredients and techniques become available

• Correlations change

• But Causality rarely changes

The market never sleeps Relationships change

Investors have paid a price for diversifying across equity markets

Source: Aberdeen Standard Investment and FactSet

0%

50%

100%

150%

200%

250%

300%

350%

400%

US

Equities

Japanese

Equities

UK

Equities

European

Equities

Asian

Equities

Emerging

Market

Equities

£ Total Returns - 10 Years*

Source Morningstar – Total Returns in GBP Terms. *to 6/09/2019

Page 7: A Brief History of Quantitative Investing · GB-220120-108155-1 . Title: ASI PowerPoint Template_SCREEN Author: Lee Lawson (WLT GB);studio-a@wlt.com Created Date: 2/10/2020 1:17:13

Reasons to be optimistic

The Value factor might look like this but it also looks like this

Source: Aberdeen Standard Investments

Page 8: A Brief History of Quantitative Investing · GB-220120-108155-1 . Title: ASI PowerPoint Template_SCREEN Author: Lee Lawson (WLT GB);studio-a@wlt.com Created Date: 2/10/2020 1:17:13

• Pick a good clear Recipe

• Choose fine ingredients and mix well

• Correlation and causation

• Adhere to the steps in the recipe

• Season to taste

• Exercise patience

• Don’t over-indulge

• Enjoy

Conclusion

Page 9: A Brief History of Quantitative Investing · GB-220120-108155-1 . Title: ASI PowerPoint Template_SCREEN Author: Lee Lawson (WLT GB);studio-a@wlt.com Created Date: 2/10/2020 1:17:13

For professional clients only – Not for public distribution Past performance is not a guide to future results. The value of investments, and the income from them, can go down as well as up and clients may get back less than the amount invested.

The views expressed in this presentation should not be construed as advice or an investment recommendation on how to construct a portfolio or whether to buy, retain or sell a particular investment. The information contained in the presentation is for exclusive use by professional customers/eligible counterparties (ECPs) and not the general public. The information is being given only to those persons who have received this document directly from Aberdeen Asset Managers Limited or Standard Life Investments Limited (together “Aberdeen Standard Investments”) and must not be acted or relied upon by persons receiving a copy of this document other than directly from Aberdeen Standard Investments. No part of this document may be copied or duplicated in any form or by any means or redistributed without the written consent of Aberdeen Standard Investments.

The information contained herein including any expressions of opinion or forecast have been obtained from or is based upon sources believed by us to be reliable but is not guaranteed as to the accuracy or completeness.

Any data contained herein which is attributed to a third party ("Third Party Data") is the property of (a) third party supplier(s) (the “Owner”) and is licensed for use by Standard

Life Aberdeen*. Third Party Data may not be copied or distributed. Third Party Data is provided “as is” and is not warranted to be accurate, complete or timely. To the extent permitted by applicable law, none of the Owner, Standard Life Aberdeen* or any other third party (including any third party involved in providing and/or compiling Third Party Data) shall have any liability for Third Party Data or for any use made of Third Party Data. Neither the Owner nor any other third party sponsors, endorses or promotes the fund or product to which Third Party Data relates.

• Standard Life Aberdeen means the relevant member of Standard Life Aberdeen group, being Standard Life Aberdeen plc together with its subsidiaries, subsidiary undertakings and associated companies (whether direct or indirect) from time to time.

Aberdeen Asset Managers Limited, registered in Scotland (SC108419) at 10 Queen’s Terrace, Aberdeen, AB10 1XL. Standard Life Investments Limited. Registered in Scotland (SC123321) at 1 George Street, Edinburgh EH2 2LL. Both companies are authorised and regulated in the UK by the Financial Conduct Authority. GB-220120-108155-1