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Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

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Page 1: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Cross-Cultural factors and Portfolio Choice

Daniel Egan, Greg Davies, Peter Brooks

Barclays Wealth Behavioural Analytics

FUR Conference

01/07/2008

Page 2: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

2

Building Individual Portfolios

Irrational

Cultural

Individual

Circumstantial

How do we interpret and use variation in behaviour and preferences?

?

Page 3: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

3

Survey and Dataset

UK SG TW HK CN INN= 2,468 353 398 415 443 389 468

Male % 63 51 69 63 71 57Age- mean (sd) 41 (10) 38 (9) 39 (9) 40 (8) 34 (7) 33 (10)

Preliminary filterearned equal to or greater than the top 10th local percentile of income earners reported investable wealth equal to twice the top 10th local percentile of income

SurveySection I - DemographicsSection II - 80 questions relating to investment and personality traits.

All questions in Section II were randomised.English in the UK, Singapore, and IndiaLocal script in Hong Kong, Taiwan, and China (PRC)

Validation Filter-- Must have taken reasonable time to complete survey -- Must have answered a few questions consistently

-not preferring a 5% return over a 20% return or a 15% return. - The total effect was to remove an average 10% of each locations sampled

Page 4: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Key Variables

4

Page 5: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Risk Tolerance

5

Have to fix order to be consistent!!

Risk Tolerance Score Risk Tolerance Profile

Page 6: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Portfolio Choice

£0

£5,000

£10,000

£15,000

£20,000

£25,000

£30,000

£35,000

£40,000

Portfolio1 Portfolio2 Portfolio3 Portfolio4 Portfolio5

High

Most Likely

Low

6

“The chart shows the high, low and most likely final values of £12,500 invested in 5 different portfolios for 5 years. For example, in Portfolio 1 you will get £13,500 and in Portfolio 5 you end up getting anything between £7,500 and £34,000, but the most likely amount is £19,000. Which portfolio would you prefer?”

Which portfolio would you prefer? No large differences across nations

Page 7: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Risk Perception

£0

£5,000

£10,000

£15,000

£20,000

£25,000

£30,000

£35,000

£40,000

High

Most Likely

Low

7

The chart shows the high, low and most likely final values of a £12,500 investment in 5 years. Please rate how risky you think this investment is.”

How risky is this investment? That depends...

Page 8: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Monthly returns Jan 2000 – June 2008

8

Page 9: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Return Expectations

9

Classifying expectations Shows what “good” returns are

Excellent

Good

Neither bad

nor good

Poor

Terrible

Page 10: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Bivariate analysis

Predicting Portfolio Choice

10

Page 11: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Risk tolerance

11

Portfolio Choices by Risk Tolerance Score

Least risky

Most Risky

** Statistically significant differences in mean portfolio choice across Risk Tolerance Profiles

Page 12: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Risk Perception

12

Mean Portfolio Choice by Risk Perception

Page 13: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Higher return expectations do drive riskier choice

13

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Portfolio 1 Portfolio 2 Portfolio 3 Portfolio 4 Portfolio 5

High Expectations

Low Expectations

Responsive Expectations

Middle Expectations

Returns Expectations and Portfolio ChoiceCumulative Choice

Cumulative distribution of each returns expectation profileacross choices of portfolio

Page 14: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Comparative explanatory power

Predicting Portfolio Choice

14

Page 15: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Baseline Difference in Portfolio Choice

15

UK SG TW HK CN IN

Difference from UK

Page 16: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Allow effect of Risk Tolerance to vary

16

UK SG TW HK CN IN SG TW HK CN INUK

Intercepts

Difference from UK Difference from UK

Page 17: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Allow effect of Risk Perception to vary

17

UK SG TW HK CN IN SG TW HK CN INUK

Intercepts

Difference from UK Difference from UK

Page 18: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Intercepts

Allow different Returns Expectations

18

UK SG TW HK CN IN

Difference from UK

Mod High Resp

Page 19: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

All together now!

19

RT

Baseline Main Effects Interactions

Page 20: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Conclusions

Controlling for: Risk Tolerance; Risk Perception; Returns Expectations; Country-specific effects;

Only China maintains base-level difference in portfolio choice

Risk Tolerance always predictive Singaporeans more sensitive

20

Risk Perception not predictive

Except China – negative!

Returns Expectations are! Especially when interacted

with Risk Tolerance

Page 21: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Fin.

21

Page 22: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

dd month year

22

Page 23: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Social support network effects perceptions, not choices.

dd month year

23

Risk perception and social support Portfolio choice and social support

"If things went wrong financially, I could rely upon the support of my family and friends."

"If things went wrong financially, I could rely upon the support of my family and friends."

Page 24: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

dd month year

24

Page 25: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

dd month year

25

A progression of cultural differences

A Similarity index (UK based) reveals an intuitive progression

0.65

0.70

0.75

0.80

0.85

0.90

0.95

1.00

SG TW HK IN CN

The more mature the economy and market, the more it resembles the UK

The more dislike the UK, the higher the variance of its measurements

Indicates lack of stability in market expectations and understanding

Page 26: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Two models of the investment decision

multi-attribute representation

allows better comparison of constituent attributes

requires reconciliation into single decision node

dd month year

26

Source:

Bottom-upPercieved RiskSocial SupportRecency Bias

Subjective Benefit* Returns Expectations* E([U(X)]

Risk/Return Risk ToleranceRisk PreferenceAffective Appraisal

Portfolio Choice

Objective Risk•Possibility of loss•Mass of loss•Maximum loss* Variance

Objective Benefit* E(X)?•E[U(X)]?•Max(X)?

ProspectivePortfolios

Top-down

affective reaction

non-compensatory

results in transitive preferences

Page 27: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

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What and why are there cultural differences?

Risk Preferences Risk Perception Probabilistic Calibration Trading Behaviour

Overconfidence

Social network support (Weber and Hsee)

Calibration Base-level risk Market Maturity (risk/return

trade-off) Utility of Wealth

Source:

Documented Differences Explanation

Page 28: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Income Risk

28

Income Risk? Income Risk

Page 29: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

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0%

10%

20%

30%

40%

50%

60%

70%

Risk Tolerance

62% of the sample had no change in their allocated Risk Profile over 4 months

No changes of more than 1 Profile

The majority who changed were within 3 points of the profile boundary

The downturn in markets allowed us to test the scales market sensitivity

There was only a minor increase of 1.9% in the “Low” and “Medium-Low” Risk” profiles from June, 2007

Stability

Good Risk Tolerance scales are also stable

over time, and through market conditions. Risk

Tolerance measurements may have some natural

variance in them, but not a large amount

Testing the Scale

Our scales performed extremely well, being

stable both across time and changing market conditions.

This implies we were measuring a real underlying trait,

rather than mood or sentiment

Stable Over Time

Immune to Market Conditions

0%

5%

10%

15%

20%

25%

30%

35%

40%

June 2007

March 2008

Down One No Change Up One

Low Med-Low Moderate Med-High High

Page 30: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Return / Volatility Environment

dd month year

30

Page 31: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Social network support

dd month year

31

Page 32: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Risk Tolerance across all locations

dd month year

32

UK SG TW HK CN IN

UK SG TW HK CN IN RTS

Intercepts

Page 33: Cross-Cultural factors and Portfolio Choice Daniel Egan, Greg Davies, Peter Brooks Barclays Wealth Behavioural Analytics FUR Conference 01/07/2008

Intercepts

Risk Perception

dd month year

33

UK SG TW HK CN IN Risk Perception