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Pricing Sustainability in the Cross-Section of Stock Returns

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Academic year: 2021

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Discussant Prof. Danielle Sougné

Pricing Sustainability in the

Cross-Section of Stock Returns

(2)

Summary

The article fits in the wide range of studies on the pricing

of CSR-investments, which does - so far - not come to a

clear conclusion.

The study first builds its own ‘sustainability factor’, which

is added to Fama & French’s 3 and 5 factors models as an

extra explanatory stock pricing factor.

The study concludes that high CSR portfolios show better

returns during the 2007/09 GFC, but lower returns

(3)

General remarks

• How is survivor bias in the sample dealt with? • How is data mining dealt with?

– 586 stocks are included in the sample, while the study is based on CSR info on more than 1570 companies

– The sample suffers from large amounts of unreported information

• Index construction:

– On page 7 “cut-offs for worst and best as well as small and large firms are at the 50th percentile” whereas above

tables 3.x “the cut-offs for small and large firms are below the 30th percentile and above the 70th percentile”. How can

(4)

• Why do you use an own scoring of SRI? Why do you not use scorings such as RobecoSam, FTSE4GOOD, etc indices?

• Why do you use the metrics as described on p 21-22 ? External social relations and Governance are

underrepresented in this list.

• Which weights do you give to these CSR criteria? Do you give different weights to different sectors? Why (not)? See

https://www.robecosam.com/media/2/8/7/287bd22a725dba 41d53341c621c1cea7_robecosam-corporate-sustainability-assessment-weightings-2018_tcm1011-14374.pdf for

(5)

If own scoring is used, why do you consider ordinal

data (80% of inputs is Boolean data) and not ordinary

data? Do you not leave significant information?

Is there any sector bias linked to the construction of

the 10 “best-worst” portfolios?

Portfolio 5 is very small. Is it still giving valuable

results?

Can you compare the crisis period (2 years) with the

post crisis period (8 years) ? I think that US

companies have also suffer from the 2011-2013

Euro-crisis.

(6)

Results

• All portfolios have an average return higher than the market, even the worst in terms of sustainability.

• Crisis period

– Best performing ( in terms of average return) is portfolio 9, worst performing is portfolio 1.

– Worst 30th pct (in terms of sustainability): -0.29% versus best 30th pct:

0.88%

– Russell 3000: -1.96%; S&P500: -1.41% • Post crisis period

– Best performing is portfolio 2, worst performing is portfolio 10. – Worst 30th pct: 1.77% versus best 30th pct: 1.48%

– Russel 3000: 1.02%; S&P500: 1.13% • Have you been aware of this fact?

(7)

You draw conclusions based on average return

but it is essential to take into account the risk

of your porfolios. For example, you calculate

the sharpe ratio and standard deviation but

you do not draw any conclusion.

(8)

Sustainable edge factor vs Fama &

French 5 factors model

Full time period

No significant impact on constant

No significant improvement of R²

Crisis period

Some impact on constant

No improvement of R²

Post crisis period

No significant impact on constant

Some improvement of R²

(9)

Fama & Macbeth regression

Some ‘risk premium’ for the sustainability

factor.

(10)

Review of literature

Xiao, Faff & Ghargori (2013): An empirical

study of the world price of sustainability.

Conclude that sustainable investments do not

have a cost; investors are free to invest SRI or not

Brammer, Brooks & Pavelin (2006): Corporate

Social Performance and Stock Returns: UK

evidence from disaggregate measures.

Conclude that companies with high social scores

have lower financial returns

(11)

Statistical model :

Wittkowski published in 2007.

Are any newer models available?

Greene & Henscher: Modeling Ordered Choices: A

Primer (2009)

Alan Agresti: Analysis of Ordinal Categorical Data

(2nd edition 2010)

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