Darren 🍬 🍂 🔨 Profile picture
Nov 28, 2019 13 tweets 8 min read Read on X
1/ When Equity Factors Drop Their Shorts (David Blitz, Guido Baltussen, Pim van Vliet)

* The alphas of equity factor short legs is subsumed by those of the long legs.
* Only the short (not long) legs of HML, low vol, and low beta are subsumbed by FF5.

papers.ssrn.com/sol3/papers.cf…
2/ The authors separate the long and short legs of the Fama-French factors and take opposing positions in large-cap and small-cap market portfolios to create new factors that focus on the performance of the long and short legs in isolation.

(VOL uses trailing 36-month HV.)
3/ The long and short leg factors tend to have similar Sharpe ratios in isolation, but a portfolio that combines all of the long legs outperforms a portfolio of the short legs (Sharpes of 1.10 vs. 0.69).

This suggests that the long legs offer a greater diversification benefit.
4/ Indeed, average pairwise correlations between long-leg factors (-0.04) are lower than for short-leg factors (0.31).

Combining factors into portfolios generally leads to higher Sharpe ratios, but the benefit is greater for the long-leg portfolios.
5/ For the factors examined, the long leg has positive α after controlling for the short leg, but the reverse is not the case. This is highly stat. significant after the factors are combined in portfolios.

A max Sharpe optimization chooses almost entirely the long-leg factors.
6/ The short legs are more expensive to trade, harder to manage, less diversifying, and more prone to tail risk (Table 5); yet they seem to offer no extra benefit.

AQR has looked at this as well (2012: Israel, Moskowitz) with slightly different results:

7/ "Adding large-cap long legs adds more to factor premiums than small-cap short legs.

"The added value of the long leg is consistently positive and significant across time, while the shorts consistently do not add alpha over the long legs."
8/ "The long legs exhibit a consistently lower drawdown risk compared to the short legs.

"The shorts exhibit more negative skewness and higher excess kurtosis, a higher semi-deviation, and a much higher 95% VAR. The systematic contribution to downside risk is also higher."
9/ Results are similar for the international samples (North America, Europe, Japan, and Asia Pacific), both over the 1990-2018 and in decade subperiods.
10/ "The poor performance of growth stocks can be fully explained by their 'junk' resemblance, but the strong performance of value stocks cannot be attributed to 'quality' resemblance.

"The finding of Fama and French (2015) is entirely driven by the short side of HML."
11/ "The poor performance of high-risk [high-volatility] stocks can be fully explained by their 'junk' resemblance, but the strong performance of low-risk stocks cannot be attributed to 'quality.'

"There is a similar asymmetry between the long and short leg results for BETA."
12/ For further reference, Asness, Frazzini, Gormsen, and Pedersen break Betting-Against-Beta apart into separate factors that focus on correlation and volatility and find that the volatility side is subsumed by FF5.

13/ There may also be a tax benefit to L/S portfolios due to the ability to harvest short-sale losses during bull markets (when most needed). It would be interesting to explore this idea in the context of long stocks + short index futures or short SPY.

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More from @ReformedTrader

May 18
1/ Skewness and kurtosis

* Everything has excess kurtosis
* Unlike market returns, individual stocks aren't negatively skewed
* Option prices underestimate kurtosis and overestimate negative skewness
* Implied moments don't consistently predict stock returns
* Sell options?? Image
2/ Asset classes have fat tails, and most have negative skewness.

Kurtosis & expected returns


Kurtosis-Based vs Volatility-Based Asset Allocation


Impact of Skewness and Fat Tails on Asset Allocation

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3/ This has practical consequences, and it's a good idea to be prepared.

Give me a moment: Optimal leverage in the presence of volatility, skewness, and kurtosis


When Genius Failed: The Rise & Fall of Long-Term Capital Management


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Read 5 tweets
Jan 1
1/ Fact, Fiction, and Factor Investing (Aghassi, Asness, Fattouche, Moskowitz)

"We reference an extensive academic literature and perform simple but powerful analyses to address claims about factor investing."

aqr.com/Insights/Resea…
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2/ #1. Fiction: Factors are Data-Mined with No Good Economic Story

"Value, momentum, carry, and defensive/quality pass the more stringent statistical tests.

"Many of the factor tests conducted in papers are on variations of a few central themes."




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3/ "Value, momentum & defensive/quality applied to US individual stocks has a t-stat of 10.8. Data mining would take nearly a trillion random trials to find this.

"Applying those factors (+carry) across markets and asset classes gets a t-stat of >14."





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Read 14 tweets
Dec 31, 2023
1/ Happily Ever After? Cohabitation, Marriage, Divorce, and Happiness in Germany (Zimmermann, Easterlin)

"The formation of unions (separation or divorce) has a positive (negative) effect on life satisfaction. We also see a 'honeymoon period' effect."

researchgate.net/publication/49…
Image
2/ "The model's four terms describe different life stages for an individual who marries during the sample period. The intercept reflects the average life satisfaction of individuals in the baseline period [all noncohabiting years that are at least one year before marriage]."


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3/ " 'How satisfied are you with your life, all things considered?' Responses are ranked on a scale from 0 (completely dissatisfied) to 10 (completely satisfied).

"We center life satisfaction scores around the annual mean of each population subsample in the original population."
Image
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Read 29 tweets
Aug 13, 2023
1/ Short-sightedness, rates moves and a potential boost for value (Hanauer, Baltussen, Blitz, Schneider)

* Value spread remains wide
* Relationship between value and rates is not structural
* Extrapolative growth forecasts drive the value premium

robeco.com/en-int/insight…
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2/ "The valuation gap between cheap and expensive stocks remains extremely wide. This signals the potential for attractive returns going forward."


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3/ "We observe a robust negative relationship between value returns and changes in the value spread.

"The intercept of ≈10% can be interpreted as a cleaner estimate of the value premium, given that it is purged of the time-varying effects of multiple expansions & compressions." Image
Read 7 tweets
Aug 5, 2023
1/ Advanced Futures Trading Strategies (Robert Carver)

This really interesting book tests some strategies that I haven't seen in the academic literature.

Read Part 1 to see how the author builds portfolios; the new stuff is explored in Parts 2-5.

https://t.co/p1QdFCE9F1amazon.com/Advanced-Futur…



Trend and carry in various volatility regimes
Trend using spot prices
Carry with seasonality corrections
Value (5-year mean reversion) in futures markets
2/ Part 1: Basic directional strategies
Part 2: Adjusted trend, trend and carry in different risk regimes, spot trend, seasonally-adjusted carry, normalized trend, asset class trend
Part 3: Breakouts, value, acceleration, skew
Part 4: Fast mean reversion
Part 5: Relative value


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Skew
Fast mean reversion (approximately two-day holding period)
Fast mean reversion conditioned on trend
3/ Related reading

Time-Series Momentum


Two Centuries of Trend Following
https://t.co/R6JQb6Cg96

Carry
https://t.co/poFk6OWQsO

Value and Momentum Everywhere
https://t.co/l0wVgAOrhL

Leveraged Trading
https://t.co/1bKFEaD5cu



Read 4 tweets
Apr 2, 2023
1/ Natural course of health & well-being in non-hospitalised children & young people after testing for SARS-CoV-2

"Some test-positives & test-negatives reported adverse symptoms for the first time at 6- & 12-months post-test, suggesting multiple causes."

thelancet.com/journals/lanep…
2/ "The broadly similar pattern of adverse health and well-being reported as new-onset at 6- and 12 months among test-positives and test-negatives highlights the non-specific nature of these symptoms and suggests that multiple aetiologies may be responsible."
3/ Related reading:

Efficacy of Vaccination on Symptoms of Patients With Long COVID


Immunoglobulin signature predicts risk of post-acute COVID-19 syndrome
Read 4 tweets

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