Darren 🥚🐣🕊️ Profile picture
Sep 24, 2021 12 tweets 5 min read Read on X
1/ Betting Against Quant: Examining the Factor Exposures of Thematic Indices (Blitz)

"Investors in thematic indices trade against quants, who prefer stocks that are currently cheap & profitable. Negative factor exposures imply low expected returns."

papers.ssrn.com/sol3/papers.cf… Image
2/ "Our sample includes all S&P and MSCI thematic indices with at least 3 years of data as of end April 2021.

"Our conclusions should not be generalized to thematic investing in general, since our analysis is exclusively based on data from two index providers." ImageImage
3/ "The history has backfilled data, as the first S&P thematic indices were launched in 2016; MSCI indices were launched as recently as 2020. Backfilled returns are probably biased upwards (e.g. survivorship bias), but this is less of a concern for estimating factor exposures."
4/ "The S&P thematic indices exhibit both elevated systematic risk and a sizable amount of idiosyncratic risk. For the MSCI thematic indices we find directionally similar but much less pronounced results." Image
5/ "Most of the S&P thematic indices have large positive exposures towards the size factor: S&P uses equal weighting as the starting point. For the MSCI thematic indices, which use capitalization weighting as the starting point, estimated size exposures tend to be much smaller." Image
6/ "Across all 48 thematic indices, only 4 have a positive exposure towards the value factor, and only 1 has a (marginally) positive exposure towards the profitability factor. Thematic indices invest heavily in stocks with weak profitability and expensive valuations." Image
7/ "The exposures towards the momentum factor are much smaller and close to zero on average (-0.10 for S&P and 0.07 for MSCI). This is not surprising because the momentum factor reflects a highly dynamic portfolio, while the thematic indices are relatively stable." Image
8/ "Virtually all thematic indices have a negative aggregated factor exposure. The magnitude is typically sizable.

"Thematic indices generally resemble portfolios which are explicitly constructed to combine the worst profitability with the worst value/investment features." Image
9/ "Although poor value + poor profitability underperforms on average, there have also been periods during which it performed strongly, including recently. If factor premiums have (temporarily) disappeared, negative factor exposures become irrelevant or can even be beneficial." Image
10/ "Investors may also believe that the indices can still deliver a solid outperformance due to the idiosyncratic component. Crucially, they do not buy all stocks with weak profitability and expensive valuations but a select group which happens to have these characteristics." Image
11/ "Thematic indices' alphas are likely to be inflated because a large part of the return history of the thematic indices consists of hypothetical, backfilled returns." Image
12/ "Ben-David et al. find that ETF providers launch funds on niche themes with strong past performance/high media exposure/positive sentiment and argue that this appeals to retail/sentiment-driven investors. Such funds tend to perform poorly after launch as the hype vanishes."

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More from @ReformedTrader

Apr 25
1/ Moneyball: The Art of Winning an Unfair Game (Michael Lewis)

"Baseball was at the center of a story about the possibilities—and limits—of reason. It showed how an unscientific culture responds (or fails to respond) to the scientific method." (p. xiv)

amazon.com/Moneyball-Art-…Image
2/ "A small group of undervalued professional players & executives, many of whom had been rejected as unfit for the big leagues, turned themselves into one of the most successful franchises.

"How did one of the poorest teams, the Oakland Athletics, win so many games?" (p. xi)
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Feb 4
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Does Trend-Following Still Work on Stocks?
papers.ssrn.com/sol3/papers.cf…

Application of the Kelly Criterion to Prediction Markets
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Jan 2025 edition:
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December Effect in Option Returns
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Unintended Consequences of Rebalancing
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Stock split signaling: Evidence from short interest
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Read 15 tweets
May 18, 2024
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, 2024
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…
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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."
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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

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