Quant Mashup - Alpha Architect
Tail Risk Hedging: An Alternative Approach to Risk Management [Alpha Architect]
This article proposes tail risk hedging (TRH) as an alternative model for managing risk in investment portfolios. The standard risk management approach involves a significant allocation to hiqh-quality bonds. However, this approach has historically reduced expected returns over the long term (see
- 7 years ago, 5 Apr 2018, 12:33pm -
Timing Country Exposure with Value: A Valuation Measure Horserace [Alpha Architect]
Buy cheap. This is a motto many live by, not only in their daily lives but also in their investment philosophy. Historically, “buying cheap” stocks was a good idea (i.e., the so-called “value” premium). But how might valuation matter when it comes to country allocations? In other words,
- 7 years ago, 3 Apr 2018, 12:02pm -
How to Perform Investment Sentiment Analysis on Twitter [Alpha Architect]
What are the research questions? By studying tweets on thirty companies in the Dow Jones Index, the authors ask the following research question: Is it possible to develop a system for the detection and discovery of the popularity of special events on Twitter that may influence the financial markets?
- 7 years ago, 3 Apr 2018, 12:01pm -
Risk-Based Explanations for the Momentum Premium [Alpha Architect]
Most of the literature on the momentum factor has focused on behavioral explanations, generally either investor underreaction or overreaction. For example, in his paper “Explanations for the Momentum Premium,” Yale University professor Tobias Moskowitz points out: Underreaction results from
- 7 years ago, 27 Mar 2018, 11:13am -
Momentum Everywhere, Including in Factors [Alpha Architect]
Momentum is the tendency for assets that have performed well (poorly) in the recent past to continue to perform well (poorly) in the future, at least for a short period of time. In 1997, Mark Carhart, in his study, “On Persistence in Mutual Fund Performance,” was the first to use momentum,
- 7 years ago, 22 Mar 2018, 01:20pm -
Stock Buybacks are Bad? What About the Alternative [Alpha Architect]
Recently there has been a fairly active discussion within the financial media on the topic of stock buybacks, or share repurchases. This is probably due to the recent tax reform, which has caused many to question where companies will spend their additional profits now that firms (on average) will be
- 7 years ago, 20 Mar 2018, 02:17pm -
Is The US Stock Market Overvalued? Depends on which Model You Ask [Alpha Architect]
When stock prices reach a new high, investors start asking the question: Are stocks overvalued? To answer this question, investors have developed several alternative equity valuation models. Typically, each of this models compares the stock market’s current price level to a benchmark. Among
- 7 years ago, 15 Mar 2018, 09:54pm -
Do Relative-Value Strategies Beat Traditional Systematic Value Investing Strategies? [Alpha Architect]
Readers often send us great questions related to different ideas on systematic value strategies. The outcome of years of back and forth with readers and internal discussions is several books and hundreds of blog posts on the subject of value investing. So…What have we learned? We’ve learned a
- 7 years ago, 14 Mar 2018, 12:51pm -
Worried about extreme down markets? Consider formal portfolio risk models [Alpha Architect]
Are there variations in the methods that funds use to manage risk? Do hedge funds practicing risk management outperform other funds during periods of financial crisis? Are there differences in the type of risk management practices in terms of performance? Are there competing explanations that may
- 7 years ago, 12 Mar 2018, 12:56pm -
Are Long/Short Equity Strategies Worth the Fees? [Alpha Architect]
High net worth individuals, university endowments, and public pension funds have heavily invested in long/short equity hedge funds. But is the long/short equity asset class benefiting investors? The pitfalls of expensive financial products are well documented in the academic literature; however, the
- 7 years ago, 7 Mar 2018, 11:09am -
Macroeconomic factors and Tactical Asset Allocation [Alpha Architect]
The literature shows that macroeconomic factors can drive asset returns, however, economists and investment teams operate independently. In this paper, the authors attempt to bring macroeconomic discipline to tactical asset allocation by highlighting macroeconomic “dashboards:” The authors
- 7 years ago, 6 Mar 2018, 05:24am -
Retail Short Sellers: Trading Skill or Insider Trading? [Alpha Architect]
What are the research questions? This study uses a new classification system for informed vs. uninformed retail trades: short selling stocks without options available indicates more informed trading than short selling stocks with options available. Is there a difference in returns between shorted
- 7 years ago, 28 Feb 2018, 10:31pm -
Are Factors Better and More Diversifying Than Asset Classes? [Alpha Architect]
Factor investing promises outperformance at low cost. But to add value in a portfolio, it must deliver positive risk-adjusted returns and with low correlation to existing holdings. Historically, pure factor exposures have earned similar risk-adjusted returns to buying and holding plain vanilla asset
- 7 years ago, 23 Feb 2018, 09:17pm -
Podcast: Managed Futures and Trend-Following with Dr. Kaminski [Alpha Architect]
Here is a link to our podcast on Behind the Markets Wes and Jeremy chat with Katy Kaminski, Visiting Lecturer in Finance at the MIT Sloan School of Management and co-author of the book, “Trend Following with Managed Futures: The Search for Crisis Alpha.” They discuss trend following and managed
- 7 years ago, 22 Feb 2018, 08:05pm -
Explaining the Value Effect in Emerging Markets [Alpha Architect]
What are the research questions To most readers, it’s no surprise that our ears perk up a little bit anytime someone attempts to broaden the understanding of the value anomaly. The precise reason why high book to market equities have higher expected returns has been a long-standing debate among
- 7 years ago, 21 Feb 2018, 04:31pm -
How to Evaluate Multi-Asset Strategies [Alpha Architect]
What are the research questions? Institutional Investors are increasingly allocating to multi-asset strategies (p.17 ) as they seek to access greater diversity, liquidity, and reduced volatility (survey results from Greenwich Associates, 2015). The main research questions of the paper are as
- 7 years ago, 20 Feb 2018, 07:50pm -
Short Sellers Profitably Trade Prior to Credit Rating Agency Announcements [Alpha Architect]
What are the research questions? This research focuses on the relationship between the frequency of unexpected short selling behavior and abnormal returns surrounding credit watch and rating change announcements in the equity market. It is notable that it employs a unique database that affords the
- 7 years ago, 12 Feb 2018, 11:30am -
Time Series Momentum (aka Trend-Following): A Good Time for a Refresh [Alpha Architect]
Similar to some better-known factors like size and value, time-series momentum is a factor which has historically demonstrated above-average excess returns. Time-series momentum, also called trend momentum or trend-following, is measured by a portfolio which is long assets which have had recent
- 7 years ago, 9 Feb 2018, 09:32am -
The End of 60/40? The Case for Diversified Value, Momentum, and Carry Risk Exposures [Alpha Architect]
What are the research questions? Despite Peter Bernstein’s suggestion in 2003 that adherence to a fixed and undiversified policy portfolio is dangerous, benchmarks ( the most used of which is the 60/40) are as popular today as they were 15 years ago. The authors study the following research
- 7 years ago, 6 Feb 2018, 11:47pm -
Value and Momentum Factors in Fixed Income [Alpha Architect]
Smart beta (or factor investing) seems to be the product du jour in ETFs. There are so many different factor products available that just about every fund company seems to offer them…even Vanguard is launching their own suite of factor-based stock funds. Note that nearly all of these products are
- 7 years ago, 2 Feb 2018, 11:50am -
Monetary Policy Rate Uncertainty Predicts Higher Equity Volatility [Alpha Architect]
What are the research questions? Financial theory asserts a clear link between the risk-free interest rate and the pricing of equity securities, regardless of the time horizon. Therefore, the market’s opinion about the uncertainty of rates should improve models forecasting equity volatility in the
- 7 years ago, 31 Jan 2018, 02:17pm -
A Quantitative Strategy for Enhancing Merger Arbitrage [Alpha Architect]
Merger arbitrage, sometimes known as “risk arbitrage,” is an investing strategy in which the investor bets on announced M&A deals. After a merger is announced, shares of the target tend to trade below the offered price (due to deal uncertainty), representing the arbitrage spread; if the deal
- 7 years ago, 25 Jan 2018, 10:37pm -
Value and Momentum Factor Portfolio Construction: Combine, Intersect or Sequence? [Alpha Architect]
Wes asked that I contribute to the ongoing debates regarding the construction of value and momentum portfolios. There are three key research pieces on the topic, all with different viewpoints: Alpha Architect’s take AQR’s take Newfound Research’s Take I encourage everyone to dig into the three
- 7 years ago, 19 Jan 2018, 10:07am -
The Mother of All Momentum Research Reports. A Must Read! [Alpha Architect]
J.P. Morgan researchers, Marko Kolanovic and Zhen Wei, produced an incredibly detailed report on all aspects of momentum (one of our favorite topics!) Here is a link to the report 188 pages of pure effort and information. Here is a summary of what is examined in the research: As the virtually
- 7 years ago, 18 Jan 2018, 11:31am -
Surprise! Seeking Alpha Opinions Have Investment Value [Alpha Architect]
What are the research questions? According to Datamonitor (2010), the influence of peer-based advice, such as user-generated ratings on Amazon.com or Yelp.com, is increasing while traditional advice (e.g., from Consumer Reports or the Michelin guide) is decreasing. This trend is starting to emerge
- 7 years ago, 16 Jan 2018, 02:48pm -
The Value Effect and Macroeconomic Risk [Alpha Architect]
It has been well-documented that value stocks have provided higher expected returns than growth stocks. However, there is a great debate about the source of that premium: Is it risk-based or is it related to behavioral errors that create persistent mispricings? There are many papers presenting
- 7 years ago, 9 Jan 2018, 01:48pm -
Yes, Departing Outside Directors Are Aware of Fraud Before They Resign [Alpha Architect]
What are the research questions? Is the rate of turnover for outside directors unusually high either before fraud is discovered by the firm, or during its commission? Are there regularities in the characteristics of outside directors who depart during the period in which the financial fraud is
- 7 years ago, 9 Jan 2018, 01:47pm -
Academic Research Papers and Presentations Galore! [Alpha Architect]
It is that time of year again, the American Finance Association Annual Meeting is underway. The conference is in Philadelphia, starting today (January 5) and running through Sunday (January 7). This 3-day conference has 73 sessions, 246 papers and 12 presentations with no papers (general
- 7 years ago, 7 Jan 2018, 04:44am -
Predicting Stock Returns Using Firm Characteristics [Alpha Architect]
A few weeks ago, we did a deep dive into the factors versus characteristics debate. One of the reasons we’ve brought up this debate is due to the fact that “factor” loadings (from regressions) are arguably not as helpful as portfolio characteristics. In other words, knowing a portfolio P/E
- 7 years ago, 5 Jan 2018, 10:16am -
The Tax Efficiency of Long-Short Strategies [Alpha Architect]
Conventional wisdom can be defined as ideas that are so accepted that they go unquestioned. Unfortunately, conventional wisdom is often wrong. Two great examples are that millions of people once believed the conventional wisdom that the Earth is flat, and millions also believed that the Earth is the
- 7 years ago, 29 Dec 2017, 09:43pm -
Predicting Long Run Stock Returns? It's All About the Payouts and the Real Economy [Alpha Architect]
What are the research questions? Given the prevalence of buybacks as a form of corporate payouts, should they be explicitly included in supply-side models such as the dividend discount model (DDM) used to forecast of stock returns? Does the same superior performance extend to the prediction of
- 7 years ago, 27 Dec 2017, 12:27pm -
Stock Misplacement in Sized-Based Indices [Alpha Architect]
There has been much discussion of the small-cap premium recently. Has its popularity cannibalized its utility? Are large firms preventing a level playing field? Will the small-cap premium exist going forward? This article does not address these concerns directly, but it does identify and analyze
- 7 years ago, 22 Dec 2017, 11:30am -
The Returns to Value Strategies When Valuation Spreads Are Wide (Deep Value) [Alpha Architect]
The academic research has generally found valuations, such as the earnings yield (E/P) (or the CAPE 10 earnings yield) and valuation spreads, have predictive value in terms of future returns. The higher the earnings yield, the higher the expected return, and the larger the spread in valuations
- 7 years ago, 21 Dec 2017, 09:28pm -
Book Review - Market Timing with Moving Averages [Alpha Architect]
Trend-following is something I’ve struggled with for years — always felt like voodoo magic and data-mining. That said, I finally came around to appreciating the practice after a ton of research replication efforts, independent research. At the time I was investigating the topic there really
- 7 years ago, 20 Dec 2017, 12:17pm -
Industry Herding by Short Sellers Signals that Conditions are Changing [Alpha Architect]
Does the industry concentration exhibited in short sellers’ holdings convey new material information about the industry? Are the excess returns obtained from industry shorting combined with firm-specific shorting strategies explained by risk? Is the industry shorting signal correlated with
- 7 years ago, 19 Dec 2017, 10:49pm -
Podcast: Founding Alpha Architect [Alpha Architect]
Here is a link to our recent podcast on Behind the Uniform. I’m so humbled and honored to have Wesley Gray on the show today, talking about his experience building Alpha Architect. I found Wes through a Wall Street Journal article that starts with: “Wesley Gray’s value-focused fund of overseas
- 7 years ago, 14 Dec 2017, 11:26am -
Beware of the Surprise Departure of Independent Directors! [Alpha Architect]
What are the research questions? What are the general circumstances associated with independent director departures? Is it possible to identify situations whereby the departure is unexpected and not due to retirements, director outside commitments or firings by the firm? Are the unexpected or
- 7 years ago, 12 Dec 2017, 09:14am -
Momentum and Market Anomalies [Alpha Architect]
Momentum is the tendency for assets that have performed well (poorly) in the recent past to continue to perform well (poorly) in the future, at least for a short period of time. Initial research on momentum was published by Narasimhan Jegadeesh and Sheridan Titman, authors of the 1993 study,
- 7 years ago, 10 Dec 2017, 09:51pm -
Diverisification is Not Always a Free Lunch [Alpha Architect]
Shawn McKay, Robert Shapiro, Ric Thomas A version of this paper can be found here Want to read our summaries of academic finance papers? Check out our Academic Research Insight category. What are the research questions? Diversification is often thought of as the only “free lunch” in finance and
- 7 years ago, 5 Dec 2017, 09:50am -
Everyone, Even a Passive Vanguard Investor, is a Factor Investor [Alpha Architect]
Much has been made of Factor Investing, and even Vanguard is launching a suite of actively-managed factor ETFs. But even now, with Vanguard offering factor ETFs, there are many investors that only invest passively into an index fund, such as the SP500 or EAFE index. These investors will cite the
- 7 years ago, 30 Nov 2017, 09:38pm -
Myth Busting: Stocks Correlations and Active Investment Opportunities [Alpha Architect]
Many investors, investment professionals, and pundits make comments regarding the relationship between stock correlations and opportunities for active stock pickers. For example, here is a recent example from the Financial Times: Correlation crash clears way for stockpickers. The basic (albeit
- 7 years ago, 29 Nov 2017, 11:28am -
Factor Investing and Trading Costs [Alpha Architect]
Factor investing, and the associated intellectual battles, have raged for decades in academic finance journals. However, now that factor investing has gone mainstream via ETFs, the debate has broader interest among the investing public. Some investors question the very existence of factor premiums.
- 7 years ago, 28 Nov 2017, 01:08pm -
Monetary Momentum [Alpha Architect]
On most mainstream finance websites, a good chunk of the stories discuss the FED and where interest rates are going. Intuitively, this makes sense: The FED is arguably an extremely influential component of U.S. economy. But how do markets respond to the FED? Is the response rational, irrational, or
- 7 years ago, 17 Nov 2017, 09:06am -
Can asset bubbles be mathematically quantified before they burst? [Alpha Architect]
The subject of asset bubbles and market crashes has fascinated me for more than 20 years. As an options market maker for Susquehanna International Group (“SIG”), extreme price movements were a daily source of concern. I sat next to Jeff Yass for years and watched him manage option positions in
- 7 years ago, 14 Nov 2017, 01:21pm -
How to Balance Short and Long term Goals in Asset Allocation [Alpha Architect]
Peng Wang and Jon Spinney A version of this paper can be found here Want to read our summaries of academic finance papers? Check out our Academic Research Insight category. What are the research questions? Investors following a purely quantitative approach to asset allocation are often left with
- 7 years ago, 14 Nov 2017, 10:00am -
Factor Investors Beware: Positive SMB May Not Mean You Own Small-Caps [Alpha Architect]
Regression analysis is used all the time to assess how a portfolio “loads” on certain factors. The most common factor loadings examined are the market, size, value, and momentum factors. This can be an informative exercise, and there are nice tools online, such as portfolio visualizer, which
- 7 years ago, 10 Nov 2017, 01:03pm -
Are we misidentifying seasonal patterns as genuine earnings news? [Alpha Architect]
Changes in earnings are comprised of the expected earnings number plus any seasonal component of earnings. If the seasonal component is expected then it should not affect prices in an efficient market. However, unusual returns have been documented surrounding earnings announcements at the seasonal
- 7 years ago, 6 Nov 2017, 01:34pm -
What Will We Talk About at the Evidence-Based Investing Conference This Year? [Alpha Architect]
ack and I will be attending the Evidence-Based Investing Conference tomorrow in NYC. We’re excited to participate and be part of the crowd. Be sure to give us a holler — love to discuss whatever is on your mind! Author rendering of the scene at EBI Historically, the conversations at EBI can end
- 7 years ago, 1 Nov 2017, 01:00pm -
Do Portfolio Factors or Characteristics Drive Expected Returns? [Alpha Architect]
This article examines a somewhat over-looked, but important, discussion that raged among academic researchers in the late 1990’s and early 2000’s. The topic: factors versus characteristics. What do you mean, “Factors versus characteristics?” We often highlight that the value premium can be
- 7 years ago, 31 Oct 2017, 11:51am -
Academic Research Insight: Sin Stocks May Earn a "Boycott" Risk Premium [Alpha Architect]
In this study, a two-factor risk model is developed assuming differing preferences for “sin” or “no-sin” stocks for two groups of investors. Social screens are built into the model by assuming a small percentage of investors are self-restricting, declining to invest in “sin” stocks.
- 7 years ago, 30 Oct 2017, 01:15pm -