Quant Mashup - Alpha Architect
Quantocracy is now on Bluesky and Threads. See the links in the header. - Mike
Protecting the Downside of Trend When It Is Not Your Friend: Part 2/2 [Alpha Architect]
In Part 1 of this article, we reviewed the performance of using a more complex form of simple trend following (i.e. adding a channel breakout rule alongside a simple time-series momentum rule). The simple trend signal (S) used was based on the sign of the trailing 12-month return of the asset. The
- 5 years ago, 18 Dec 2019, 07:20am -
An Analysis of “Testing Benjamin Graham’s Net Current Asset Value Strategy in London” [Alpha Architect]
This is our third post in our series on “net-nets” having previously analyzed “Benjamin Graham’s Net Current Asset Values: A Performance Update” by Henry R. Oppenheimer and “Graham’s Net-Nets: Outdated or Outstanding?” by James Montier. The focus of this post is the research paper
- 5 years ago, 18 Dec 2019, 07:19am -
Improving the Performance of Deep Value Strategies [Alpha Architect]
A large body of evidence demonstrates that investment strategies focused on buying stocks that are cheap relative to measures of fundamental value have achieved higher long-term returns than the broad market. Motivated by such legendary investors as Benjamin Graham, David Dodd, and Walter Schloss,
- 5 years ago, 13 Dec 2019, 08:21am -
Protecting the Downside of Trend When It Is Not Your Friend : Part 1 [Alpha Architect]
We’ve done a poor job hiding our interest in Trend Following (see Trend, Trend, Trend, is your friend. And swing over to Corey Hoffstein’s site for even more!). So this paper hits on a subject we know and love. The authors of this study (part 1) have one basic objective: determine if the
- 5 years ago, 9 Dec 2019, 03:56pm -
Global Impact of Investor Home Country Bias [Alpha Architect]
A large body of research demonstrates that “familiarity breeds investment.” For example, a study by Gur Huberman found that shortly after AT&T was broken up and shareholders were given shares in each of what were called the Baby Bells, the residents of each region held a disproportionate
- 5 years ago, 6 Dec 2019, 02:08pm -
Myth-busting: Fed Actions and Stock Prices [Alpha Architect]
Since the global financial crisis, the financial press has periodically asserted that the Federal Reserve’s actions were the driving force behind rising stock prices. This study investigates this assertion by asking the following research question: Is there a relationship between stock prices and
- 5 years ago, 2 Dec 2019, 07:24pm -
Forbidden Knowledge: Long-Only Academic Factors are Also Cool [Alpha Architect]
The standard academic approach to factor analysis is through the lens of long-short portfolios (which often confuses practitioners!). For example, a researcher may take the universe of the largest 1,000 stocks and sort them on “value”, as measured via book-to-market. The “value factor”
- 5 years ago, 27 Nov 2019, 09:25pm -
Enterprise Multiples and Equity Country Allocations [Alpha Architect]
The use of valuation multiples in selecting equity securities is well established in the literature, and we’ve covered the research on enterprise multiples here (here is a recent JPM on the topic). However, there are relevant questions as to the effectiveness of multiples when applied to national
- 5 years ago, 26 Nov 2019, 10:06pm -
Are Earnings Forecasts of Sell-side Analysts Biased? [Alpha Architect]
There is a substantial body of evidence linking various accounting ratios to expected stock returns. One explanation of the links is that they could be explained by the accounting ratios being associated with systematic sources of risk. Alternatively, they could be associated with mispricing that
- 5 years ago, 26 Nov 2019, 10:05pm -
The Investor's Podcast: Factor Investing (Jack) [Alpha Architect]
Recently I was invited to talk with Stig and Preston on The Investor’s Podcast. I thank them for the opportunity and enjoyed the conversation! Below are some of the topics we discussed: What is factor investing? Which factors have historically performed the best? Should one use a single factor or
- 5 years ago, 23 Nov 2019, 01:34am -
Are Value, Carry and Momentum Regime Dependent? [Alpha Architect]
Over the past decade academics and practitioners alike have argued that multi-factor portfolios offer significant benefits to investors looking for enhanced and more diversified solutions. Among the papers making this argument is “The Death of Diversification is Greatly Exaggerated”, co-authored
- 5 years ago, 21 Nov 2019, 07:13pm -
The Investment Factor and Expected Returns [Alpha Architect]
It is well documented in the literature that over the long term, low-investment firms have outperformed high-investment firms.(1) This finding has led to the investment factor (CMA, or conservative minus aggressive) being incorporated into the leading asset pricing models—the four-factor Q model
- 5 years ago, 14 Nov 2019, 08:06pm -
Investment, Expected Investment, and Expected Stock Returns [Alpha Architect]
A new DFA article by Rizova and Saito (2019, “Investment and Expected Stock Returns”) (1) rehashes previous arguments in Fama and French (2006, 2015) on the investment factor. The core arguments are as follows: Valuation theory predicts that expected investment is negatively correlated with
- 5 years ago, 13 Nov 2019, 08:18pm -
Are Early Stage Investors Biased Against Women? [Alpha Architect]
Recent studies of startup activity in the U.S. find that only roughly 10–15% of startups are founded by women. There are a number of potential explanations including gender differences in technical training or risk preferences. However, many have also speculated that part of the gender gap may, in
- 5 years ago, 12 Nov 2019, 09:06am -
Can Anomalies Survive Insider Disagreements [Alpha Architect]
Anomalies such as Value and Momentum have been exploited for years, yet the source of these premiums emerged as a major unresolved puzzle. Potential explanations can be grouped into two broad categories: “compensation for risk” or “mispricing”. This paper studies this puzzle by investigating
- 5 years ago, 30 Oct 2019, 07:43pm -
Liquidity might be a better proxy for Size in equity markets [Alpha Architect]
The size premium is one of the factors that we have researched and dug into several times on the blog. You can find just a few here, here, and here. This paper though took a fresh look at the size premium and adds a new perspective that we haven’t previously covered. What are the research
- 5 years ago, 29 Oct 2019, 07:30pm -
Core Earnings: New Data and Evidence [Alpha Architect]
Researchers love novel datasets–it gives them a new set of information to conduct studies and test theories. That brings us to this paper, titled “Core Earnings: New Data and Evidence” by Ethan Rouen, Eric So, and Charles C.Y. Wang. The paper uses a novel database created by our friends at
- 5 years ago, 24 Oct 2019, 09:46pm -
Superstar Investors [Alpha Architect]
Many famous investors are outspoken about their investment philosophies, and carefully apply them to a select number of securities. Who among us hasn’t thought if they could at least capture some of the talents of our favorite investors in a bottle, we too could be super investors? Turns out you
- 5 years ago, 23 Oct 2019, 11:45am -
The Quality Factor—What Exactly Is It? [Alpha Architect]
While the quality factor has been identified in the literature (including papers such as “Buffett’s Alpha,” “Global Return Premiums on Earnings Quality, Value, and Size,” and “The Excess Returns of ‘Quality’ Stocks: A Behavioral Anomaly”), and there are now a number of investment
- 5 years ago, 23 Oct 2019, 11:44am -
Active Share: Predictor of Future Performance or Urban Legend? [Alpha Architect]
The crowning achievement for investors is the ability to identify which of the few active mutual funds will outperform in the future. Despite an overwhelming body of academic research which has demonstrated that past performance doesn’t guarantee future performance and (as the annual SPIVA
- 5 years ago, 17 Oct 2019, 07:33pm -
Crowded trades, asset centrality and predicting equity bubbles [Alpha Architect]
What is a crowded trade? What is asset centrality? Does asset centrality predict bubbles? Can it be exploited? What are the Academic Insights? In the normal course of events, investors perceive and act upon changes in fundamentals that will persist indefinitely (or until the next change in
- 5 years ago, 16 Oct 2019, 05:56am -
Using Firm Characteristics to Enhance Momentum Strategies [Alpha Architect]
Research into the momentum factor continues to demonstrate its persistence and pervasiveness, including across factors. Recent papers have focused on trying to identify ways to improve the explanatory power and performance of momentum strategies. Prior research on Momentum The study “Momentum Has
- 5 years ago, 11 Oct 2019, 10:15am -
An Analysis of “Graham’s Net-Nets: Outdated or Outstanding?” [Alpha Architect]
In an earlier post we analyzed the prominent and often-cited study on “net-nets” conducted by Henry R. Oppenheimer from the Financial Analysts Journal (1986). In this post, we analyze the article “Graham’s Net-Nets: Outdated or Outstanding?” by James Montier. The objective of the article
- 5 years ago, 8 Oct 2019, 06:55pm -
A Framework for Creating Model Portfolios [Alpha Architect]
Asset allocation is a very important decision for investors. Model portfolios are constructed with an optimized asset allocation process to help meet investor needs and preferences. The authors investigate the following research question: How does one construct a model portfolio? What are the
- 5 years ago, 7 Oct 2019, 06:55pm -
Alternative Investments - A Field Manual [Alpha Architect]
It’s not a perfect world out there and often times alternative funds are mischaracterized, misused, and not put through a rigorous enough portfolio construction process. It’s my hope that I can forewarn you of the proverbial landmines and better prepare you to invest (or not invest) in the
- 5 years ago, 3 Oct 2019, 08:24pm -
Short-Duration Stock Anomaly: Risk or Mispricing [Alpha Architect]
Some background on Bond duration: Duration measures bond’s price sensitivity to interest rates changes. It’s estimated based on the discounted expectations of the bond future cash flows and expressed in the number of years. The longer the duration, the higher the bond interest rate risk. (read
- 5 years ago, 1 Oct 2019, 10:58pm -
Quality: Independent attributes or a real factor? [Alpha Architect]
The authors do a very nice survey on measures of quality found in the academic literature and in commercially available quality indexes. They examine seven quality categories including: profitability, earnings stability, capital structure, growth, accounting quality, payout/dilution and investment.
- 5 years ago, 30 Sep 2019, 07:18pm -
The Short Duration Premium [Alpha Architect]
In my June 4, 2019 article “The Re-Death of Value, or Déjà Vu All Over?” I noted that one possible explanation for at least part of the poor performance of value stocks over the past decade has been the sharp fall in both the real interest rate (due to weak global growth) and unexpected
- 5 years ago, 26 Sep 2019, 07:11pm -
The Volatility Effect Revisited [Alpha Architect]
One dirty little secret that has been hiding behind the curtains of finance for a long time, is that high-risk stocks do not have higher returns than low-risk stocks. Back in 1975 Haugen and Heins first recognized the low-risk anomaly: Our emperical efforts do not support the conventional hypothesis
- 5 years ago, 24 Sep 2019, 07:53pm -
Factor Investing from Concept to Implementation [Alpha Architect]
There is a substantial debate on the topic of factor investing and whether or not the “backtested” excess returns are actually achievable in practice. Much of the research on the topic suggests that practitioners in the field are unable to capture any of the so-called “factor premiums”. For
- 5 years ago, 18 Sep 2019, 06:33pm -
The Failure of Value Investing explained [Alpha Architect]
It’s no secret that value has had a bad bout of performance in recent memory. This underperformance has been thoroughly examined by multiple research teams and we’ve done some of our own work on the subject. We’ve also done in-depth rebuttals to “value investing is dead” articles in the
- 5 years ago, 16 Sep 2019, 05:29pm -
Value: Don't Call it a Comeback, it's Been Here for Years [Alpha Architect]
Value and Momentum each had back to back extreme returns (five sigma) days on Monday, September 9th and Tuesday, September 10th. The Dow Jones Thematic Market Neutral Value Index (“Value”) started the week up 3.45%, its best day since inception on December 31st, 2001. The Value Index followed
- 5 years ago, 12 Sep 2019, 07:21pm -
March for the Fallen 2019: Detailed Logistics Outline and What to Expect [Alpha Architect]
Action Item: Please let us know your trip details so we can support you as much as possible. We are a little over 3 weeks away from March for the Fallen (#MFTF). NOTE: There is a monster training event occurring simultaneously to MFTF this year so be prepared to dodge humvees and watch out for stray
- 5 years ago, 5 Sep 2019, 12:47pm -
An Analysis of “Benjamin Graham’s Net Current Asset Values: A Performance Update” [Alpha Architect]
The study examined the performance of securities that were trading at no more than two-thirds of its Net Current Asset Value (“NAV”) during the 1970-82 period in the US Net nets, on a gross basis, more than tripled the returns of the market (as measured by the S&P 500 TR) Net nets, on a net
- 5 years ago, 5 Sep 2019, 12:46pm -
Crisis proof your portfolio: part 2/2 [Alpha Architect]
This is part 2 (part one is here) of an excellent article that examines the feasibility and effectiveness of protecting equity portfolios using traditional passive means and more contemporary active strategies. It is jam-packed with information and analysis that is best consumed in two parts;
- 5 years ago, 4 Sep 2019, 01:01am -
Can We Explain the Low Volatility Anomaly? [Alpha Architect]
One of the big problems for the first formal asset pricing model developed by financial economists, the CAPM, was that it predicts a positive relation between risk and return. But empirical studies have found the actual relation to be flat, or even negative. Over the last 50 years, the most
- 5 years ago, 29 Aug 2019, 09:24pm -
Social Media, News Based Sentiment, and Market Timing [Alpha Architect]
With a growing availability of filtered (news) and unfiltered (social media) information, the author investigates the following question: Do news or social media contain any information that is of relevance for investment decision making and if so are the two sources are complementary or
- 5 years ago, 26 Aug 2019, 02:00pm -
Crisis Proof Your Portfolio: part 1/2 [Alpha Architect]
This is a unique article in that it directly assesses the feasibility and effectiveness of protecting equity portfolios using traditional passive means and more contemporary active strategies. It is jam-packed with information and analysis that is best consumed in two parts; however, a good summary
- 5 years ago, 20 Aug 2019, 01:05pm -
The Variance Risk Premium is Pervasive [Alpha Architect]
The variance risk premium (VRP) refers to the fact that, over time, the option-implied volatility has tended to exceed the realized volatility of the same underlying asset. This has created a profit opportunity for volatility sellers—those willing to write volatility insurance options, collect the
- 5 years ago, 16 Aug 2019, 01:10pm -
Do Most Individual Stocks Outperform Cash? No. [Alpha Architect]
I’d argue that a typical investor believes the following–In the past and over the long run, stocks outperformed bonds.(1) However, as highlighted here, an academic paper last year shows that the majority of individual U.S. stocks actually lost compared to Treasury Bills (i.e. the return to
- 5 years ago, 13 Aug 2019, 12:08pm -
Betting Against Beta (BAB) Construction [Alpha Architect]
One of the more popular equity strategies over the past decade is low volatility investing. Simply put, this is a systematic strategy that invests in stocks with lower volatility, either measured by Beta or standard deviation. Why? Well, the low-beta anomaly is the fact that in the past, academics
- 5 years ago, 7 Aug 2019, 01:06pm -
No Skill? Well, Active Share Won't Save You! [Alpha Architect]
What are the research questions? This paper is the first to examine the impact of including an active share target into the mean-variance optimization process of constructing portfolios. They use the Ceria and Stubbs (2006) approach to robust portfolio optimization as methodology. Monte Carlo
- 5 years ago, 6 Aug 2019, 09:57am -
Can Low Vol Strategies Be Improved [Alpha Architect]
My Advisor Perspective article of June 17, 2019 discussed the regime shifting nature of the low volatility anomaly—low volatility stocks have outperformed high volatility stocks, providing both higher returns while experiencing lower volatility. For example, in his 2012 paper, “Enhancing a
- 5 years ago, 30 Jul 2019, 11:28pm -
Compound Your Knowledge Ep 18: Size, Mom, Sell-Offs, & R Code [Alpha Architect]
In this week’s post, we discuss four articles. The size, written by the folks at AQR, is titled “Fact, Fiction, and the Size Effect” and is a deep dive into the Size effect–I highly recommend everyone read the underlying paper as well. The second article examines the baseline historical
- 5 years ago, 19 Jul 2019, 09:58am -
Value Investing & Concentration [Alpha Architect]
As many investors have experienced, Value investing has underperformed for some time now. For the period following the Global Financial Crisis, Value investing (in general) has underperformed (1) the market and (2) Growth stocks. So while the past decade has been rough for Value investors, it can be
- 5 years ago, 18 Jul 2019, 11:51am -
Strategies to Reduce Crash Risk in Stocks [Alpha Architect]
Because equities are much riskier than high-quality bonds, the vast majority of the risk of a conventional 60 percent equity/40 percent bond portfolio is equity risk. Here’s the simple math demonstrating the point. Well-diversified equity portfolios have volatility of about 20 percent, and
- 5 years ago, 16 Jul 2019, 12:55pm -
Pathetic Protection via Protective Puts [Alpha Architect]
Investors would like to maximize upside participation while mitigating losses. This preference is at the base of the growth of the liquid insurance market in the form of equity index options. The author investigates the following research question: Are protective put options an effective tail hedge?
- 5 years ago, 15 Jul 2019, 01:18pm -
Enhancing the Performance of Momentum Strategies [Alpha Architect]
In “Your Complete Guide to Factor-Based Investing,” Andy Berkin and I presented the evidence demonstrating that momentum, both cross-sectional (or relative) momentum and time-series (or absolute, trend following) momentum, not only increases the explanatory power of asset pricing models while
- 5 years ago, 13 Jul 2019, 09:53am -
Momentum, Quality, and R Code [Alpha Architect]
Welcome to the first installment of Reproducible Finance by way of Alpha Architect. For the uninitiated, this series is a bit different than the other stuff on AA – we’ll focus on writing clean, reproducible code, mostly R (but some python too), applied to different ideas from the world of
- 5 years ago, 12 Jul 2019, 10:51am -
Market Sell-off Analysis: Baseline Historical Facts [Alpha Architect]
We often hear that the market is 5% off its highs or that it is down 5% from the high of the year. This alone does not tell us much. The questions I want to answer are as follows: “How often does that 5% loss become a 10% loss? Or worse yet — a 20% loss?” In other words, what are the
- 5 years ago, 10 Jul 2019, 11:55am -