Quant Mashup - Alpha Architect
Low Volatility Can Be Low Turnover [Alpha Architect]
Low volatility strategies have garnered a fair amount of popularity and a growing body of supporting research. Studies have shown risk reduction levels of 25%, while turnover has varied from 20% to 120%. However, higher turnover produces higher costs of trading, such that the excess return obtained
- 6 years ago, 25 Feb 2019, 05:41pm -
Trend-Following: A Decade of Underperformance [Alpha Architect]
Everyone in finance remembers 2008–the Global Financial Crisis. Yes, I know, the final downward movement in the stock market was in early 2009. However, many remember 2008 as the year of the crisis. So now we are 10 years removed from the crisis. Why do I mention this? After the crisis, some began
- 6 years ago, 20 Feb 2019, 05:47pm -
Is There a Size Effect in the Stock Market? [Alpha Architect]
One of the oldest and most persuasive arguments in the stock market is that small stocks outperform large stocks.(1) Warren Buffett, speaking at the 2013 Berkshire Hathaway Annual Meeting, summarized the sentiment when discussing the disadvantages of managing a huge amount of capital: There’s no
- 6 years ago, 14 Feb 2019, 12:37pm -
How Risky are the Value and Size Premiums? Part 2/2 of Volatility Lessons [Alpha Architect]
What are the research questions? The main purpose of this study was to examine the changes in the distribution of the US equity risk premium as the return horizon varies over the short term, medium and long term (see here for a piece that covers those topics). In this recap, we look at ancillary
- 6 years ago, 11 Feb 2019, 03:57pm -
The Smart Money Indicator: A New Risk Management Tool [Alpha Architect]
We have all heard the mantra, “You can’t time the market!” But in reality, investors attempt to do just that every day as part of their tactical asset allocation strategies, which are less extreme variants of the classic trend-following “risk-on/risk-off” approach, which many associate
- 6 years ago, 8 Feb 2019, 10:33am -
Manager Sentiment and Stock Returns [Alpha Architect]
What are the Research Questions? The authors investigate the asset pricing implications of corporate manager sentiment, focusing on its predictability for future U.S. stock market returns. Specifically, they ask the following research questions: Does high corporate manager sentiment lead to
- 6 years ago, 4 Feb 2019, 11:25pm -
Size and Value in China [Alpha Architect]
What are the research questions? China represents the world’s second largest stock market and a growing component of the world’s GDP. China also operates under peculiar political and economic environments relative to the market economies of the Western world. Because China is so unique, a
- 6 years ago, 1 Feb 2019, 08:12pm -
“The Failure of Factor Investing was Predictable” [Alpha Architect]
In a recent ETF column, Allan Roth listed five investment lessons. While I agreed with much of what he wrote, one claim—factor investing has “failed miserably”— called for examination of the facts. But first, a little background. William Sharpe, Jack Treynor and John Linter are typically
- 6 years ago, 28 Jan 2019, 09:52pm -
Value, Momentum & Carry Across Asset Classes [Alpha Architect]
There is a 72% probability of the San Franciso Bay Area getting hit by at least one earthquake of a magnitude of 6.7 or stronger between today and 2043 according to the United States Geological Survey, which is a scientific agency of the U.S. government. An earthquake of that magnitude is likely to
- 6 years ago, 28 Jan 2019, 12:07am -
Compound Your Knowledge: Episode 2-ESOPs, Factors, Incentives [Alpha Architect]
In today’s video, we examine three posts. First, we examine ESOPs and 1042 QRP (qualified replacement property) with Doug Pugliese. Second, we examine a guest post by Nicolas Rabener examining Value, Momentum and Carry over the past 10 years. Last, we examine a guest post by Elisabetta discussing
- 6 years ago, 28 Jan 2019, 12:06am -
Rankings and Risk-Taking in the Finance Industry [Alpha Architect]
Rankings are everywhere in the finance industry. A number of papers identify bonus schemes and tournament incentives(1) among the main drivers of excessive risk-taking in developed financial markets. The article studies the impact of rankings on professionals’ risk-taking investment decisions.
- 6 years ago, 23 Jan 2019, 10:41am -
Buyback Blackout Periods Do Not Negatively Impact Market Performance [Alpha Architect]
The October 2018 market correction where the S&P 500® Index fell by 7%, its worst October since 2008,(1) left investors searching for a culprit. Some of the usual suspects were blamed — rising geopolitical tensions ahead of the US midterms, the high likelihood of a slowdown in economic and
- 6 years ago, 18 Jan 2019, 11:32am -
Compound Your Knowledge: Episode 1 [Alpha Architect]
Welcome to the newly re-titled weekly video, Compound Your Knowledge. In today’s video, we examine three posts. First, we examine a simple analysis of 2018 Factor portfolio returns. Second, we examine a guest post by Jon Seed examining Warren’s put options, and how they are different than most
- 6 years ago, 18 Jan 2019, 11:32am -
Quarterly Analysis and Commentary: Q4 2018 [Alpha Architect]
We’ve posted our quarterly attribution materials on our performance site.(1) We enjoyed putting the materials together and think they will be informative for those who follow our Indexes. The materials and videos are part of our long-term plan is to continually improve our quarterly communications
- 6 years ago, 16 Jan 2019, 11:06am -
Equity investing is Riskier than You Probably Expected [Alpha Architect]
The purpose of this study was to examine the changes in the distribution of the US equity risk premium as the return horizon varies from monthly, annually, 3 year, 5 year, 10 year, 20 and 30 year periods. The equity premium was calculated as the monthly difference between the Market and Treasury
- 6 years ago, 15 Jan 2019, 09:20am -
Payday Anomaly Revisited [Alpha Architect]
Unless you are a die-hard buy-and-hold investor, chances are that you need to rebalance your portfolio at some point. The question is when? And how often? And why at a specific time? Some strategies rebalance once a year, some multiple times a day. What if there were better times to rebalance? Last
- 6 years ago, 8 Jan 2019, 01:18pm -
Herding and Mutual Fund Performance [Alpha Architect]
What are the Research Questions? Can investors identify skilled and unskilled mutual fund managers by observing their tendency to herd? Do differences in herding behavior across funds predict mutual fund performance? Does skill drives the link between herding and future performance? Does herding
- 6 years ago, 8 Jan 2019, 10:13am -
A Simple Analysis of 2018 U.S. Factor Returns [Alpha Architect]
As the year turns, a common practice is to assess a portfolio and see how each position performed. The summary for stocks is easy: equities did not do well. Whether you were invested in U.S. stocks (down ~5%+), developed markets (down ~13%+), or emerging markets (down ~20%+), being invested in
- 6 years ago, 4 Jan 2019, 10:18am -
Is Active Alpha Enough to Cover Taxes? [Alpha Architect]
Each time S&P Dow Jones Indices publishes its latest Active Versus Passive Scorecard, the persistent failure of the vast majority of actively managed funds to outperform is highlighted. The evidence on this failure led Charles Ellis to call active management the loser’s game — while it’s
- 6 years ago, 29 Dec 2018, 09:46am -
Machine Learning Classification Methods and Factor Investing [Alpha Architect]
In the last post in our machine learning series, we showed how nonlinear regression algos might improve regression forecasting relative to plain vanilla linear regression (i.e., when underlying reality is nonlinear with complex interactions). In this piece, we’ll first review machine learning for
- 6 years ago, 21 Dec 2018, 10:49am -
Data Science is Revolutionizing Investment Practice [Alpha Architect]
What are the Research Questions? This editorial introduces data science to the wider investment community and highlights some of the advantages (and potential pitfalls as discussed yesterday) it can bring to everyday investment practice. The paper answers two apparently simple questions: What is
- 6 years ago, 19 Dec 2018, 11:29am -
A Protocol to Prevent "Quants Gone Wild" [Alpha Architect]
What are the Research Questions? Data mining in finance has long been a concern for academic researchers. Campbell Harvey, one of the authors on this paper, is leading the effort to ensure the integrity of empirical finance research. For example, see here for a post on his address to the AFA. The
- 6 years ago, 17 Dec 2018, 01:19pm -
Weekly Recap: Value Performance & ETFs' impact on correlations & liquidity [Alpha Architect]
This week Ryan and I discuss two posts. First, we examine a guest post by Matthew Bartolini of State Street Global Advisors, discussing the underperformance of Value and its outlook for 2019. Second, we examine a guest post by Elisabetta on a recent JPM paper examining the effects that ETFs have had
- 6 years ago, 17 Dec 2018, 01:19pm -
After a Lost Decade, Will Value Get its Groove back in 2019? [Alpha Architect]
Borne in academia and raised by fund managers seeking to outperform, value style mutual funds and ETFs today hold close to $2 trillion(1). But with poor returns over the past decade, the question of whether “value is dead” has become a popular topic of conversation.(2) The search term “is
- 6 years ago, 11 Dec 2018, 11:57am -
ETFs Have NOT Screwed Up Correlations, Liquidity, and Alpha Opportunities [Alpha Architect]
What are the Research Questions? The paper investigates the following research question: Have ETFs flows affected the correlation structure of returns? Have ETFs flows affected the liquidity of underlying securities? Have ETFs flows affected the ability of managers to generate alpha? What are the
- 6 years ago, 11 Dec 2018, 11:57am -
Trend Following on Steroids [Alpha Architect]
Trend following is well-known and the simplest version is as follows: you buy an asset when it has positive momentum (the price goes up) and you sell it and go to cash (or any other safe haven) when the momentum turns negative.(1) The best-known example of trend following is on the monthly ETF SPY
- 6 years ago, 7 Dec 2018, 12:41pm -
Weekly Recap: Trend-Following, Portfolios, and Risk Factors [Alpha Architect]
You can watch the video via the link below: This week Ryan and I discuss three posts. First, we examine a guest post titled, “Trend Following on Steroids,” which examines ways to enhance a simple trend-following strategy. Second, we examine a post I wrote regarding how to use trend-following
- 6 years ago, 7 Dec 2018, 12:41pm -
How to Use Trend Following within a Portfolio [Alpha Architect]
A question we have been receiving recently is the following: How should I use trend following within a portfolio? Generally, the questions are related to our Global Value, Momentum, and Trend Index, which allocates to the (1) Value, (2) Momentum, and (3) Trend factors. A big difference between the
- 6 years ago, 4 Dec 2018, 12:24pm -
Measuring Factor Exposures: Uses and Abuses [Alpha Architect]
What are the research questions? USES: Can investors really separate “alpha” from “beta”? What are the ins-and-outs of understanding the exposures in a portfolio and their contribution to “alpha”? ABUSES: Are there differences in the way strategies are constructed in academic articles
- 6 years ago, 3 Dec 2018, 11:38am -
A Proxy for the Unobservable Global Market Portfolio [Alpha Architect]
What are the Research Questions? The authors propose an estimation of the capital stock that involves all identifiable and measurable financial and nonfinancial assets in the world economy. This portfolio seeks to represent the so-called “Global Market Portfolio,” that all MBA students learn to
- 6 years ago, 26 Nov 2018, 01:13pm -
Short volatility strategies are extensive and widespread [Alpha Architect]
Who are the buyers and sellers of volatility-contingent strategies? How extensive is volatility trading and put selling currently? Could a volatility “cascade” cause a crash across correlated asset classes? Are there mechanisms that might provide stabilization? What are the Academic Insights?
- 6 years ago, 19 Nov 2018, 01:21pm -
Weekly Recap: Factors, Opportunity Zones, and HFs [Alpha Architect]
This week Ryan and I discuss three topics. First, we examine the returns to U.S. stock broken down by (1) size and (2) factors (mega-cap stocks were the place to invest over the last 5 years!). Second, we examine a post by Adam Tkaczuk on Opportunity Zones–a must read for those with low basis
- 6 years ago, 19 Nov 2018, 08:37am -
Factor Investing Fact Check: Are Value and Momentum Dead? [Alpha Architect]
The “stock market,” at least as measured via the S&P 500, has been on an epic performance run — especially relative to almost all asset classes. It doesn’t matter whether you look at the other asset classes by geography (e.g., US, developed, emerging), style (e.g., value, momentum), or
- 6 years ago, 15 Nov 2018, 01:50pm -
Hedge Funds may Profit from Stock-Picking and Help Reduce Mispricing [Alpha Architect]
What are the research questions? Do hedge funds exploit stock mispricing? Specifically, do hedge funds tend to hold undervalued stocks that exhibit positive alphas? Do hedge funds profit from these holdings in undervalued stocks? Does the trading in these stock reduce mispricing? What are the
- 6 years ago, 12 Nov 2018, 01:03pm -
Fund Capacity Analysis: How Much Capital Will a Strategy Handle? [Alpha Architect]
The article addresses the estimation of capacity for an equity fund that forms portfolios based on a given investment strategy. It fits within three strands of literature: i) theoretical models of optimal trading or portfolio construction under alpha erosion and trade frictions; ii) empirical
- 6 years ago, 5 Nov 2018, 09:10pm -
Weekly Recap: Affiliated Funds and Diversification [Alpha Architect]
This week Ryan and I discuss two topics. First, we discuss a paper examining the performance of bank affiliated mutual funds. Second, we examine a post by Larry Swedroe on diversification. Paper Links: Do Bank Affiliated Funds Underperform Affiliated Funds? Asset Diversification in a Flat World.
- 6 years ago, 3 Nov 2018, 09:20am -
Asset Diversification in a Flat World [Alpha Architect]
Diversification is a fundamental principle of prudent investing due to its ability to mitigate/minimize risks. In fact, it has been called the only free lunch in investing because, done properly, it can reduce risk without reducing expected returns. This led to the conclusion that investors should
- 6 years ago, 1 Nov 2018, 01:58pm -
Alpha Architect Weekly Recap: Tracking Error and the “Mix Versus Integrate” Debate [Alpha Architect]
You can watch the video via the link below: This week Ryan and Jack discuss several important topics. First, they discuss the tracking error associated with trend-following strategies. Second, they chat about a paper by researchers from Goldman Sachs, “Constructing Long-Only Multifactor
- 6 years ago, 27 Oct 2018, 09:58am -
How large is the tracking error created by trend following? [Alpha Architect]
A question I’ve received in the past is the following: If you could go back in time five years ago and tell yourself something about investing, what would it be? My response is the following: Tracking error. First, what is tracking error?(1) Tracking error is a measure of how much a strategy
- 6 years ago, 25 Oct 2018, 11:46pm -
Constructing Long-Only Multifactor Strategies: Portfolio Blending vs. Signal Blending [Alpha Architect]
The heightened interest in factor investing has been accompanied by a corresponding focus on the nuts and bolts of constructing multifactor portfolios. There are essentially two ways to go: In a one-step process, single factor signals are blended into a composite signal and one multifactor portfolio
- 6 years ago, 22 Oct 2018, 04:50pm -
Weekly Recap: ETF Tax Efficiency, Profitability Factor, Trend Following [Alpha Architect]
This week Ryan and I have a discussion on three topics. First, we discuss ETF tax efficiency based on the findings in a new paper by the RAFI team. Second, we discuss the profitability factor as Larry Swedroe highlights a new paper on international evidence. Third, we discuss my article on how one
- 6 years ago, 20 Oct 2018, 04:37am -
The Profitability Factor: International Evidence [Alpha Architect]
Robert Novy-Marx’s 2013 paper “The Other Side of Value: The Gross Profitability Premium” not only provided investors with new insights into the cross-section of stock returns, but also helped further explain some of Warren Buffett’s superior performance. (Wes Gray summarized that paper
- 6 years ago, 18 Oct 2018, 03:04pm -
What is the correct benchmark for trend following? [Alpha Architect]
“What is the correct benchmark for trend following?” This is a difficult question, and there really is no perfect answer. As many of our readers know, we are fans of trend following and trend-followed portfolios. For those unfamiliar with trend following, the idea is rather simple–invest in an
- 6 years ago, 16 Oct 2018, 02:29pm -
How a Multi-factor Portfolio is Constructed Matters [Alpha Architect]
The CAPM was the first formal asset-pricing model. Market beta was its sole factor. With the 1992 publication of their paper, “The Cross-Section of Expected Stock Returns,” Eugene Fama and Kenneth French introduced a new-and-improved three-factor model, adding size and value to market beta as
- 6 years ago, 11 Oct 2018, 04:18pm -
Fixed Income Factors: An Overlooked Corner of the Market [Alpha Architect]
Factors, or “style” investing, seems to be all the rage these days, including the use of factors in fixed income (here, here and here are good places to start). However, many of these strategies focus on CUSIP level bond selection. This means executing a strategy with a fair amount of turnover
- 6 years ago, 9 Oct 2018, 04:56pm -
Investment Factor Timing: Challenging, but Not Impossible [Alpha Architect]
Is it possible to time factors? (An old blog on the topic here and Jack discussing on a podcast here) Are there financial and economic indicators that can be used to predict factor returns? Are timing models just luck? What are the Academic Insights? YES. The authors use Fama-French 5 Factors
- 6 years ago, 8 Oct 2018, 04:40pm -
Summing up the Potential Benefits and Pitfalls of Diversification in 3 Slides [Alpha Architect]
Not long ago I used to teach investment management courses to Master’s students (MBAs and MS Finance types). A core aspect of my course was so-called modern portfolio theory. We did a lot of math and problem-sets to make it feel like we were doing something useful. But I can summarize the core
- 6 years ago, 4 Oct 2018, 02:16pm -
How can the Investment CAPM Price Momentum? [Alpha Architect]
“How can a q-theoretic model price momentum?” is a new paper by Robert Novy-Marx and goes right to the heart of an intense debate ongoing in empirical asset pricing — can neoclassic economic models explain the so-called momentum anomaly? A quote from the start of the paper, which answers the
- 6 years ago, 4 Oct 2018, 02:15pm -
When Diversification Fails [Alpha Architect]
The paper investigates the following research question: Are left-tail vs. right-tail correlations symmetric for the majority of risky assets (including size and styles)? Is left-tail vs. right-tail correlations between stocks and hedge funds styles symmetric? Is left-tail vs. right-tail correlations
- 6 years ago, 2 Oct 2018, 10:00am -
Value and Momentum and Risk [Alpha Architect]
Early in the summer, I was on a podcast with Corey Hoffstein discussing momentum investing. During the discussion, Corey asked me a question regarding risk versus mispricing, specific to the momentum anomaly. We frequently cite the behavioral explanation for momentum–investors tend to underreact
- 6 years ago, 25 Sep 2018, 09:48pm -