Now that the Federal Reserve has begun the process of raising interest rates, and has announced their intention to begin to unwind their policy of quantitative easing (reducing the amount of bonds in their portfolio, either by selling holdings or allowing holdings to mature), investors may be

As we have mentioned before, here, here and here, there is overwhelming evidence that the number of stock anomalies in the universe is much lower than originally thought. Most of the previous research papers attempt to filter out past anomalies in the literature (generally over 300+) by applying

Prof. Richard Price, an old friend, co-author, and Alpha Architect advisory board member, is working on some cool new co-authored research that requires audience participation! Dr. Price, alongside Professors Dipankar Ghosh, and Atul Rai, are conducting research to better understand what factors are

What are the research questions? Research has shown that dividends constitute a greater contribution to the returns of a value versus a growth strategy. However, the question remains as to whether or not dividends matter within a style category. For style investors, does dividend policy determine

In our final blog post, that finishes the trend-following series, we briefly review the results of the forward-tests of the profitability of various trend following rules in different financial markets: stocks, bonds, currencies, and commodities. The results of these tests allow us to better

Our firm is growing rapidly and we’re looking to hire new teammates (one initially, possibly another down the road). If you are passionate about investor education and helping us deliver affordable alpha, please reach out! We just posted a new job for an execution trader/researcher role. Jack and

The Standard and Poor’s (S&P) 500 index is a value-weighted stock index based on the market capitalizations of 500 large companies in the US. This index was introduced in 1957 and intended to be a representative sample of leading companies in leading industries within the US economy. Stocks in

In their seminal 1993 paper, “Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency,” Narasimhan Jegadeesh and Sheridan Titman reported significant returns to buying winners and selling losers in the U.S. equity market, now referred to as the “cross-sectional

What are the research questions? Is there a consistent and reliable long term overreaction pattern in global equity markets? In US equity markets, buying long term losers and selling long term winners (also called long term price reversal) is a well-documented anomaly. Does it also exist in global

The difficulty in testing the profitability of trend-following rules stems from the fact that the procedure of testing involves either a single- or multi-variable optimization. Specifically, any trading rule considered in Part 3 has at least one parameter that can take many possible values. For

A common question asked in the factor investing field is the following — “how much of the model’s performance is driven by sector allocations, and how much is driven by security selection?” Our answer is to simply buy Value stocks or Momentum stocks, regardless of sector constraints. Why?

What are the research questions? By studying the trading data (provided by a German brokerage house) of a large (6,949) group of individual self-directed investors over the period from 2005-2010, the authors attempt at answering:(1) Do ETFs provide performance benefits to individual investor

We consider an investor and a financial market that consists of only two assets: one risky asset and one safe (or risk-fee) asset. An example of a risky asset is an investable stock market index. When it comes to the safe asset, even though financial theory assumes its existence, there are no

What are the research questions? Can the concepts contained in equity “factors” translate to the corporate bond market? Do single factor bond portfolios generate alpha? Do multifactor bond portfolios contribute additional value? What are the Academic Insights? YES. Using bond characteristics

A trend following strategy is based on switching between a financial asset and cash depending on whether the asset prices trend upward or downward. Specifically, when the strategy identifies that prices trend upward (downward), it generates a Buy (Sell) trading signal. A Buy signal is a signal to

Similar to some better-known factors like size and value, time-series momentum is a factor that historically has demonstrated above average excess returns. Time-series momentum, also called trend-momentum or absolute momentum, is measured by a portfolio long assets that have had recent positive

The folks at AQR are top-notch researchers and have written a ton of great papers. Some of their more famous papers are the following: Value and Momentum Everywhere A Century of Evidence on Trend Following Size Matters If you Control Your Junk (my favorite title of any paper ever published) In this

In spite of several efforts by researchers to overcome the estimation-risk problem (the use of estimate inputs based on sample information as if they were representative of the true population) which produces the so-called “wacky weights”, DeMiguel, Garlappi and Uppal (2009) present striking

In our context, a technical trading indicator can be considered as a combination of a specific technical trading rule with a particular moving average of prices. In two preceding blog posts we showed that there are many technical trading rules, as well as there are many popular types of moving

The article provides new empirical evidence on the state of market efficiencies in ETFs by studying the following questions: What is the magnitude of the ETF premiums across all US-listed ETFs and all underlying asset class and over time? In particular, what is the magnitude of “true” ETF

If you ask your typical long-only investor (or financial advisor) how momentum is doing this year they’ll likely say, “Amazing!” This statement will almost surely be based on the fact they own (or know about) the iShares “Momentum Factor” Fund (Ticker: MTUM). MTUM is on fire year to date

What are the research questions? Market globalization is said to be the culprit of decreased benefits of international diversification. In 1995, a US investor investing in Vodafone had exposure to 99% of UK based sales. The same investor in 2012 is exposed to UK sales only for 8% while at the same

In my previous blog post we considered the general weighted moving average. In this post we aim to give an overview of some specific types of moving averages. Specifically, we cover “ordinary” moving averages and mention some examples of exotic moving averages. Ordinary Moving Averages These are

What are the research questions? Do variations in aggregate measure of size and activity of sell-side analysts affect the quality of research produced by that industry? Do those same variations in aggregate measures of size and activity of sell-side analysts affect optimism bias in the research

One of the basic principles of technical analysis is that “prices move in trends.” Traders firmly believe that these trends can be identified in a timely manner and used to generate profits and limit losses. Consequently, trend following is arguably one of the most widespread market timing

Any frequent reader of our blog knows we are fans of momentum investing. At this point, investment professionals should know that momentum historically works, that momentum is painful, and we have our own opinions on how to implement momentum investing via our Quantitative Momentum Index. Sometimes

What are the research questions? Do factors offer superior diversification benefits relative to assets because factors are less correlated with each other? Does consolidating a larger set of assets into a smaller set of factors reduce noise? Are investors more skilled at relating current information

As my co-author Andrew Berkin, the director of research for Bridgeway Capital Management, and I explain in our new book, “Your Complete Guide to Factor-Based Investing,” there is considerable evidence of cross-sectional return predictability. Citing more than 100 academic papers, we present the

Most long-term approaches to investing, like tactical asset allocation or factor investing, are designed to trade infrequently, generally once a month or once a quarter. This is a feature, not a limitation. Trading infrequently forces a strategy to ignore day-to-day noise and focus on long-term

What are the research questions? Are crowdsourced earnings forecasts from a source such as Estimize, useful in the capital markets by capturing new information about future earnings? Does a site such as Estimize add incremental accuracy when combined with the conventional, sell-side earnings

I will be talking on the Factor Investing panel at the upcoming Evidence-Based Investing Conference in Dana Point, CA next Sunday –Tuesday. I am excited for the opportunity to chat, and figured I would highlight a few thoughts we have on the topic going into the event. First, what is “evidence

Title: FURTHER EVIDENCE ON THE STRATEGIC TIMING OF EARNINGS NEWS: JOINT ANALYSIS OF WEEKDAYS AND TIMES OF DAY Authors: RONI MICHAEY, AMIR RUBIN, ALEXANDER VEDRASHKO Publication: JOURNAL OF ACCOUNTING AND ECONOMICS, 2016 (version here) What are the research questions? Do managers act to strategically

The Holy Grail for mutual fund investors is the ability to identify in advance, which of the active mutual funds (or ETFs nowadays) will outperform in the future. The evidence suggests this task is almost impossible. To date, the overwhelming body of academic research has demonstrated that past

Purely passive investing is theoretically plausible, but practically impossible. That said, the practical implementations can often be “good enough.” As a theoretical index investor, you deploy capital, take a long snooze, and wake up some day to consume your portfolio. Unfortunately, the world

Title: A WEALTH MANAGEMENT PERSPECTIVE ON FACTOR PREMIA AND THE VALUE OF DOWNSIDE PROTECTION Authors: LOUIS SCOTT AND STEFANO CAVAGLIA Publication: THE JOURNAL OF PORTFOLIO MANAGEMENT, SPRING 2017 (version here) What are the research questions? The article links two current hot topics: goal based

Title: PORTFOLIO CONCENTRATION AND PERFORMANCE OF INSTITUTIONAL INVESTORS WORLDWIDE Authors: NICOLE CHOI, MARK FEDEINA, HILLA SKIBA, TATYANA SOKOLYK Publication: JOURNAL OF FINANCIAL ECONOMICS, 2017 (version here) What are the research questions? Portfolios in international markets tend to be more

In the past we have discussed that some investors demand dividends. (Here is a nice post by Larry Swedroe on the topic and there are more holistic measures, such as shareholder yield, which are better predictors of future returns). A few posts we have on the topic highlight that CEOs cater to

If you are looking for research on stock selection, you’re in luck — the research is everywhere and has arguably been overdone. Get started with Moon Cycles & Stock Market Returns and The Congressional Calendar & Stock Market Returns to get a sense for how esoteric the research has

Title: FACTOR BASED INVESTING: THE LONG TERM EVIDENCE Authors: ELROY DIMSON, PAUL MARSH, AND MIKE STAUNTON Publication: THE JOURNAL OF PORTFOLIO MANAGEMENT, 2017, SPECIAL ISSUE (version here) What are the research questions? Is there out-of-sample (OOS) evidence for factor investing? What are the

As a former US Marine, Memorial Day is every day, however, Memorial Day is special because the time is set aside to reflect on those who paid the ultimate sacrifice. Enjoy and stay safe out there! In addition to enjoying the long Memorial Day weekend, we offer a unique opportunity to honor the

One of the great debates in finance is whether the source of the value premium is risk-based or a behavioral anomaly. In our book, “Your Complete Guide to Factor-Based Investing,” my co-author Andrew Berkin and I present the evidence showing that there are good arguments on both sides. Thus,

are to Editor’s Note: The Academic Research Insight will be a weekly short-form research summary on research that is directly related to investing. Elisabetta Basilico (a PhD and a CFA!) will be driving the effort, which will supplement our long-form summaries, in-house research, and general

Why do CEOs decide to pay dividends? That is an interesting question, and one that academics have been researching for years. Miller and Modigiliani in 1961 show that if one assumes perfect and efficient capital markets, and investors should have no preference as to whether or not a firm pays

The Oracle of Omaha just commented on the Chinese stock market in this year’s Berkshire’s annual meeting: …Markets have a casino characteristic that has a lot of appeal to people, particularly when they see people getting rich around them. And those who haven’t been through cycles before are

There are a number of recent studies that propose a more rigorous criteria for evaluating the practical significance of factors published in academic research journals. First, Harvey, Liu, and Zhu (2015) argue that a t-stat of 3 should be replacing the old 2 as a rule for statistical significance.

Over the past few years, we’ve been asked questions related to the relationship between stock prices and interest rates. Forms of the question typically look like the following: If interest rates rise, what happens to stock prices? What is the relationship between stocks prices and bond yields?

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. The momentum effect is one of the most pervasive asset pricing anomalies documented in the financial literature: Stocks

ETFs and factor investing are on the tip of everyone’s tongue these days. Factor investing is being couched as a “new” thing, despite the fact that institutional investors have been deploying these strategies for years. (See this working paper discussing the effective use of smart beta

Our firm Allocate Smartly provides independent analysis of Tactical Asset Allocation (TAA) strategies. TAA strategies dynamically allocate to broad asset classes like stock indices, bond indices or gold. Unlike a traditional buy & hold portfolio, TAA is able to increase allocation to assets

Tomorrow I’ll be sitting with Pat O’Shaughnessy and Ben Johnson to discuss “Straight Talk About Smart Beta.” Here is a link to the big Morningstar event. In preparation for our discussion we were spitballing ideas and Ben brought up the concept of helping investors understand the