The first part of this post is a quick update on Tony Cooper’s of Double Digit Numerics’s volatility ETN momentum strategy from the volatility made simple blog (which has stopped updating as of a year and a half ago). The second part will cover Dr. Jonathan Kinlay’s Beta Convexity concept. So, now(...)

In our last post, we covered the importance of a well-designed investment universe as a precondition for thoughtful diversification. In this second article on Dynamic Asset Allocation for Practitioners we will explore several methods for measuring price momentum to compare and contrast their(...)

That headline was a response I received from a handful of friends regarding my last post on buying puts as tail risk insurance. And I agree. Well, sort of. It’s been long known that there exists a premium for selling insurance…hey, otherwise why would anyone do it? Now what if you could combine the(...)

Continuing our exploration into the smart beta segment (Part 1, Part 2), in this third post we introduce a simple “IQ Test” that can help investors and managers measure the “smartness” of the increasing number of non-cap-weight rules-based products on the market. There are numerous arguments in(...)

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(...)

The term “multi-asset” appears in many investment strategies and applies to both balanced funds and target date retirement funds. However, multi-asset strategies may be concentrated in a limited set of asset classes, and the performance of these asset classes may be driven by an even more limited(...)

At the end of my last blog, I had asked a few questions. Now, I will answer them all at the same time. I will also discuss a way to detect the regime/trend in the market without training the algorithm for trends. But before we go ahead, please use a fix to fetch the data from Google to run the code(...)

In this second part of the Algorithmic Options trading series we’ll look more closely into option returns. Especially into the methods of combining different option types for getting user-tailored profit and risk curves, which gives options an interesting advantage over other financial instruments.(...)

When the tech bubble collapsed back in 2000, the Nasdaq fell from 5,132 to just 1,470 a few months later. Many popular stocks found their market prices gutted. For example, Cisco lost 86% of its market cap, while Amazon fell over 90% from $107 to $7. Losses such as these decimated investor(...)

Monetary Policy Uncertainty and Bond Risk Premium Fuwei Jiang (Central University of Finance and Economics) and Guoshi Tong (Renmin University) October 1, 2016 We show that uncertainty of monetary policy (MPU) commands a risk premium in the US Treasury bond market. Using the news based MPU measure(...)

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(...)

Back in March we ran a content survey and found that many of you were interested in a refresher course for the key mathematical topics needed to understand deep learning and quant finance in general. Since deep learning is going to be a big part of this year's content we thought it would be(...)

I. Trading Strategy Developer: John Ehlers. Source: Ehlers, J., FRAMA: Fractal Adaptive Moving Average. Concept: Trend following trading strategy based on adaptive price filters. Research Goal: To verify performance of the Fractal Adaptive Moving Average (FRAMA). Specification: Table 1. Results:(...)

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(...)

We examine whether and to what extent successful equities investment strategies are transferrable to the commodities futures market. We investigate a total of 7 investment strategies that involve optimization and mean-variance timing techniques. To account for the unique characteristics of the(...)

In asset management research, we often assume an investor has an infinite horizon, no spending requirements, and no tax consequences. While this may be appropriate for some institutions, it is rarely appropriate for individual investors, leaving financial advisors to fill the gaps. Many factor(...)

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(...)

According to S&P DJ Indices, 92% of all actively managed stock funds failed to beat their benchmarks over the past 15 years. This should come as no surprise. Similar results were published more than 20 years ago. This information has caused a move away from active stock selection and toward(...)

The astonishing bull market (bubble?) in Bitcoin has drawn attention to the cryptocurrency from all corners. One of the questions that’s reasonating: Should Bitcoin be treated as an asset class, on par with stocks, bonds, real estate and commodities? A Forbes article last year, citing a study by(...)

I assume that you're reading this because you are one of many people who were affected by the changes to Yahoo Finance data in May (2017). Not only did the URL change, but the actual data changed as well! The most noticeable difference is that the adjusted close column is now only(...)

This paper compares and contrasts factor investing and sector investing, and then seeks a compromise by optimally exploiting the advantages of both styles. Our results show that sector investing is effective for reducing risk through diversification while factor investing is better for capturing(...)

In 2012 we published a whitepaper entitled “Adaptive Asset Allocation: A Primer” in which we built upon the simple, robust momentum framework proposed by Mebane Faber in his 2009 study “Relative Strength Strategies for Investing.” Our approach utilized a portfolio optimization overlay to this(...)

This is the third in a new advanced series of posts written by Imanol Pérez, a PhD researcher in Mathematics at Oxford University and an expert guest contributor to QuantStart. In this post Imanol applies the Theory of Rough Paths to the task of handwritten digit classification—a common task for(...)

Negative month for the State of Trend Following report, putting the YTD well in the red. Please check below for more details. Detailed Results The figures for the month are: May return: -3.14% YTD return: -7.44% Below is the chart displaying individual system results throughout May: StateTF May And(...)

This is a test of the “Classical Asset Allocation” strategy from the paper Momentum and Markowitz: A Golden Combination, authored by three of our favorite minds in tactical asset allocation: Dr. Wouter Keller, Adam Butler of GestaltU/ReSolve AM, and Ilya Kipnis from the blog QuantStrat TradeR. This(...)

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(...)

May 2017 Trend Following: DOWN -2.59% / YTD: -13.91% Despite a pick up in the second half of the month, the index closed last month in the red, continuing the downward trend for the year. Below is the full State of Trend Following report as of last month. Performance is hypothetical. Chart for May:(...)

Factors such as value, size, and momentum are generally constructed using dollar-neutral portfolios in academic literature. The market beta exposure in these portfolios is often significant and can vary substantially over time. Each factor has gone through periods where these features have been(...)

If you consider yourself Econometrician\Statistician or one of those numerous buzz word synonyms that are floating around these days, Computer Age Statistical Inference: Algorithms, Evidence and Data Science by Bradley Efron and Trevor Hastie is a book you can’t miss, and now nor should you. You(...)

IQFeed provides streaming data services and trading solutions that cover the Agricultural, Energy and Financial marketplace. It is a well known and recognized data feed provider geared toward retail users and small institutions. The subscription price starts at around $80/month. Stanislav(...)

It seems like a very long while since my bachelor. Checking my bookshelf the other day I was thinking to flag some of those books which helped or inspired me along the way. Here they are in no particular order. Risk: Elements of Financial Risk Management Clear and to the point, 5 stars. Value at(...)

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(...)

One study from the Quantifinder that triggered last has some potential intermediate-term implications, and it is fairly interesting, so I figured I would share it. This study looked at the SPX closing price in relation to its 50-day Bollinger Bands, and the fact that we are now extended upwards. I(...)

This is a summary of the recent performance of a wide range of excellent tactical asset allocation strategies. These strategies are sourced from books, academic papers, and other publications. While we don’t (yet) include every published TAA model, these strategies are broadly representative of the(...)

It can be really interesting and exciting to research the markets and test different ideas but at some stage we need to decide if the strategy is ready for live trading. Some traders can get stuck endlessly researching… Trying to find that perfect system… Which comes at a cost. How do we avoid(...)

As always, happy Friday! In this Free Friday post, I want to pose a poll question. After reading the post and viewing the graphs please respond to the poll below and I will publish the results in another post later next week. The question is… would you trade this strategy? Polls Would you trade(...)

It was another great year for the R/Finance conference, held earlier this month in Chicago. This is normally a fairly private affair: with attendance capped at around 300 people every year, it's a somewhat exclusive gathering of the best and brightest minds from industry and academia in(...)

There exists a vast amount of studies that show an increase in correlation between global equity indices during bear markets and propose ways to measure/forecast this correlation (see for example Campbell, Koedjik and Kofman or Capiello, Engle and Sheppard, and many, many more). These studies(...)

As long time readers of my blog know, I often use a market timing indicator in my strategies. My favorite one, and a simple one, is using the 200 day moving average on either the SPY or S&P 500 Index. I recently ran into these posts, Using Market Breadth To Gauge Market Health (Part 5) and(...)

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 gotten.(...)

This is the third in a series of posts written by Frank Smietana, an expert guest contributor to QuantStart. In this detailed post Frank examines the different algorithmic trading strategies carried out by quantitative hedge funds. Click for parts one and two. - Mike. Institutional asset managers(...)

In 2008, in the middle of the global financial crisis, Satoshi Nakamoto published a white paper describing the bitcoin protocol. The bitcoin blockchain then came into existence on January 3, 2009 when Nakamoto created the genesis block — the first block of the blockchain. All subsequent blocks(...)

One compelling study that triggered tonight suggested the recent persistent upmove is unlikely to abruptly end. (This is a theme we have seen many times over the years.) It considers what happens after SPX moves up at least 5 days in a row to a 50-day high, and then pulls back. (This is the current(...)

Around a quarter of a century ago I wrote a paper entitled “Equity Convexity” which – to my disappointment – was rejected as incomprehensible by the finance professor who reviewed it. But perhaps I should not have expected more: novel theories are rarely well received first time around. I remain(...)

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(...)

Quantifiable Edges is now offering our Fed Day research and tools to anyone that makes any size donation to the MS Society! Keep reading for details. One bit of research that Quantifiable Edges has become known for are the many studies I have published on Fed Days. In fact, you could say I wrote(...)

Limited attention drives us to focus on the big details of investment strategies. Small details can have an outsized impact on performance, especially if they can compound upon one another. To quote Aaron Brown, Head of Risk at AQR: “It takes a lot of compounding to turn a mistake into a disaster.(...)

Active asset management has been under attack during the past several months. Hedge funds have been shutting down left and right, labeled as overpriced and underperforming, and are losing capital to low cost passive mutual funds and ETFs. Active mutual funds have been losing ground as well to their(...)

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(...)

This post will be a modified backtest of the Adaptive Asset Allocation backtest from AllocateSmartly, using the Hierarchical Risk Parity algorithm from last post, because Adam Butler was eager to see my results. On a whole, as Adam Butler had told me he had seen, HRP does not generate(...)