We would venture that there is a strong correlation between the amount of ink spilled about an asset class or sector and its volatility. So given that the energy sector fell nearly 5.5% in the last month without much interest is somewhat curious. Or, is it? First, let's establish whether our

#8 - FX Momentum #14 - Momentum Effect in Stocks #21 - Momentum Effect in Commodities #118 - Time Series Momentum Effect Authors: Goyal, Jagadeesh Title: Cross-Sectional and Time-Series Tests of Return Predictability: What Is the Difference? Link:

I only started drinking coffee when I started working crazy hours. Not to keep awake but as an excuse to pop out of the office for a few minutes and suck in some fresh air. Either coffee or cigarettes, thank goodness not the latter. In any case, I recently read about a guy who is reverse engineering

he graph shows the all-time high on the S&P500, since year 1957 to 2015, and the line is moving and in close-up one can see how long each ATH has been going on. However, this is a smaller picture of the graph and the real is very big and I will not put it out due to the size. Longest ATH in a

Over the last four blog posts we looked at eight different exit approaches for a standard SPX iron condor with 25 point wings. These exits included: STD - NA%:NA% - exit at 8 DTE. STD - NA%:50% - exit if the trade has a profit of 50% of its initial credit OR 8 DTE. STD - 100%:50% - exit if the trade

Ignore the Margin Debt Alarm The margin debt alarm has seemingly been sounded every few months when investors realize absolute levels of margin debt has reached new all-time highs (inferring that risk taking has too reached all-time high levels and stocks are at risk). This brief post highlights why

The first formal asset pricing model—the capital asset pricing model—was built on certain assumptions, including that investors are risk-averse; will maximize the expected utility of absolute wealth; and care only about the mean and variance of return. However, academic research has found that

Gary Antonacci has over 35 years experience as an investment professional focusing on underexploited investment opportunities. His award-winning research on momentum investing combines relative strength price momentum with trend following absolute momentum. He is recognized as a foremost authority

This excerpt is from the book Global Asset Allocation now available on Amazon as an eBook. If you promise to write a review, go here and I’ll send you a free copy. —- “We have a passion for keeping things simple.” – Charlie Munger, Vice-Chairman Berkshire Hathaway Why not just invest along

In science. Proper science. Scientists are told to report the investigations that lead nowhere. Why is this important? One. So people don't unknowingly waste time down the same dead and can learn from the experience of others. Two. When you count the dead ends, sometimes statistical tests

The Ivy Portfolio spreadsheet track the 10 month moving average signals for two portfolios listed in Mebane Faber’s book The Ivy Portfolio: How to Invest Like the Top Endowments and Avoid Bear Markets. Faber discusses 5, 10, and 20 security portfolios that have trading signals based on long-term

This excerpt is from the book Global Asset Allocation now available on Amazon as an eBook. If you promise to write a review, go here and I’ll send you a free copy. —- Harry Browne was an author of over 12 books, a one-time Presidential candidate, and a financial advisor. The basic portfolio that

If you’ve followed this blog for awhile, you may have noticed that we don’t cover fundamental or economic data too often. That is for a good reason: we don’t use it, at all. Occasionally, however, a data point will cross the radar that piques our interest for whatever reason. So it is with the

A little over a month ago I travelled to Harvard to speak to Michael Parzen’s business statistics class on Deep Value and the acquirer’s multiple. Here is the recording of that talk. You can get a free list of the best deep value stocks in the largest 1000 names on The Acquirer’s Multiple. Buy

Old school German and Austrian professors operate on 'academic time'. When you are told to meet at 3, they really mean a quarter past. You wouldn't want to reverse the tables though. Better to be a quarter of an hour too early than too late. I never got the hang of academic time. Same

This excerpt is from the book Global Asset Allocation now available on Amazon as an eBook. If you promise to write a review, go here and I'll send you a free copy. -- "I know that there are good and bad environments for all asset classes. And I know that in one's lifetime, there will

The following are the list of funds or trading firms using artificial intelligence or machine learning for their research and trading purposes. There are probably a lot more than this but many prefer to stay very quiet. The list and info here is compiled from public sources amongst the links

Few people that work in the financial world actually live in the now. Some live at the last month end; others at 't-1'. Only silicon, mad men and chattering Tweeters live on the edge. Following on from the Flow and Statelessness post, I used Lazy.js, a CORS proxy and the Markit On Demand

Test of Covariance Matrix Forecasting Methods

Investors should know what they are buying and why they are buying it. Unfortunately, more often than not, investment products are jammed down the throats of unsuspecting victims who are either ignorant, easy to influence, and/or don’t really care. We highlighted an extreme example of this in the

How consistent are Momentum returns? This is among the most frequently asked questions about Momentum (and about any investment strategy for that matter). One way to answer this question is to look at the following table from a white paper published by RBC Capital Markets. According to their

This post looks at a standard (STD) one-lot iron condor on the S&P 500 Index (SPX), initiated at 80 days-to-expiration (DTE). The results in this post were derived from approximately 3200 individual trades entered by the backtester. For background on the setup for the backtests, as well as the

#2 - Asset Class Momentum - Rotational System #3 - Sector Momentum - Rotational System #8 - FX Momentum #14 - Momentum Effect in Stocks #15 - Momentum Effect in Country Equity Indexes Authors: Geczy, Samonov Title: 215 Years of Global Multi-Asset Momentum: 1800-2014 (Equities, Sectors, Currencies,

Multivariate Conditional Outlier Detection

Feature Selection Risk

Sparse Signals in the Cross-Section of Returns

To install Systematic Investor Toolbox (SIT) please visit About page. Following is code and plots used in RFinance 2015 presentation. We will use a C++ function to compute Lagged Correlations from the Run Leadership Rcpp post. First, let’s load historical prices for S&P 500. Please note that

I love the tingling sensation when some new idea or revelation becomes clear. Perhaps not 100% clear, but you get close enough that you can almost taste it. That happened to me when I read about the Pythagorean interpretation of special relativity. Nice to understand 20th century physics first in

The post ETF Sector Rotation generated some good ideas on what to try differently. This post will focus on two ideas on the Select Sector SPDR ETFs. The next post will look at two ideas using Fidelity sector mutual funds. ETF Universe These tests will use the Select Sector SPDR ETFs. The list is

Having explored the history of the price-to-book ratio, we can now turn to its usefulness as a stock selection criterion. The data suggests a few important points about the price-to-book ratio: It has worked quite nicely in small-cap It has not worked as well in large-cap stocks Price-to-book

Momentum has been found to be a persistent and pervasive factor in the returns not only of stocks, but of other asset classes (including bonds, commodities and currencies). Compared with the market, value and size risk factors, momentum in equities has earned both the highest premium and the highest

Which Trend Is Your Friend? (via @carlfischer101)

The study below is one I have shown here on the blog for a long time. It looks at relatively sharp selloffs from intermediate-term highs. It shows that there has been a strong tendency for situations like the current one to bounce. Results are updated. The stats all suggest an upside edge over the

Benjamin Graham, father of value investing, once said: “in the short run, the market is like a voting machine but in the long run, it is a weighing machine.” The psychology factor that can dominate market returns and volatility in the short-run is often washed out in long-run annualized returns,

We’ve spent a good deal of “ink” over the past few months on the trendless, range-bound action that has characterized the U.S. stock market recently. This trading range has been, after all, the dominant factor in the equity market. And an epic, even record-setting, trading range it has been.

First the (potential) good news. The (potential) good news is that one trend in bonds that I wrote about a while back here and here may finally (potentially) be playing out the “right way.” Although, as there are still three more trading days left in the month of May, it is clearly a little

Rob Seawright of Above the Market recently posted an article broadly skewering tactical asset allocation (TAA) strategies. He cites the failure of market gurus to pick market turns (from a CXO analysis we've discussed in the past), and a Morningstar study showing that TAA has under-performed

Corporate Lobbying and Firm Performance Corporate lobbying activities are designed to influence legislators, regulators and courts, presumably to encourage favorable policies and/or outcomes. In dollar terms, corporate lobbying expenditures are typically one or even two orders of magnitude larger

#6 - Volatility Effect in Stocks - Long-Short Version #7 - Volatility Effect in Stocks - Long-Only Version #20 - Volatility Risk Premium Effect Authors: Ilmanen Title: Do Financial Markets Reward Buying or Selling Insurance and Lottery Tickets? Link:

China up 50% in 3 months. Mixed EM historical record after similar momentum $FXI

This post looks at a standard (STD) one-lot iron condor on the S&P 500 Index (SPX), initiated at 66 days-to-expiration (DTE). The results in this post were derived from approximately 3200 individual trades entered by the backtester. For background on the setup for the backtests, as well as the

I've recently subscribed to this forexfactory thread, which is about using machine learning to develop trading systems, and the subject of data mining/data dredging has come up. This post is a short description of how mining/dredging can be accounted for, but readers should be aware that the

Contrary to what people say every now and again, history never ends. Not like humans end with a monotonous beep out of a heart monitor. Life goes on, hearts keep thumping. When I was an English teacher in Germany. One of my students showed up for the first day of class. She was unemployed and the

If it feels like the stock market hasn’t moved in a few days, you’re not imagining things. With the long weekend approaching, it seems as though Wall Streeters (or their robots) packed up and departed for the mythological “Hamptons” days ago. As it pertains to the small caps, as represented

I am back from the Australian Technical Analysis Association meeting in the Gold Coast, Australia. I had a great time meeting readers of the blog and other traders. Lots of good presentations. My favorites include those by Alan Clement and Andrew Gibbs, which provided me with new research ideas.

Narrowest SPX 6 month range in 10 years $SPX $SPY

Week after Memorial Day holiday pretty bullish $SPX $SPY

Just because I’m ignorant doesn’t mean I won’t try things. Feel free to correct any ignorance that follows. More than anything I would like to feature the new htmlwidget visNetwork. I thought the example from Minimum Spanning Trees in R applied to currency data (similar to this research paper

Need something to listen to on your Memorial Day weekend car trip? Can’t bear to be without the markets for 3 days? Check Andrew Swanscott’s interview with me at his great new site, Better System Trader. It was published just a few days ago and joins a growing list of excellent podcasts that

Today, we wrap up our mini-series on divergences among the Dow Jones indices. In previous installments, we learned that large negative divergences on the part of the Dow Jones Transportation Average (DJT) versus the Dow Jones Industrial Average (DJIA) were largely overrated. Of course, that is