Aggressive High-Frequency Trading in Stocks

Aggressive High-Frequency Trading in Stocks

By Irene Aldridge

What is the quantitative evidence regarding the presence of aggressive high-frequency traders (HFTs) in today’s markets? Our firm’s AbleMarkets Aggressive HFT Index tracks the participation of aggressive HFTs in real-time and offers some interesting observations. As 2014 rolls to a close, we are able to offer comprehensive statistics on tick-by-tick, minute-by-minute and hour-by-hour evolution of aggressive HFT participation during this past year, as well as daily statistics presented in this article.

Why does aggressive HFT participation matter? Multiple academic studies have confirmed that aggressive HFTs worsen market conditions for institutional investors. The aggressive HFTs are not to be confused with the passive HFTs, as the passive HFTs have been shown to improve liquidity in the markets, while the aggressive HFTs tend to worsen liquidity conditions. As a result, large trades in stocks with higher aggressive HFT participation obtain worse prices than do trades in comparable stocks with lower aggressive HFT interest, among other problems. Understanding aggressive HFT participation in securities of interest may help institutional investors lower execution costs and generate higher investment returns as a result.

How prevalent are the aggressive HFTs in the stocks comprising the S&P 500? According to AbleMarkets research, over the past year aggressive HFTs accounted for 23 percent of traded volume, on an average trading day across all the S&P 500 stocks. Out of those, Google (NASDAQ:GOOGL) was most popular with aggressive HFTs, averaging close to 38 percent of aggressive HFT participation in the volume traded. Frontier Communications (NYSE:FTR), on the other hand, was the stock with the minimum aggressive HFT participation, of just nine percent by volume on an average trading day.

As for the changes in the aggressive HFT participation, over the past year, the proportion of high-frequency traders across the S&P500 stocks has remained stable, gaining just 0.20 percent in buying activity and one percent in selling activity across all 500 equities. The changes in participation, however, vary dramatically, with some stocks shunning the aggressive HFT attention, and some gaining the aggressive HFT interest. For example, aggressive HFT participation in Kellog’s (NYSE:K) and Linear Technology (NASDAQ:LLTC) on an average trading day has doubled, to 30 percent and 27 percent, respectively. On the other hand, the aggressive HFT participation in NaviSite (NASDAQ:NAVI) has two thirds of the way to 14 percent.

The proportion of aggressive HFTs further varies from day to day and from stock to stock. Over the past year, the stock with most day-to-day variation in the aggressive HFT participation was Graham Holdings Company (NYSE:GHC), varying on average up to eight percent from one day to the next. Aggressive HFT participation in Avon Products (NYSE:AVP), on the other hand, held mostly steady at just over 12 percent.

What drives changes in aggressive HFT participation? The data shows that market capitalization, the metric commonly thought to affect aggressive HFT interest, has no link with the extent of aggressive HFT participation. Stocks with U.S. $100+ Billion in total shares outstanding have comparable aggressive HFT interest as do stocks with single digit billion market cap among the S&P 500 stocks. Similarly, little evidence links aggressive HFTs and stock volatility. There is weak evidence of a link between stock prices and aggressive HFT participation. The causality of the relationship is not clear: whether aggressive HFTs favor stocks with higher prices, or stocks gain more value as a result of aggressive HFTs remains to be seen. AbleMarkets is continuously studying HFT behavior and the ways investors can capitalize on this information and increase their returns.

One point is clear-cut, however, it pays to know the up-to-date aggressive HFT participation in each stock. Faced with two stocks with similar risk and return characteristics, investors seeking to enhance their performance may want to select the stock with the lower aggressive HFT participation rates to substantially improve their execution costs. Savings on execution costs can amount to several percentage points per year, even when the portfolio is reallocated quarterly or even less frequently.

Irene Aldridge is Managing Director of Able Alpha Trading, LTD., an affiliate of AbleMarkets (http://www.ablemarkets.com). Aldridge is a recognized expert on High-Frequency Trading, and author of “High-Frequency Trading: A Practical Guide to Algorithmic Strategies and Trading Systems” (Wiley 2013), now in its second edition. She can be reached by email at ialdridge@ablealpha.com.

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  291. Trying To Find Camping Recommendations? Take A Look At These Excellent Tips Outdoor camping is an excellent option for your getaway.Get the most satisfaction whenever you go camping outdoors vacation by following a few of the information and facts presented on this page. You will learn great tips that can make a distinction on your own after that experience in the open air! Usually discover your shelter before darkish while you are outdoor camping. As soon as the forest are darkish, finding out how to set up a tent, get excellent fire wood and put together meals. If you’re used to carrying out points in the city in which there isn’t any darkness possibly, this is certainly particularly important. Prevent this circumstance fully by securing your shelter in advance. Allow every one of the people in your household use a selection with regards to choosing a campsite. Discuss where by you want to visit.There are tons of choices in the us it really is tough to pick only one. You are able to decide on a loved ones vote after that. Make sure that the tent which is large enough to suit your needs and anyone who more is going to be in the tent. This can make certain you may comfortably and have up much easier during the night if you are expressing your tent with. Go with a destination near to house for your very first getaway if camping is something you are a novice to. You might have gear problems. Additionally, you could possibly choose you simply don’t like camping outdoors very much. You might find which you haven’t packed adequate clothing or food items.Many things can occur for your first-time camper, so you ought to camp around house your first time. A ‘jungle breakfast’ could be a wonderful way to add excitement in your journey.Take little cereal containers, refreshment cases and in many cases fresh fruits, then tie those to bushes close to the campsite. This brings an enjoyable activity for that exhilaration and children to the camping outdoors journey. These small luxuries will help help you stay pleased making your mood! If they are camping out along with you.This come in circumstance you can’t find them through the vacation, always keep pictures of the children for you. Constantly deliver a crisis photo, specially when a good range from the property. Duct tape is undoubtedly an crucial object to include in your outdoor camping equipment. It is as hassle-free for repairs when you are camping out as it is throughout the house. You can use it to mend an aura bedding should it have a hole. It will also fix up a tarp, getting to sleep case, or perhaps the tent. Before long increases so that you don’t get lesions, you can also protect the feet. It is also applied as a bandage. Camping out outside is one of the very best experiences in daily life. Utilizing the advice presented in this article will give you the self confidence to set out all by yourself risk-free and soothing outdoor camping adventures.

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