Aggressive High-Frequency Trading in Stocks

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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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    10969 Berlin, 03025771771Das Corporate Design zieht
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    Branche – die Arbeitskleidung der Mitarbeiter.
    Zum CD können auch akustische Auftritte gehören, wie
    beispielsweise ein Jingle, der vor jeder Werbeeinblendung abgespielt wird und den Wiedererkennungswert steigert.
    Die Unternehmenskultur befasst sich mit Bereichen wie den Handlungsweisen,
    aber auch mit der Ausrichtung auf Moral und ethischen Grundsätzen. Werte, Normen und Überzeugungen sind die Grundvariablen, auf denen die Corporate Culture basiert.
    Die Unternehmenskultur bildet mit ihren Werten und Überzeugungen den Grundstein für das
    Kommunikationskonzept. Zu jedem guten CI-Konzept gehört auch die Einplanung der Corporate Communication. Diese beschäftigt sich mit der kommunikativen Identität eines Unternehmens: Hierbei handelt
    es sich um die Kommunikation sowohl nach außen als auch nach
    innen als Konzept. Wie werden beispielsweise Pressemitteilungen oder Newsletter formuliert?
    Corporate Behavior: Das Unternehmensverhalten beschäftigt
    sich mit der Kundenansprache, dem Dresscode und dem Umgangston. Auch Teamgeist ist ein Thema des Corporate Behavior.

    PEPERONI Werbe- und PR-Agentur GmbH, Friedrichstraße
    23A, 10969 Berlin, 03025771771Über dies liegt eine enorme Herausforderung darin, die Schwellen der Kommunikation im Allgemeinen und im Bezug auf Nachhaltigkeitskommunikation im Besonderen zu bewältigen.
    Der reflektierende Blick auf wesentliche Erfahrungen durch movieation sowie die Auseinandersetzung mit Hürden in der Kommunikation in Anlehnung an das „Schwellenmodell der Kommunikation” nach
    Silke Kleinhückelkotten und H.-Peter Neitzke (vgl.
    Kleinhückelkotten/Wegner 2010, S. 13) soll Aufschluss darüber geben, welche Faktoren beim
    zielgerichteten Einsatz von Nachhaltigkeitskommunikation Beachtung finden müssen. Die erste Schwelle nach Kleinhückelkotten. Neitzke stellt
    die der Aufmerksamkeit dar. Damit Inhalte überhaupt wahrgenommen werden, müssen sie örtlich wie
    zeitlich verfügbar sein (vgl. Kleinhückelkotten/Wegner 2010, S.

    12). Darüber hinaus kommt der Wahl des Kommunikationsmediums sowie der
    -methode eine entscheidende Bedeutung zu, denn Kanal und Art der Gestaltung einer Botschaft bestimmen, ob und wen sie erreicht.
    „Was nicht kommuniziert wird, existiert gesellschaftlich nicht.” (Bittencourth et al. 2003, S. 33) heißt es in dem Werk „Nachhaltigkeit in 50 Sekunden. Kommunikation für die Zukunft” (ebd.
    2003). Bei der heutigen Fülle an Information, in der Aufmerksamkeit ein rares
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    werden, wenn sie Beachtung finden sollen.

    Umso erstaunlicher, dass das heute einfach so gemacht wird.
    Ja, Hybrid ist möglich und Hybrid ist spannend. Aber es geht
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    ZWEI Formate zu planen, klar. Das ist eine Erklärung,
    warum man ein Offline-Event plant (das können Event-Planer seit jeher) und es dann streamt
    (das macht der Technik-Dienstleister, das muss man als Event-Person nicht können).
    Wenn man nun (aus Ressorcen-Gründen) nur ein Format komplett strategisch designen und planen will,
    welches sollte es sein? Wird ein Präsenz-Format,
    das man nur streamt, online-Zuschauer langweilen?
    Darauf können Sie wetten. Fragen Sie sich selbst,
    wie viele Streamings Sie “halt so nebenbei laufen” hatten,
    aber in Wirklichkeit in Mails, etc. Natürlich, das ist in Ordnung.
    Dann sollte man aber so ehrlich sein, und es nicht Hybrid-Event nennen. Dies ist ein gestreamtes Vor-Ort-Event.
    Einfach gemacht, klar. Aber für Online-Besucher ein absoluter Graus.
    Würde ein Format, das speziell für Online entwickelt wurde auch Präsenz-Zuschauern Freude machen?

    Kreativagentur
    Kreativagentur Berlin
    Werbeagentur
    Kommunikationsagentur
    Agentur BSR Werbung
    Agentur Nachhaltigkeit
    Werbung Agentur
    Agentur Klimawandel
    Guerillamarketing
    nachhaltig kommunizieren
    Wie kommuniziere ich nachhaltig?
    politische Kommunikation
    Agentur politische Kommunikation
    Full-Service-Agentur
    360° Agentur
    Agentur green marketing
    Marketing Nachhaltigkeit
    Agentur Kampagne
    Agentur Magazin B2C
    Agentur Social-Media-Marketing
    Social-Media-Agentur
    Agentur online Events
    nachhaltige Kommunikation
    Kommunikation gesellschaftlicher Wandel
    Kommunikation Nachhaltigkeit
    Der Satz „Häufig sitzt das Problem vor dem Bildschirm” hat sich bei der Durchführung von Online-Events als wahr herausgestellt. Dennoch gilt das besondere Augenmerk der gesamten technischen Architektur inklusive der Streamingtechnologie des Online-Events. Teilnehmer, die sich nicht einloggen können, sind wie Teilnehmer, die bei einem Onsite-Event vor verschlossener Tür stehen, während drinnen die Veranstaltung läuft: Nicht gut. Deswegen verdient auch der Empfänger. Dessen IT-Umgebung besondere Aufmerksamkeit. Bei der inhaltlichen Ausgestaltung des Formats ist auf Details und Überraschungsmomente zu achten. Wie im Real Life nimmt der WOW-Effekt auch bei Online-Events eine wichtige Rolle ein. Wenn Teilnehmer während des Online-Events auch offline begeistert werden, werden Momente der emotionalen Bindung geschaffen. Per Post verschickte Give-aways könnten das sein. Aber auch noch viele andere kreative Ideen. Online-Events ermöglichen es, von Informationen und Gedankenanstößen der Teilnehmer zu profitieren. Auch die Nutzung der Interaktionsmöglichkeiten und die Messbarkeit der Aktivierungsrate geben Auskunft über die Teilnehmerinnen und Teilnehmer. Ein gut durchdachter und geführter Dialog hält die Menschen auch nach Ende des Events bei der Stange.

    PEPERONI Werbe- und PR-Agentur GmbH, Friedrichstraße 23A, 10969 Berlin, 03025771771Das Corporate Design zieht sich idealerweise wie ein roter Faden auch durch die Inneneinrichtung der Geschäftsräume und – je nach Branche – die Arbeitskleidung der Mitarbeiter. Zum CD können auch akustische Auftritte gehören, wie beispielsweise ein Jingle, der vor jeder Werbeeinblendung abgespielt wird und den Wiedererkennungswert steigert. Die Unternehmenskultur befasst sich mit Bereichen wie den Handlungsweisen, aber auch mit der Ausrichtung auf Moral und ethischen Grundsätzen. Werte, Normen und Überzeugungen sind die Grundvariablen, auf denen die Corporate Culture basiert. Die Unternehmenskultur bildet mit ihren Werten und Überzeugungen den Grundstein für das Kommunikationskonzept. Zu jedem guten CI-Konzept gehört auch die Einplanung der Corporate Communication. Diese beschäftigt sich mit der kommunikativen Identität eines Unternehmens: Hierbei handelt es sich um die Kommunikation sowohl nach außen als auch nach innen als Konzept. Wie werden beispielsweise Pressemitteilungen oder Newsletter formuliert? Corporate Behavior: Das Unternehmensverhalten beschäftigt sich mit der Kundenansprache, dem Dresscode und dem Umgangston. Auch Teamgeist ist ein Thema des Corporate Behavior.



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