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The term high frequency trading has been used quite often recently to refer to trading using real-time tick data (or data aggregated to few seconds) and having an intra-day holding period.

How are medium and low frequency trading strategies defined? Do they use real-time data, or do they use end-of-day (OHLC, volume) data?

Finally, why is there a lot more hype regarding high frequency trading? I understand that strategies like statistical arbitrage require high frequency data. Are there no medium/low frequency strategies that are of similar interest to investors (in terms of number of articles, white papers, and blogs) or is "making money fast" part of the reason?

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    $\begingroup$ Hi, welcome to quant.SE. HFT is certainly a very hot topic these days, but it's hard to point to any one reason. A large part of it is the mystery and the profits, but also part of it is the relative novelty. Note that there is no lack of papers about medium and low frequency strategies, it's just that they are not labeled as such. Medium and low frequency strategies had their day in the limelight back in the early to mid 2000s. $\endgroup$
    – Tal Fishman
    Oct 23, 2011 at 17:32
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    $\begingroup$ HFT strategies have very high sharpe ratios vs. longer-term strategies $\endgroup$
    – Ram Ahluwalia
    Oct 23, 2011 at 19:28
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    $\begingroup$ High Frequency Trading get a lot of hype because they can do things to order books and markets that most human participants simply can't do. It gives a select few an advantage, and this is what gets into the spotlight, despite that fact that all successful trading requires discovering an advantage. $\endgroup$
    – CQM
    Oct 23, 2011 at 22:34
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    $\begingroup$ Medium/low frequency strategies, to name just a few, include momentum, reversal, earnings quality (accruals), post-earnings announcement drift, (low) volatility effect, as well as options strategies such as dispersion, volatility risk premium and futures/FX strategies such as the carry trade, momentum (again). So you see, there is no one type of medium/low frequency strategy, but most HFT are relatively similar. $\endgroup$
    – Tal Fishman
    Oct 23, 2011 at 23:39
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    $\begingroup$ thanx again... i found this site link which gives a perspective from the time horizon, and the reaction speed which in turn dictate the type of market data u will need... Thought of sharing it for those who r interested $\endgroup$
    – Lalas
    Oct 25, 2011 at 3:41

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This answer summarizes some of my comments.

HFT is certainly a very hot topic these days, but it's hard to point to any one reason. A large part of it is the mystery and the profits, but also part of it is the relative novelty. Note that there is no lack of papers about medium and low frequency strategies, it's just that they are not labeled as such. Medium and low frequency strategies had their day in the limelight back in the early to mid 2000s.

Medium/low frequency strategies, to name just a few, include momentum, reversal, earnings quality (accruals), post-earnings announcement drift, (low) volatility effect, as well as options strategies such as dispersion, volatility risk premium and futures/FX strategies such as the carry trade, momentum (again). So you see, there is no one type of medium/low frequency strategy, but most HFT strategies are relatively similar.

As to how "high" frequency must be to be considered high frequency, opinions tend to differ on this point (see earlier question), but I doubt most participants would label a trading strategy which must execute within a second and holds for a day to be "low frequency." In fact, it may not be very high or ultra high, but most investment managers would broadly consider it to be "mid-to-high" frequency. Some surveys show (see Shane's answer) a significant minority of managers (about 15%) consider even a week holding period to be high frequency. Back in the early days of academic research, high frequency was anything using daily (rather than monthly) close data.

As for data input, most low frequency strategies use daily or even less frequent data. Although it is hard to define, IMO medium frequency requires intra-day data for execution, but only at the point at which market microstructure can be ignored (generally 5-15 minutes, depending on liquidity). Anything which requires data at a frequency lower than 5 minutes must necessarily take microstructure into account, and that qualifies it as high frequency. As an aside, I believe that the myriad of additional issues that arise when dealing with tick data make it entirely not worth the trouble for anything but truly high frequency strategies.

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  • $\begingroup$ so just to clarify: one should not hold the definition to heart.. In regard to data input, do u know what differentiate (low, mid, high) frequency strategies? Do they use tick level data (level 1 or level 2), or what's ur opinion. $\endgroup$
    – Lalas
    Oct 26, 2011 at 20:48
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High Frequency: Seconds, Milliseconds, Nanoseconds
Medium Frequency: Minutes
Low frequency: Hours, Days, Months, Years

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    $\begingroup$ This is a very rudimentary answer. As it is your first answer here mabye you would like to improve it (e.g. using full sentences, references, ...) $\endgroup$
    – Richi W
    Dec 9, 2014 at 10:38
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A medium to low frequency trading strategy would be one with low latency (14.8 milliseconds) but a fewer number of intra-day trades (300 vs. thousands).

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    $\begingroup$ How did you get that fixed number (14.8 milliseconds)? $\endgroup$
    – wburzyns
    Oct 25, 2011 at 21:12

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