High-Frequency Algorithmic Trading (2024)

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January 23, 2023

Let's explore some basic questions about what high-frequency trading (HFT) is and how this trading technology impacts investors.

High-Frequency Algorithmic Trading (1)

You've probably heard of high-frequency trading (HFT) or algorithmic trading. But do you know what it is or what it "looks" like?

HFT is well-established in today's markets—and it's here to stay. Yet, HFT isn't especially well understood, and it's often a source of controversy.

One primary reason? There's not yet a widely accepted definition. Though the strategy has been around for decades, its use has picked up steam as rapid advancements in computing power and data analytics are applied to what people have been doing for centuries: buying and selling.

Let's answer some basic questions about HFT and algorithmic trading for investors.

Broadly defined, high-frequency trading (a.k.a "black box" trading) refers to automated, electronic systems that often use complex algorithms (strings of coded instructions for computers) to buy and sell much faster and at much greater scale than any human could do (though, ultimately, people oversee these systems).

Such systems are often designed to make just a tiny profit on each transaction, but through sheer speed and volume, they can generate large returns for their firms.

According to Nasdaq®, there are two types of systems: execution trading, when an order is completed via a computerized algorithm designed to get the best possible price, and a second type that seeks small trading opportunities.

How fast is high-frequency algorithmic trading?

How "fast" is fast? Blink, and you'll miss it. Today's increasingly powerful computers can execute thousands, if not millions, of transactions in seconds, and HFT is often measured in milliseconds (thousandths of a second) or microseconds (millionths of a second).

For perspective, a blink of your eye takes about 400 milliseconds, or four-tenths of a second. With that in mind, imagine the speed with which HFT can allow a firm to make trades, what has been referred to as unfathomably miniscule amounts of time.

Why are there negative perceptions of algorithmic trading?

Bad press, for one. A certain algorithm is "like a tiger that lurks in the woods and waits for the prey, then jumps on it," according to Michael Lewis' 2014 book, Flash Boys, which brought some of the ills of HFT to the forefront.

The image of algorithmic traders as predators fleecing the average investor still lingers. Certain market events, such as the flash crash of May 2010 or the U.S. market's sharp swings in December 2018, often raise questions about whether algos exacerbate volatility.

Indeed, regulators like the U.S. Securities and Exchange Commission (SEC) have in recent years fined some high-frequency traders for price manipulation or other fraudulent trading.

How is high-frequency trading beneficial to the markets?

High-frequency traders are said to contribute vital liquidity to markets, helping narrow bid/ask spreads and bringing buyers and sellers together efficiently. Ultimately, this can potentially help bring down costs for investors.

Some traders believe algo trading firms serve a valuable purpose by "making markets" in thousands of stocks and other assets, providing liquidity far beyond what's available on established stock exchanges.

Many brokers route orders from retail investor clients to large trading firms, which then match buyers with sellers, known as order execution. Some of those firms could be considered high-frequency traders, bearing in mind the speed at which they operate and the amount of trades they handle.

Good high-frequency trading could potentially make markets more efficient and knit liquidity together in a beneficial way for all participants. On the flip side, some HFT might be considered bad or predatory. As in many forms of advanced technology, high-frequency trading could be open to abuse.

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The information here is for general informational purposes only and should not be considered an individualized recommendation or personalized investment advice. The type of securities and investment strategies mentioned may not be suitable for everyone. Each investor needs to review a security transaction for his or her own particular situation.

Investing involves risk, including the loss of principal.

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High-Frequency Algorithmic Trading (2024)

FAQs

How accurate is high-frequency trading? ›

Efficiency: HFT is incredibly efficient at processing vast amounts of data and swiftly adapting to market changes. It helps keep markets in check, preventing dramatic price swings.

Does high-frequency trading work? ›

High-frequency trading strategies

Although the strategy can be extremely risky, even a small difference in price can yield big profits. HFT algorithms can detect very small differences in prices faster than human observers and can ensure that their investors profit from the spread.

How hard is it to get into high-frequency trading? ›

You will likely have to work hard to find a role and it could take some time. While direct application to such firms is possible, the tricky part is figuring out which firms actually take part in HFT! Often, if you are well-known in your particular technical niche, the firms will try and recruit you directly.

Can you make money with high-frequency trading? ›

HFT uses complex algorithms to analyze multiple markets and execute orders based on market conditions. Traders with the fastest execution speeds are generally more profitable than those with slower execution speeds.

What is the criticism of high-frequency trading? ›

Critics argue that HFT can exacerbate market volatility, as algorithms react swiftly to price changes, potentially triggering a cascade of automated trading actions. This increased volatility can make it challenging for traders to predict market movements and can lead to unexpected losses.

Is high-frequency trading still a problem? ›

Ethics and Market Impact

Some professionals criticize high-frequency trading since they believe that it gives an unfair advantage to large firms and unbalances the playing field. It can also harm other investors that hold a long-term strategy and buy or sell in bulk.

What is the average return on HFT? ›

The exact average return on HFT is difficult to pinpoint, as HFT firms generally keep their detailed trading strategies and performance metrics private. However, most estimates put the average yearly return from HFT strategies between 5-15%, with the top firms generating returns of 20% or more in good years.

How much money do high-frequency traders make? ›

What are Top 4 Best Paying Related High Frequency Trader Jobs in the U.S.
Job TitleAnnual SalaryMonthly Pay
High Frequency Trading Developer$148,432$12,369
Radio Frequency Engineer Part Time$117,680$9,806
Junior Radio Frequency Engineer$71,799$5,983
Radio Frequency Technician$55,187$4,598

How much money do you need for high-frequency trading? ›

If you are running a market-making strategy on FX you will want to make sure you can have "at least" 3 or 4 of the main FX platforms (EBS, CBOE FX, FXAll, Fastmatch) and this could total $70k per month. Servers: You will need power. A decent dedicated server (please don't use the clouds), could cost you 20k at least.

What math is used in high-frequency trading? ›

So the math that is useful to know is linear algebra, statistics, time series and optimisation (to some extent it's useful to be familiar with machine learning, which encompasses all of the above). Don't go into HFT thinking that you will primarily be doing advanced math.

Are high-frequency traders really market makers? ›

The market-making role of HFTs has been extensively studied in the existing literature. Based on a sample dataset from NASDAQ-OMX Stockholm, Hagströmer and Nordén (2013) report that 63–72 percent HFT trading volume is passive, i.e., HFTs act as market makers in these trades.

What is the highest paying job in HFT? ›

The highest-paying job at Hft is a Senior Software Engineer with a salary of ₹60,08,310 per year (estimate).

Can I be a millionaire with trading? ›

It is theoretically possible to become a millionaire through scalping trading, but it is important to understand that this is a very difficult and risky way to try to achieve this goal. Scalping trading involves making multiple trades within a short period of time, often trying to profit from small movements in price.

Why isn't high-frequency trading illegal? ›

High-frequency trading is legal because it isn't obviously illegal. Now, this sounds trivial, but it's an important point: anything is allowed unless it's expressly forbidden. There are currently no rules expressly against HFT.

Do banks do HFT? ›

High-frequency trading (HFT) is an automated trading platform that large investment banks, hedge funds, and institutional investors employ. It uses powerful computers to transact a large number of orders at extremely high speeds.

Why do high-frequency traders cancel so many orders? ›

So this simplest stylized market making strategy cancels 50 percent of its orders without ever executing them.Is that because they are a scam, or phantom liquidity, or spoofing? No, it is because it is a market maker, and it moves its prices to respond to supply and demand.

What is the best indicator for high-frequency trading? ›

The Intraday Momentum Index is a good technical indicator for high-frequency option traders looking to bet on intraday moves. It combines the concepts of intraday candlesticks and RSI, thereby providing a suitable range (similar to RSI) for intraday trading by indicating overbought and oversold levels.

What percentage of trades are high frequency? ›

It is estimated that 50 percent of stock trading volume in the U.S. is currently being driven by computer-backed high frequency trading.

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