What is high frequency trading? (2024)

High-frequency trading (HFT) is a form of algorithmic trading where financial instruments, like stocks, index futures, are bought and sold at extremely high speeds.

Here are some key characteristics and components of HFT:

Speed: HFT systems can make thousands or even millions of trades in a second. The trading decisions are made by algorithms, which can analyse market data, identify trading opportunities, and execute trades in fractions of a second.

Short holding periods: Positions in HFT are typically held for very short durations, sometimes just a few seconds or even milliseconds. The goal is to benefit from tiny price inefficiencies that exist for very short periods.

Co-location: To reduce latency (i.e., delays in trade execution), many high-frequency trading firms place their systems in the same data centres where exchanges host their trading systems. This practice, known as co-location, ensures that HFT firms can receive and act on market data as quickly as possible.

Market data: HFT strategies often rely on detailed market data feeds that provide more information than what's available to the general public. For instance, some might use direct data feeds from exchanges rather than normalised consolidated feeds to get faster access to market movements.

Strategies: High-frequency trading encompasses a variety of strategies. Some common ones include market making, statistical arbitrage, and trend following. However, there are also more controversial strategies like spoofing, layering and front running – these being illegal banned practices.

Technology and infrastructure: High-frequency traders invest heavily in state-of-the-art technology. Every nanosecond counts, so having the fastest hardware, optimized software, and reliable networks is crucial.

Controversy: HFT has been a controversial topic in the finance world. Advocates argue that HFT provides liquidity to the markets, tightens bid-ask spreads, and makes trading more efficient. Critics, however, contend that HFT can create market instability, disadvantage retail investors by front-running their orders, and lead to "flash crashes" where markets plummet and recover rapidly for no apparent fundamental reason.

One famous incident often linked to HFT is the May 6, 2010, "Flash Crash" in the U.S. stock market. During this event, the Dow Jones Industrial Average plunged about 1000 points (around 9%) and recovered those losses within minutes. Though multiple factors contributed to the crash, HFT was identified as a contributing factor due to its rapid trading and the interplay of various algorithms.

Since then, regulators in many countries have implemented rules, oversight and circuit breaker mechanisms to prevent market abuses and extreme events and ensure that HFT practices do not unduly harm market stability.

The technology side of HFT is complex and highly competitive. Who wins the target trade is based on having the best trading algorithm strategy design along with the associated access to the low latency full market depth market data feeds and order entry APIs of the target liquidity pool(s).

The FIX Protocol provides a degree of standardisation for these APIs, but low latency API access tends to be based on low latency binary level non-FIX protocols for speed and bandwidth efficiency. These APIs are generally unique to the venue and subject to ongoing change based on technical requirements and regulatory updates.

This means that software development of trading strategies needs to support these APIs and to maintain them based on the constant venue protocol updates.

The investment of time and money in development and supporting the direct market access (DMA) APIs is significant.

This is where the OnixS offerings save time and money.

The OnixS directConnect venue specific market data handler and order entry hander SDKs are ultra-low latency SDKs designed to be integrated into trading application frameworks. This offers efficiency in speed to market in developing and deploying trading frameworks development and reduces the development burden in the ongoing support based on using specialist DMA software development kits (SDKs).

What is high frequency trading? (2024)

FAQs

What do high-frequency traders do? ›

High-frequency trading is an automated form of trading. It involves the use of algorithms to identify trading opportunities. HFT is commonly used by banks, financial institutions, and institutional investors. It allows these entities to execute large batches of trades within a short period of time.

Why is high-frequency trading illegal? ›

Finally, HFT has been linked to increased market volatility and even market crashes. Regulators have caught some high-frequency traders engaging in illegal market manipulations such as spoofing and layering.

Can you make money with high-frequency trading? ›

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 much do high-frequency traders make? ›

The estimated total pay for a High Frequency Trading is $1,35,051 per year in the Us area, with an average salary of $91,690 per year. These numbers represent the median, which is the midpoint of the ranges from our proprietary Total Pay Estimate model and based on salaries collected from our users.

What is the disadvantage of high-frequency trading? ›

High-frequency trading offers significant benefits to online Forex brokers, including speed, liquidity provision, risk management, and data analysis. However, it also comes with disadvantages such as increased market volatility, concerns about market manipulation, high infrastructure costs, and regulatory scrutiny.

What math is needed for 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.

Is high-frequency trading evil? ›

Though suspicions abound, HFTs generally help markets function and grow. High-frequency traders have a bad rap. One minute, they are being blamed for bizarre market behavior like the “flash crash” of 2010—which saw the Dow Jones Industrial Average lose and regain nearly 1,000 points over the course of 36 minutes.

Why is high frequency bad? ›

Continuous exposure to sound at 22,000 Hz can potentially cause hearing damage, as well as other negative effects such as tinnitus (ringing in the ears) and headaches. It is important to use ear protection when exposed to loud or prolonged noise, and to limit exposure to potentially harmful levels of sound.

Is HFT legal in the US? ›

Is high-frequency forex trading legal? Yes, high-frequency trading is legal. That being said, it's possible that high-frequency trading strategies will not be permitted by your broker. Price-driven strategies (such as scalping) or latency-driven arbitrage strategies are prohibited altogether by some brokers.

How fast do high-frequency traders trade? ›

High-frequency trading is an extension of algorithmic trading. It manages small-sized trade orders to be sent to the market at high speeds, often in milliseconds or microseconds—a millisecond is a thousandth of a second and a microsecond is a thousandth of a millisecond.

How many trades per day is high-frequency trading? ›

High-frequency trading is a method of fast-paced algorithmic trading​ that uses computer programs to potentially initiate many trades at once or millions of trades per day.

How do I prepare for high-frequency trading? ›

Skills Needed To Get a Job at an HFT Firm

Here are some additional key skills you'll want stressed on your resume: Advanced quantitative abilities: Most HFT firms look for candidates with a deep background in mathematics, statistics, physics, computer science, or engineering.

What is the highest paying high-frequency trading? ›

$101,500

Can you do high-frequency trading at home? ›

High frequency trading can be done from home if you have enough money to trade and have top-of-the-line technology for order execution and speed.

What is the average return of high-frequency trading? ›

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.

Is high-frequency trading a good career? ›

The firms have grown, and their reputations have grown with them. At the forefront of most of these representations is the pay which (unless this is your first time hearing about HFT) you'll know is very good.

What is the activity of high-frequency traders? ›

High-frequency traders move in and out of short-term positions at high volumes and high speeds aiming to capture sometimes a fraction of a cent in profit on every trade. HFT firms do not consume significant amounts of capital, accumulate positions or hold their portfolios overnight.

How much do high-frequency trading developers make? ›

High Frequency Trading Software Engineer Salary
Annual SalaryHourly Wage
Top Earners$205,000$99
75th Percentile$173,000$83
Average$147,524$71
25th Percentile$120,000$58

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