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S. trading was attributed to HFT, though that percentage has declined in the last few years.Heres a look into the world of algorithmic and high frequency trading how theyre related, their benefits and challenges, their main users and their current and future state.Structure and Operation.First, note that HFT is a subset of algorithmic trading and, in turn, HFT includes Ultra HFT trading.Algorithms essentially work as middlemen between buyers and sellers, with HFT and Ultra HFT being a way for traders to capitalize on infinitesimal price discrepancies that might exist only for a miniscule period of time.Computer assisted rule based algorithmic trading uses dedicated programs that make automated trading decisions to place orders.AT splits large sized orders, places these split orders at different times and even manages trade orders after their submission.See related Basics of Algorithmic Trading Concepts and Examples.Large sized orders, usually made by pension funds or insurance companies, can have a severe impact on stock price levels.AT aims to reduce that price impact by splitting large orders into many small sized orders, thereby offering traders some price advantage.The algorithms also dynamically control the schedule of sending orders to the market.These algorithms read real timehigh speed data feeds, detect trading signals, identify appropriate price levels and then place trade orders once they identify a suitable opportunity.They can also detect arbitrage opportunities and can place trades based on trend following, news events and even speculation.HFT is an extension of AT.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 a microsecond is a thousandth of a millisecond.These orders are managed by high speed algorithms which replicate the role of a market maker.HFT algorithms typically involve two sided order placements buy low and sell high in an attempt to benefit from bid ask spreads.AlgoTrades.png' alt='Buy High Frequency Trading Software' title='Buy High Frequency Trading Software' />HFT algorithms also try to sense any pending large size orders by sending multiple small sized orders and analyzing the patterns and time taken in trade execution.If they sense an opportunity, HFT algorithms then try to capitalize on large pending orders by adjusting prices to fill them and make profits.See related Strategies And Secrets of High Frequency Trading.And in turn, Ultra HFT is a further specialized stream of HFT.By paying an additional exchange fee, trading firms get access to see pending orders a split second before the rest of the market does.Profit Potential of HFTExploiting market conditions that cant detected by the human eye, HFT algorithms bank on finding profit potential in the ultra short time duration.One example is arbitrage between futures and ETFs on the same underlying index.The following graphics from the research paper The High Frequency Trading Arms Race Frequent Batch Auctions as a Market Design Response reveal what HFT algorithms aim to detect and capitalize upon.These graphs show tick by tick price movements of E mini S P 5.ES and SPDR S P 5.ETFs SPY at different time frequencies.The deeper that one zooms into the graphs, the greater price differences can be found between two securities that at first glance look perfectly correlated.Please note that the axis for both instruments are different.The price differentials are significant, although appearing at the same horizontal levels.So what looks to be perfectly in sync to the naked eye turns out to have serious profit potential when seen from the perspective of lightning fast algorithms.Evolution of Automated Trading.In the U. S. markets, the SEC authorized automated electronic exchanges in 1.Roughly a year later, HFT began, with trade execution time then being a few seconds.By 2. 01. 0, this had been reduced to milliseconds see the Bank of Englands Andrew Haldanes Patience and finance and today, one hundredth of a microsecond is enough time for most HFT trade decisions and executions.Given ever increasing computing power, working at nanosecond and picosecond frequencies may be achievable via HFT in the relatively near future.Bloomberg reports that while in 2.HFTaccounted for more than 6.U. S. equity volume, that proved to be a high water mark.By 2. 01. 3, that percentage had fallen to roughly 5.Bloomberg further noted that where in 2.In 2. 01. 2, it was 1.HFT Participants and Marketplace.HFT trading ideally needs to have the lowest possible data latency time delays and the maximum possible automation level.So participants prefer to trade in markets with high levels of automation and integration capabilities in their trading platforms.These include NASDAQ, NYSE, Direct Edge and BATS.HFT is dominated by proprietary trading firms and spans across multiple securities, including equities, derivatives, index funds and ETFs, currencies and fixed income instruments.A 2. 01. 1 Deutsche Bank report found that of then current HFT participants, proprietary trading firms made up 4.Major names in the space include proprietary trading firms like KWG Holdings formed of the merger between Getco and Knight Capital and the trading desks of large institutional firms like Citigroup C, JP Morgan JPM and Goldman Sachs GS.For HFT, participants need the following infrastructure in place High speed computers, which need regular and costly hardware upgrades Co location.That is, a typically high cost facility that places your trading computers as close as possible to the exchange servers, to further reduce time delays Real time data feeds, which are required to avoid even a microseconds delay that may impact profits and.Computer algorithms, which are the heart of AT and HFT.Benefits of HFTHFT is beneficial to traders, but does it help the overall marketSome overall market benefits that HFT supporters cite include Bid ask spreads have reduced significantly due to HFT trading, which makes markets more efficient.Empirical evidence includes that after Canadian authorities in April 2.HFT, studies suggested that the bid ask spread rose by 9, possibly due to declining HFT trades.HFT creates high liquidity see related Is Liquidity Improved By High Frequency Trading HFT and thus eases the effects of market fragmentation.HFT assists in the price discovery and price formation process, as it is based on a large number of orders see related How The Retail Investor Profits From High Frequency Trading.Challenges Of HFTOpponents of HFT argue that algorithms can be programmed to send hundreds of fake orders and cancel them in the next second.Such spoofing momentarily creates a false spike in demandsupply leading to price anomalies, which can be exploited by HFT traders to their advantage.In 2. 01. 3, the SEC introduced the Market Information Data Analytics System MIDAS, which screens multiple markets for data at millisecond frequencies to try and catch fraudulent activities like spoofing.Other obstacles to HFTs growth are its high costs of entry, which include algorithms development setting up high speed trade execution platforms for timely trade execution building infrastructure that requires frequent high cost upgrades andsubscription charges towards data feeds.The HFT marketplace also has gotten crowded, with participants trying to get an edge over their competitors by constantly improving algorithms and adding to infrastructure. Boogie Woogie Piano Free Downloads . Due to this arms race, its getting more difficult for traders to capitalize on price anomalies, even if they have the best computers and top end networks.And the prospect of costly glitches is also scaring away potential participants.Some examples include the Flash Crash of May 6, 2.What Caused the Flash Crash where HFT triggered sell orders led to an impulsive drop of 6.DJIA index. Then theres the case of Knight Capital, the then king of HFT on NYSE.It installed new software on Aug 1, 2.NYSE stocks at unfavorable prices.Knight was forced to settle its positions, costing it 4.Acquired by another HFT firm, Getco, to form KCG Holdings, the merged entity still continues to struggle. David Kamp on John Hughes. John Hughes never stopped writing. He was notorious for this trait, especially in the 1. Hollywood could make them into movies. The script for Sixteen Candles came forth in a two day burst during the 1. 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