Computer Algorithms & Trading. Chicago NW Burbs Investment & Trading Club
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1 Computer Algorithms & Trading Chicago NW Burbs Investment & Trading Club
2 Did You Know 30% of all trades are through Algorithms (High Frequency Trading) in the US. HFT accounts for about half of share volume. HFT accounts for closer to 25 per cent in Australia Algorithmic trading accounts for more than 40% of transactions in the Indian equities market. Forecast for algorithmic volumes to breach 60% by per cent of all HFT orders exist for one second or less. Algorithms are buying and selling to each other within a fraction of a second Some algorithms looking for ~$500 profits over and over Fastest Algorithm wins wins more than others
3 Wall Street Journal - July 24, 2015 At 78, Scientist Is Starting a Hedge Fund. The Quant Hedge Fund would be launched later this year. 2
4 Algorithmic Trading and Alerts System 1. Computers in Trading Programming HFT Social Media 2. Algorithms Sample Algorithm Sample Alert Condition 3. Who uses it and how? 4. Advantages and Disadvantages 5. Think or Swim 6. Ninja Trader 7. Trading with Alerts
5 What is Computer Program? A sequence of instructions (code) for the computer to perform tasks Algorithms are computer programs Different languages for writing code HTML, C++, C# Java, etc. Think or Swim uses C++, NinjaTrader uses C# Tiering C Java Cloud Computing.NET HTML COBOL C++ Deduplication 4
6 Programs & High Frequency Trading Trading done by powerful computers Complicated computer programs created by scientist, mathematician and physicist Institutions and Hedge Funds trade with HFT Rarely competes with retail traders Very short timeframes for establishing and liquidating positions. Submit a number of orders that are cancelled soon after submission. Maintain very few, if any, overnight positions.
7 They Spend a Lot to Make More Computer servers next to those of the exchanges, cutting down the time it takes for an order to travel from their computers to the exchanges electronic matching engines. Faster pathways fiber-optic cables, microwave towers, even laser beams to trade more quickly between far-flung markets such as Chicago and New York. Pay exchanges for proprietary data feeds. These proprietary feeds are different than the public, consolidated data feed maintained by the public exchanges, called the securities information processor, or the SIP. feed on cnbc tv, your broker, etc are SIP Exchanges that have allowed HFT have benefited from an increase in trading volumes and trading fees. revenue. $180,000/year for faster data access: 1 millisecond faster data
8 HFT Algorithms Accurately Reflect Market Changes: - HFT strategies are based on interpretation of market events and news, and rely on the correlations between several factors such as pricing, interest rates, and different markets events. - As a result, there is always a need to constantly upgrade algorithms as the underlying assumptions change - Maintaining very short timeframes for establishing and liquidating positions, resulting in the frequent turnover of many small positions in one or more financial instruments. - Submitting a number of orders that are cancelled soon after submission. - Maintaining very few, if any, overnight positions. Short Life Span Due to Reverse Engineering: - The shelf life of most algorithms remains limited as competitor firms are generally able to decipher each other s strategies through reverse engineering. - Once exposed, it can become extremely risky to execute and can often prove to be counterproductive. - Firms to constantly update and upgrade their strategy in order to stay a step ahead of the competition. 7
9 May 2010 Flash Crash by HFT 1. MAY : 1PM In a weak market, volatility starts to increase in a few stocks. 2. 2:30PM Trading turns nervous and the Dow drops 2.5 per cent. 3. 2:32PM A program to sell $4.1 billion in futures starts up - and traders start to panic. 4. 2:41PM Falling futures prices spread to stocks, and the index goes into meltdown. 5. 2:46PM A five-second pause in futures trading - half a lifetime in this world - short-circuits the crash and the market starts to recover. But a lot of money is made and lost on the way down - and on the way up again. Dow Jones to plummet by almost 1,000 points, losing 9 per cent of its total value. By the end of the day, it had recovered most of the losses - hence the term "flash" Consulting firm Accenture, for example, saw its share price collapse from more than $40 to as low as one cent. 8
10 Social Media & Trading In April Twitter earning released prematurely by social media A fake tweet from a hacked Associated Press Twitter account knocked 140 points off the Dow in 2013 When Carl Icahn used Twitter to disclose his position in Apple, the tech group's market cap jumped by $US12.5 billion What to Do? 1. Follow market leaders on social media 2. Look up stock chatter using $Symbol and #stocks
11 Smart & Social Algorithms Algorithms are scanning messages for key phrases such as "rise", "fall" and "warn" and grade the news on whether it is neutral, positive or negative. That information can be integrated into high-speed trading programs that place rapid-fire trades. Twitter By 2017, 40% of enterprise contact information will have leaked into Facebook via employee mobile device collaboration applications Wall St Journal Press Release Algorithms read The Internet to get an edge in trading
12 Advantages & Disadvantages of HFT Positive impacts Increased Liquidity: It is believed that the high number of trades typically entered by HFT traders results in greater liquidity in the markets. HFT firms contribute to over 50% of the equity turnover by volume in some major markets Narrowing Spreads: The use of algorithms and computers in trading has resulted in the prices of securities being updated more frequently and more accurately Improved Market Efficiency: In more efficient markets, prices reflect market information more quickly and accurately. HFT enables this to happen by ensuring accurate pricing at smaller time intervals. Also, HFT has enabled smaller spreads and lower trading costs Increased Fees for Exchanges: HFT has led to a significant increase in the trading volumes Emotion Less Trading Negative impacts Impact on Institutional Investors: Some institutional investors allege that certain HFT strategies look for repetitive trading patterns and front run the institution by detecting an incoming order flow, after which the HFT system buys the same security and then turns around and sells it to the institution at a slightly higher price. Increased Volatility: Since HFT involves rapid intraday trading with positions generally held only for minutes or even just seconds it can give rise to price fluctuations and short term volatility. Disadvantages to the Smaller Investors: HFT firms leverage special services such as co-location facilities and raw data feeds, which are typically not accessible for smaller firms and retail investors as they are not able to make the required investments. This places these smaller firms and investors at a disadvantage. 11
13 Think Like a HFT Trader: Drink Your Own Champagne Rely on trading platforms to give you signals. Strictly execute those trades with the recommended entry and exit OR Automate your trading with algorithms - Buy 100 shares of a stock when Stochastic and MACD cross, and 50 MA crosses 200 MA; then - Sell 100 shares of the stock at 4% profit or 2% loss Computer program will automatically monitor the stock price and place the buy/sell order when the conditions are meet. 12
14 Think or Swim Program 13
15 Ninja Trader Program 14
16 Algorithm Example Algorithm to filter Stocks 1. avg daily Volume (30 days) GREATER THAN factor1 * avg daily volume (250 days) AND 2. daily volume today GREATER THAN factor2 * avg daily volume (30 days) AND 3. price of stock is BETWEEN (avg. daily price (250 days) + factor3 * standard deviation AND avg. daily price (250 days) factor4 * standard deviation) Program in C# for NinjaTrader if ((dvol > (Dvtmulti * VOLMA(BarsArray[1], Days1)[0])) && (VOLMA(BarsArray[1], Days1)[0] > (Advmulti * VOLMA(BarsArray[1], Days2)[0])) && (Close[0] > (SMA(Closes[1], Days1)[0] - (1.5 * StdDev(3)[0]))) && (Close[0] < (SMA(Closes[1], Days1)[0] + (1.5 * StdDev(3)[0]))) ) 15
17 Embrace Hybrid Trading Model Personas Drive Manual Trading Scenarios Drive Algorithm Hybrid Model Drive Profit 16
18 Trading Platforms and Alert System Think or Swim Ninja Trader Stock Picks and Alert System 17
19 18
20 Thank You Chicago - NW burbs Trading and Investing Club
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