statistical arbitrage forex - officechai.com

Don't Be Fooled By The Fancy Name -- Statistical Arbitrage Is A Simple Way To Profit #fintech #trading #algotrading #quantitative #quant #hft #financial #strategies #arbitrage #forex #fx

Don't Be Fooled By The Fancy Name -- Statistical Arbitrage Is A Simple Way To Profit #fintech #trading #algotrading #quantitative #quant #hft #financial #strategies #arbitrage #forex #fx submitted by silahian to quant_hft [link] [comments]

Overview of Algorithmic Trading Strategies

Strategies are a natural way to get the maximum benefit out of algorithmic Trading. Based on the duration of holding the investment, Algo Trading Strategies are classified as Long term and short-term strategies. Automated TradingTrading has been enhanced with specific rule-based decision making.
Long Term Strategies
  1. Pricing Strategies are more focused on the expected returns
  2. Mathematical model-based Strategies are developed purely based on mathematical calculations, models.
  3. Trend Based Strategies follow market trends. By using the statistics, patterns are studied, and further strategies are developed.
  4. Arbitrage strategies use algorithms to figure out price differences and trade according to opportunities for profit.
  5. VWAP (Volume Weighted Average Price) & strategies, break the large volume of stock into smaller and later issues them according to market conditions to earn more yield.
  6. Implementation shortfall strategy uses algorithms to target involvement in dealing when stock prices are high and vice versa.
Short-Term Strategies
Short term strategies are generally executed in Intraday Trading strategies, where assets are bought and sold on the same day. Here stocks are not purchased for investment purpose but to earn the profit by connecting with the stock market trend. Algo trading strategies are incorporated in Intraday Trading to reap more benefits. Following are the Intraday trading strategies using algorithmic TradingTrading:
  1. Reversal trading strategies use algorithms to find out the highest and lowest points of the day. Based on these points as the secure time, price and quantity start reversing; it gives alerts to either buy or sell the assets.
  2. Trend based strategies analyse the trends using Algorithms, and further strategy is developed.
  3. Bull flag trading strategy based on the highest peak and steady decrease in trend during the day. To get the target prices on the patterns of bull flag shape, algorithms are used. Based on these trends, ' strategies are developed.
  4. Pullback Trading Strategy develops the low-risk buying opportunity.
  5. Breakout trading strategy enables us to enter the market when prices change outside a specific range.
3 Efficient Intraday Trading Strategies Used in Algorithmic Trading
Algo trading is an automated practical approach to TradingTrading. Strategies make the trading process very fast and much more result-oriented. The trades can be executed to the point of specified price and volume in minimal time. It reduces the losses due to the time lag between the sale and purchase of securities.
When the algo trading is used with specific intraday trading strategies, it works amazingly well.
Here are a few back-tested strategies used by successful traders as a part of Algo trading. These strategies can undoubtedly lead to maximize profits with the correct execution.
1. Momentum and Trend Based Strategy:
It is the most commonly used and most straightforward strategy. There are no complex interpretations or predictions to be made. It is the momentum and trend-based strategy. You need to follow the trends, and the energy in the market and the trades will be executed accordingly. Trade will be based on technical indicators - the moving averages, the price level movements, channel breakouts, etc. If a set of conditions is fulfilled, then automated trading is generated.
2. Arbitrage Strategy:
When there is a difference in the cost of the securities on different stock exchanges, Arbitrage profits take place. The algorithm identifies the price difference immediately using the computers and executes a trade to enable buying on the low-priced exchange and sell on the high-priced exchange. Although the cost difference is not too much, here, we can compare the speed and accuracy of Algo trading and manual TradingTrading.
This strategy is mostly applicable to forex trading. Once the trade gets executed, arbitrage profits will be credited to the trader.
3. Weighted Average Price Strategy:
This is also one of the most popular and efficient strategies. The objective of this strategy is to quick-execute the order to the volume-weighted average price or the time-weighted average price. The orders are executed in small parts. The order is based at either volume-weighted average price or the time-weighted average price in specific opening price in defined time slots.
The algorithms are successful in releasing the orders in small parts with efficiency and accuracy in nanoseconds, which may not be possible by human traders.
To know more strategies, refer to our Algorithmic Trading Strategies - Part 1.
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Strategies And Secrets Of High Frequency Trading (HFT) Firms

fintech #trading #algotrading #quantitative #quant #hft #forex #fx #crypto #gbpusd

Strategies And Secrets Of High Frequency Trading (HFT) Firms Secrecy, Strategy and Speed are the terms that best define high frequency trading (HFT) firms and indeed, the financial industry at large as it exists today.
HFT firms are secretive about their ways of operating and keys to success. The important people associated with HFT have shunned limelight and preferred to be lesser known, though that's changing now.
The firms in the HFT business operate through multiple strategies to trade and make money. The strategies include different forms of arbitrage – index arbitrage, volatility arbitrage, statistical arbitrage and merger arbitrage along with global macro, long/short equity, passive market making, and so on.
HFT rely on the ultra fast speed of computer software, data access (NASDAQ TotalView-ITCH, NYSE OpenBook, etc) to important resources and connectivity with minimal latency (delay).
Let’s explore some more about the types of HFT firms, their strategies to make m.....
Continue reading at: https://www.investopedia.com/articles/active-trading/092114/strategies-and-secrets-high-frequency-trading-hft-firms.asp
submitted by silahian to quant_hft [link] [comments]

The Six Best Crypto Trading Strategies

https://preview.redd.it/6jp0w5x7f2g11.jpg?width=1200&format=pjpg&auto=webp&s=cc1ce04b711c2c83a05d4a1f3d9a963e43172a02
The Best Six Crypto Trading Strategies Revealed
Cryptocurrency also called digital currency, virtual currency or alternate currency is emerging as the future of money. The crypto world provides an enormous return on investment for traders to flourish and prosper. Due to the decentralized control and the blockchain technology, people find crypto trading to be more transparent as it doesn’t require a central authority.
On the other hand, the crypto market is very sensitive and security breaches can happen at fraction of a second. There are many hacks that happened in the crypto market that shook the world. Bithumb was hacked at June 2018 and $30 million coins were stolen. These incidents are a mounting evidence which proves how violative is the cryptocurrency market. This article will unveil the top trading strategies that can be used for both stock market and cryptocurrency trading.
Scalping
Scalping is the act of attaining huge profits on minor changes in the asset(coin). Traders who implement this strategy is called a “scalper”. Here the scalpers believe that small moves in the stock price can gain huge profits. The idea is to buy or sell a number of assets at the holding time and sell them higher or lower for a profit. This scalping strategy is perfect for intraday trading.
Technical analysis has to be done before scalping and a scalper spends 8-10 hours in the forex market. A scalper should be proactive to take advantage of the fluctuations in the market. Scalping is more trending in the cryptocurrency market due to the fluctuations in the price of the tokens. Scalping if done statistically keeping in mind of avoiding late entries, overtrading and late exists, scalpers will be able to reap the desired profit in the cryptocurrency trading.
Day trading
Day trading is the most lucrative strategy for people in both the stock and crypto market. This trading is quite similar to the scalping method. The difference is in scalping there are hundreds of transactions done whereas in day trading only very few transactions are done. To be precise, day trading is buying or selling of assets on the same day, to make the most of the market fluctuations. Traders make the most from the minute changes of the price of the asset/coin.
A day trader can make double the profit which means he or she can gain more money from the original money they have spend. Here the holding time is eliminated as the traders hold their assets to a maximum of 2 hours per day. This day trading strategy for cryptocurrency would work only if the market is stable.
Range-bound trading
Range-bound trading is the trading capitalizing on stocks in price channels. This trading is widely used by forex traders and other traders. The concept behind the range-bound trading is identifying the support and resistance areas in order to connect reaction highs and lows with a horizontal trendline.
The reliability of the trendlines depends on the number of times the price has reacted to it. The method is traders repeatedly buy at the support trendline and sell at the resistance trendline until the security breaks out from a price channel. In range-bound trading, it is imperative for the traders to watch for potential breakouts and breakdowns.
Swing trading
Swing trading is similar to the day trading. In day trading the holding time of an asset is a maximum couple of hours a day whereas in swing trade the holding time can extend up to a week or couple of weeks. This type of trading involves in identifying the trends lows, highs and calculating the risk. Before jumping into the swing trading a lot of market analysis has to be done by the trader. A sound technical analysis is needed than day trading. Using this strategy in cryptocurrency is based on the estimation of the trend line and when it is going swing high.
Position trading
Position trading is also called as HOLDing, where an investor holds on his assets through its highs and lows without the intention to sell it. The concept of HOlDing is just buying the coins and put them in your wallet. The investors do not involve in any transactions from months to years and only sells his coins with his own intention or find a threat to his asset. A position trader is neither worried about the market fluctuations nor bothers of the daily, monthly news of the crypto market. This position trading is implemented once or twice a year which makes the trader a long-term investor.
Arbitrage trading
Arbitrage is the simplest method of trading. The concept behind this trading is buying a coin from an exchange where the price is lower and selling it in another exchange where the price is relatively high for that particular coin. The price difference marks the profit gain for the trader. This kind of trading is widely used in the crypto market as it doesn’t require any technical knowledge to perform it. Arbitrage trading can be automated and can be performed by a bot. This trading may present a lucrative window of opportunity to generate passive income for the newbies entering the cryptomarket.
submitted by PrimeTradeAI to cryptotrading [link] [comments]

The Six Best Crypto Trading Strategies

The Six Best Crypto Trading Strategies
https://preview.redd.it/8uc3berff2g11.jpg?width=1200&format=pjpg&auto=webp&s=56b0505f79db9ada8014c84d345cd0c0025f14f5
The Best Six Crypto Trading Strategies Revealed
Cryptocurrency also called digital currency, virtual currency or alternate currency is emerging as the future of money. The crypto world provides an enormous return on investment for traders to flourish and prosper. Due to the decentralized control and the blockchain technology, people find crypto trading to be more transparent as it doesn’t require a central authority.
On the other hand, the crypto market is very sensitive and security breaches can happen at fraction of a second. There are many hacks that happened in the crypto market that shook the world. Bithumb was hacked at June 2018 and $30 million coins were stolen. These incidents are a mounting evidence which proves how violative is the cryptocurrency market. This article will unveil the top trading strategies that can be used for both stock market and cryptocurrency trading.
Scalping
Scalping is the act of attaining huge profits on minor changes in the asset(coin). Traders who implement this strategy is called a “scalper”. Here the scalpers believe that small moves in the stock price can gain huge profits. The idea is to buy or sell a number of assets at the holding time and sell them higher or lower for a profit. This scalping strategy is perfect for intraday trading.
Technical analysis has to be done before scalping and a scalper spends 8-10 hours in the forex market. A scalper should be proactive to take advantage of the fluctuations in the market. Scalping is more trending in the cryptocurrency market due to the fluctuations in the price of the tokens. Scalping if done statistically keeping in mind of avoiding late entries, overtrading and late exists, scalpers will be able to reap the desired profit in the cryptocurrency trading.
Day trading
Day trading is the most lucrative strategy for people in both the stock and crypto market. This trading is quite similar to the scalping method. The difference is in scalping there are hundreds of transactions done whereas in day trading only very few transactions are done. To be precise, day trading is buying or selling of assets on the same day, to make the most of the market fluctuations. Traders make the most from the minute changes of the price of the asset/coin.
A day trader can make double the profit which means he or she can gain more money from the original money they have spend. Here the holding time is eliminated as the traders hold their assets to a maximum of 2 hours per day. This day trading strategy for cryptocurrency would work only if the market is stable.
Range-bound trading
Range-bound trading is the trading capitalizing on stocks in price channels. This trading is widely used by forex traders and other traders. The concept behind the range-bound trading is identifying the support and resistance areas in order to connect reaction highs and lows with a horizontal trendline.
The reliability of the trendlines depends on the number of times the price has reacted to it. The method is traders repeatedly buy at the support trendline and sell at the resistance trendline until the security breaks out from a price channel. In range-bound trading, it is imperative for the traders to watch for potential breakouts and breakdowns.
Swing trading
Swing trading is similar to the day trading. In day trading the holding time of an asset is a maximum couple of hours a day whereas in swing trade the holding time can extend up to a week or couple of weeks. This type of trading involves in identifying the trends lows, highs and calculating the risk. Before jumping into the swing trading a lot of market analysis has to be done by the trader. A sound technical analysis is needed than day trading. Using this strategy in cryptocurrency is based on the estimation of the trend line and when it is going swing high.
Position trading
Position trading is also called as HOLDing, where an investor holds on his assets through its highs and lows without the intention to sell it. The concept of HOlDing is just buying the coins and put them in your wallet. The investors do not involve in any transactions from months to years and only sells his coins with his own intention or find a threat to his asset. A position trader is neither worried about the market fluctuations nor bothers of the daily, monthly news of the crypto market. This position trading is implemented once or twice a year which makes the trader a long-term investor.
Arbitrage trading
Arbitrage is the simplest method of trading. The concept behind this trading is buying a coin from an exchange where the price is lower and selling it in another exchange where the price is relatively high for that particular coin. The price difference marks the profit gain for the trader. This kind of trading is widely used in the crypto market as it doesn’t require any technical knowledge to perform it. Arbitrage trading can be automated and can be performed by a bot. This trading may present a lucrative window of opportunity to generate passive income for the newbies entering the cryptomarket.
submitted by PrimeTradeAI to PrimeTradeAI [link] [comments]

Statistical Arbitrage System - An Overview [www.fxalgotrader.com] Statistical Arbitrage with Correlation Integration for MetaTrader MT4 Statistical Arbitrage Trading at Quantra Statistical Arbitrage for Forex Traders - Trade Entry Triggers.mp4 Statistical Arbitrage In Cryptocurrencies - How To Profit! Statistical Arbitrage for MetaTrader MT4 - Using Profiles in V4.0 Simple Arbitrage Trading Strategy

Aim: To implement pairs trading/statistical arbitrage strategy in currencies.. Pairs Chosen: EURINR, USDINR, GBPINR, AUDINR, CADINR, JPYINR Frequency: Daily Time Period: 2011/4/21 to 2013/5/22 Implemented using: Python. Pair Selection Criteria for FX Markets: The time series data for the above-chosen currency pairs is imported from quandl. Statistical Arbitrage strategies are supported by many mathematical, computational, and trading platforms that help with their usage. These strategies are heavily quantitative by nature. They involve data mining, statistical methods, as well as the use of automated trading systems, better known as bots. How Statistical Arbitrage came to be. The most basic form of Statistical Arbitrage is ... As a beginner in statistical arbitrage strategies or new statistical arbitrager, it is important to know what you are doing in order to succeed in such an endeavour. Understanding the principles and the Econometrics behind this, it is really important to change strategies when the former ones don't work as well as before. I offer comprehensive statistical arbitrage courses. My courses are ... While not a form of pure arbitrage, Forex statistical arbitrage takes a quantitative approach and seeks price divergences which are statistically likely to be correct in the future. It does this by compiling a basket of over-performing currency pairs and a basket of under-performing currency pairs. This basket is created with the goal of shorting the over-performers and purchasing the under ... Forex arbitrage is also considered to be the least risky strategy of making money on the foreign exchange and the traders who make use of this strategy are known as arbitrageurs. In this article, we will talk about forex arbitrage in more detail and find out how you can use it to make money on the foreign exchange market. Example: Arbitrage Currency Trading . The current exchange rates of the EUR/USD, EUR/GBP, GBP/USD pairs are 1.1837, 0.7231, and 1.6388, respectively. In this case, a forex trader could buy one ... Statistical arbitrage strategies can also be designed using factors such as lead/lag effects, corporate activity, short-term momentum etc. other than using the price data alone. This latter approach is referred to as a multi-factor Statistical Arbitrage model. The various concepts used by statistical arbitrage strategies include: Time Series ... Statistical Arbitrage strategies are supported by many mathematical, computational, and trading platforms that help with their usage. However, let’s see what happens if the dunk person walks the dog around in the park. Management, Mean Reversion The most popular Forex correlation type is between currency pairs, which is often represented in the form of Forex correlation tables. Both of these ... Full Financial Robot for #Forex #Trading #Signal on #Forex and #indices #cfd, live with #mt4 since 2010, for #metatrader4 with any broker #metatrader, go to … Let’s say that EUR/USD is trading at 1.1450, USD/CAD at 1.3110, and EUR/CAD at 1.5005. Statistical arbitrage strategies can also be designed using factors such as lead/lag effects, corporate activity, short-term momentum etc ... This consists of entry points & exit strategies in the market place. I also give access to 100 plus indicators so that you can build your own strategy. My last section has my webinars. This is me online live with my students like you, while they ask me questions and gain the help they need. As a bonus to this, you get my private Forex Group chat where we all help each other out.Sometimes we ...

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Statistical Arbitrage System - An Overview [www.fxalgotrader.com]

Overview of the Profile feature in FX AlgoTrader's Statistical Arbitrage V4.0 'Opulen' Release. www.fxalgotrader.com For more superb educational content visit our website https://www.forex.academy/ Statistical Arbing is a specific approach to trading many major quantitative... LIVE Forex Trading - LONDON, Mon, April, 6th Trade With Monty 478 watching Live now Introduction to Statistical Arbitrage (https://www.fxalgotrader.com) - The Spread - Duration: 4:47. This video discusses a strategy that doesn't quite fit in as technical analysis or sentiment analysis but is in a league of its own = arbitrage. Get Tradingview Pro for next-level charting: https ... Learn Statistical Arbitrage concepts and build a pairs trading strategy step-by-step using Excel and Python. Joint certification offered by QuantInsti and MCX. To take this course visit https ... Overview of the new interface for the V2.5r Advanced Statistical Arbitrage Engine developed by FX AlgoTrader for the Metatrader 4 (MT4) platform. www.fxalgot... Installation Guide and overview for V4.0 'Opulen' Statistical Arbitrage System for MetaTrader featuring Synthetic Trading and real time correlation integration. Developed by FX AlgoTrader (www ...

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