Forex algorithmic trading: Understanding the basics

Algorithmic Trading

A place for redditors to discuss quantitative trading, statistical methods, econometrics, programming, implementation, automated strategies, and bounce ideas off each other for constructive criticism. Feel free to submit papers/links of things you find interesting.
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Daytrading: Information for your everyday trader

Daytrading futures, forex, stocks, etc.
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Futures Trading

FuturesTrading is a place to: Share and discuss news pertaining to futures, commodities, etc. Share futures trading insight and tips All asset classes (stocks, bonds, mutual funds, ETFs, options, commodities, etc.) and markets (U.S./International) are open
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Best Broker to Algo Trade in Forex

Hi guys, I've been developing an algorithm for forex. I nearly completed it and everything seems good. But I have just one question about brokers.
I'm wondering if there is a specific broker for algorithm trading or like a bunch of brokers that are popular for algorithm trading specifically for Forex. The key is low fees, commissions, etc. of course :)
Gonna leave the qualifications of my algorithm to be more specific;
  1. Will be working on Major Currencies
  2. Will be working on 15 minutes charts
  3. Sometimes stays in position as longs as 10 days
  4. Sometimes stays in position for only 1-2 days
So, thanks in advance... I really appreciate any type of help.
submitted by emskaplan to algotrading [link] [comments]

What is the best algo in forex trading?

I have been trading forex for almost 2 years and i am not improving i have burn’t countless accounts. And i decided to use algos for trading forex. Any ideas on the best accurate algo i could use in forex trading.
submitted by Mysterious_Loss to algotrading [link] [comments]

e-Forex Magazine | Machine learning stirs up competition in FX Algo Trading

fintech #algotrading #hedgefunds #quants #hft

e-Forex Magazine | Machine learning stirs up competition in FX Algo TradingIvy Schmerken Though capital markets firms have been adopting artificial intelligence and machine learning to train algorithms for equity trading, recently this trend has expanded to foreign exchange. Ivy Schmerken, Editorial Director at Flextrade Systems, has written widely about this topic and we asked her to revisit it for e-Forex. By crunching vast quantities of data by computer, machine learning algorithms can identify hidden patterns in past data and learn to forecast stock market returns or FX currency pairs. Large banks have been investing millions into advanced technologies such as AI and machine learning to capture a bigger share of the algo trading market.
JP Morgan developed a new algorithm dubbed DNA – or Deep Neural Network for Algo Execution to merge what a multitude of algos do into a single strategy, allowing the framework to decide how a client’s order should be executed, reported Reuters .....
Continue reading at: https://www.e-forex.net/articles/aug-2020-machine-learning-stirs-up-competition-in-fx-algo-trading.html
submitted by silahian to quant_hft [link] [comments]

Looking for someone to collaborate with in exploring some of the fundamental questions in algo trading in relation to quantitative analysis and the Forex market specifically.

I got interested in both algo trading and Forex about the same time. I figured that if I was going to trade in the Forex market or any market there after, I was going to use algorithms to do the trading for me. I wanted to minimize the "human factor" from the trading equation. With the research I have done so far, it seems that human psychology and its volatile nature can skew ones ability to make efficient and logical trades consistently. I wanted to free myself from that burden and focus on other areas, specifically in creating a system that would allow me to generate algorithms that are profitable more often then not.
Consistently generating strategies that are more profitable then not is no easy task. There are a lot of questions one must first answer (to a satisfactory degree) before venturing forward in to the unknown abyss, lest you waste lots of time and money mucking about in the wrong direction. These following questions are what I have been trying to answer because I believe the answers to them are vital in pointing me in the right direction when it comes to generating profitable strategies.
Can quantitative analysis of the Forex market give an edge to a retail trader?
Can a retail trader utilize said edge to make consistent profits, within the market?
Are these profits enough to make a full time living on?
But before we answer these questions, there are even more fundamental questions that need to be answered.
To what degree if any is back-testing useful in generating successful algo strategies?
Are the various validation testing procedures such as monte carlo validation, multi market analysis, OOS testing, etc... useful when trying to validate a strategy and its ability to survive and thrive in future unseen markets?
What are the various parameters that are most successful? Example... 10% OOS, 20% OOS, 50%......?
What indicators if any are most successful in helping generate profitable strategies?
What data horizons are best suited to generate most successful strategies?
What acceptance criteria correlate with future performance of a strategy? Win/loss ratios, max draw-down, max consecutive losses, R2, Sharpe.....?
What constitutes a successful strategy? Low decay period? High stability? Shows success immediately once live? What is its half life? At what point do you cut it loose and say the strategy is dead? Etc....
And many many more fundamental questions....
As you can see answering these questions will be no easy or fast task, there is a lot of research and data mining that will have to be done. I like to approach things from a purely scientific method, make no assumptions about anything and use a rigorous approach when testing, validating any and all conclusions. I like to see real data and correlations that are actually there before I start making assumptions.
The reason I am searching for these answers is because, they are simply not available out on the internet. I have read many research papers on-line, and articles on this or that about various topics related to Forex and quantitative analysis, but whatever information there is, its very sparse or very vague (and there is no shortage of disinformation out there). So, I have no choice but to answer these questions myself.
I have and will be spending considerable time on the endeavour, but I am also not delusional, there is only so much 1 man can do and achieve with the resources at his disposal. And at the end of the whole thing, I can at least say I gave it a good try. And along the way learn some very interesting things (already had a few eureka moments).
Mo workflow so far has consisted of using a specific (free) software package that generate strategies. You can either use it to auto generate strategies or create very specific rules yourself and create the strategies from scratch. I am not a coder so I find this tool quite useful. I mainly use this tool to do lots of hypothesis testing as I am capable of checking for any possible correlations in the markets very fast, and then test for the significance if any of said correlations.
Anyways who I am looking for? Well if you are the type of person that has free time on their hands, is keen on the scientific method and rigorous testing and retesting of various hypothesis, hit me up. You don't need to be a coder or have a PHD in statistics. Just someone who is interested in answering the same questions I am.
Whats the end goal? I want to answer enough of these questions with enough certainty, whereby I can generate profitable algo strategies consistently. OR, maybe the answer is that It cant be done by small fry such as a retail trader. And that answer would be just as satisfactory, because It could save me a lot more time and money down the road, because I could close off this particular road and look elsewhere to make money.
submitted by no_witty_username to Forex [link] [comments]

Looking for someone to collaborate with in exploring some of the fundamental questions in algo trading in relation to quantitative analysis and the Forex market specifically.

I got interested in both algo trading and Forex about the same time. I figured that if I was going to trade in the Forex market or any market there after, I was going to use algorithms to do the trading for me. I wanted to minimize the "human factor" from the trading equation. With the research I have done so far, it seems that human psychology and its volatile nature can skew ones ability to make efficient and logical trades consistently. I wanted to free myself from that burden and focus on other areas, specifically in creating a system that would allow me to generate algorithms that are profitable more often then not.
Consistently generating strategies that are more profitable then not is no easy task. There are a lot of questions one must first answer (to a satisfactory degree) before venturing forward in to the unknown abyss, lest you waste lots of time and money mucking about in the wrong direction. These following questions are what I have been trying to answer because I believe the answers to them are vital in pointing me in the right direction when it comes to generating profitable strategies.
Can quantitative analysis of the Forex market give an edge to a retail trader?
Can a retail trader utilize said edge to make consistent profits, within the market?
Are these profits enough to make a full time living on?
But before we answer these questions, there are even more fundamental questions that need to be answered.
To what degree if any is back-testing useful in generating successful algo strategies?
Are the various validation testing procedures such as monte carlo validation, multi market analysis, OOS testing, etc... useful when trying to validate a strategy and its ability to survive and thrive in future unseen markets?
What are the various parameters that are most successful? Example... 10% OOS, 20% OOS, 50%......?
What indicators if any are most successful in helping generate profitable strategies?
What data horizons are best suited to generate most successful strategies?
What acceptance criteria correlate with future performance of a strategy? Win/loss ratios, max draw-down, max consecutive losses, R2, Sharpe.....?
What constitutes a successful strategy? Low decay period? High stability? Shows success immediately once live? What is its half life? At what point do you cut it loose and say the strategy is dead? Etc....
And many many more fundamental questions....
As you can see answering these questions will be no easy or fast task, there is a lot of research and data mining that will have to be done. I like to approach things from a purely scientific method, make no assumptions about anything and use a rigorous approach when testing, validating any and all conclusions. I like to see real data and correlations that are actually there before I start making assumptions.
The reason I am searching for these answers is because, they are simply not available out on the internet. I have read many research papers on-line, and articles on this or that about various topics related to Forex and quantitative analysis, but whatever information there is, its very sparse or very vague (and there is no shortage of disinformation out there). So, I have no choice but to answer these questions myself.
I have and will be spending considerable time on the endeavour, but I am also not delusional, there is only so much 1 man can do and achieve with the resources at his disposal. And at the end of the whole thing, I can at least say I gave it a good try. And along the way learn some very interesting things (already had a few eureka moments).
Mo workflow so far has consisted of using a specific (free) software package that generate strategies. You can either use it to auto generate strategies or create very specific rules yourself and create the strategies from scratch. I am not a coder so I find this tool quite useful. I mainly use this tool to do lots of hypothesis testing as I am capable of checking for any possible correlations in the markets very fast, and then test for the significance if any of said correlations.
Anyways who I am looking for? Well if you are the type of person that has free time on their hands, is keen on the scientific method and rigorous testing and retesting of various hypothesis, hit me up. You don't need to be a coder or have a PHD in statistics. Just someone who is interested in answering the same questions I am.
Whats the end goal? I want to answer enough of these questions with enough certainty, whereby I can generate profitable algo strategies consistently. OR, maybe the answer is that It cant be done by small fry such as a retail trader. And that answer would be just as satisfactory, because It could save me a lot more time and money down the road, because I could close off this particular road and look elsewhere to make money.
submitted by no_witty_username to algotrading [link] [comments]

Algos Becoming “Increasingly Popular” in FX. #fintech #trading #algotrading #quantitative #quant #fx #forex

Algos Becoming “Increasingly Popular” in FX. #fintech #trading #algotrading #quantitative #quant #fx #forex submitted by silahian to quant_hft [link] [comments]

Forex Sentiment Data Overview, it's Application in Algo trading, and Free Sample Data

From Commitment of Traders (COT) to the Daily Sentiment Index (DSI), to the Put/Call ratio and more, sentiment data has long been highly sought after by both professional and retail traders in the mission to get an edge in the market. Equity and futures traders can access this market data relatively easily due to the centralization of the market they are trading.

But what about Forex traders? There is no single centralized exchange for the Foreign Exchange market therefore sentiment data is difficult to obtain and can be extremely pricey for Forex traders. Furthermore, if a trader had access to such data, the sample set may be limited and not closely reflect the actual market.

In order for Forex sentiment data to be valuable, the data must be derived from a large, far reaching sample of Forex traders. FXCM boasts important Forex trading volumes and a significant trader sample and the broker’s large sample size is one of the most representative samples of the entire retail Forex market. Therefore, the data can be used to help predict movement of the rate of an instrument in the overall market.

This sentiment data shows the retail trader positioning and is derived from the buyer-to-seller ratio among retail FXCM traders. At a glance, you can see historical and current trader positioning in the market. A positive ratio indicates there are more traders that are long for every trader that is short. A negative ratio is indicative of a higher number of traders that are short for every long trader. For example, a ratio of 2.5 would mean that there are 2.5 traders that are long for every short trader and -2.5 would mean just the opposite.

When it comes to algo trading, sentiment can be used as a contrarian indicator to help predict potential moves and locate trading opportunities. When there is an extreme ratio or net volume reading, the majority of traders are either long or short a specific instrument. It is expected that the traders who are currently in these positions will eventually close out therefore bring the ratio back to neutral. Consequently, there tends to be a sharp price movement or a reversal.

When extremes like this are present in the market, a mean reversion automated strategy can be implemented to take advantage of the moves in the market that are expected to ensue. If sentiment is skewed very high or very low, price is moving away from the mean. However, over time it is expected to regress back to the mean resulting in a more neutral reading. Neutral would be considered a number close to 1.0 or -1.0. It is recommended that a confirmation indicator or two be coded into the mean reversion strategy as well.

Free one-month sample of the historical Sentiment Data can be accessed by pasting this link in your browser https://sampledata.fxcorporate.com/sentiment/{instrument}.csv.gz and changing the {instrument}: to the pair or CFD you would like to download data for. For example, for USD/JPY data download you would use this link: https://sampledata.fxcorporate.com/sentiment/USDJPY.csv.gz.
When the file downloads, it will be a GNU zip compressed file so you will need to use a decompression utility to open it. To open the file with 7zip, open the downloads folder, click on your file, and click ‘copy path’. Then open 7Zip and paste your clipboard into the address bar and click enter. Then click the ‘extract’ button. This will open a window where you can designate a destination to copy your new csv file. Click OK, and navigate back to your file explorer to see your csv file.
You can find more details about the sentiment data by checking out FXCM’s Github page: https://github.com/fxcm/MarketData/tree/masteSentiment
submitted by JasonRogers to AlgoTradingFXCM [link] [comments]

Anyone who's interested in algo trading and machine learning should check out this guy's channel. He's also got some other useful stuff for forex on there as well.

Anyone who's interested in algo trading and machine learning should check out this guy's channel. He's also got some other useful stuff for forex on there as well. submitted by iNeverHaveNames to Forex [link] [comments]

Read Carefully Experts!

This may appear to be a noob question, but read on carefully and please try and understand the point I'm trying to make! I'm hoping your answers might be helpful to people both learning Forex and looking to get into it, so please don't hate on me for this post.
I am relatively new to FX and have learned about break and retest strategies, MACD crossovers and stop losses below structure and risk to reward ratios (usually going for 1:1 or 2/3:1) and so on. I say this only so you know I've a general (very basic) understanding of charts, price action etc.
I definitely do NOT expect to step into the markets and instantly win a majority of my trades, however, to illustrate my thoughts please note the example below.
If I am winning 2% on a winning trade and losing 1% on a losing trade (2:1 reward risk per trade), a strategy that wins just 50% of the time trading once per trading day would be +10% each month. (10 days of -1%, 10 days of +2%). +10% is a HUGE increase in accounts and if a $1000 account was +10% per month for 12 months the end of year balance would be over $3138.43 or a 213.84% return!
This leads me to a theory that almost NO system can be returning 50% on a 2:1 reward risk, even with careful trade selection (let's say I monitor the 7 major pairs, gold and GBP/JPY as I do and pick one entry a day) Am I wrong? I appreciate it is a hypothetical example designed to make a point, but my thoughts are if you monitored lots of pairs and took only ONE entry a day, we might expect to win 50% of the time.
Let's expand this further. I have seen numerous algos (can't name them but looking like they win at LEAST 50% of the time) which tempt me because they appear to indicate moves I could jump on and where I could pull a bunch of pips out of the market. However, there surely cannot be a holy grail or are people making this type of insane return? It cannot be as easy as buying an algo, signing up to $300,000 worth of FTMO funding and earning 10% per month for an easy $21,000 per month income with profit share. Or maybe it is and I'm just cynical?! I end up getting tempted by courses etc. in the hope that if I spent £400 on a good course it would open the door to what I need to do, but I'm nervous this is just another huge mistake.
I genuinely would love to trade Forex for a living. Really I would. I hope it's possible and I hope to learn a strategy I can wash, rinse and repeat. I love watching videos and live streamers who seem to have a great understanding of what's going on but I wonder if it's really possible. It seems a million miles away but I'm determined to keep learning and trading.
Reading your considered thoughts to this post would be helpful for me and I'm sure others and thank you for reading it.
submitted by mal4291 to Forex [link] [comments]

Some trading wisdom, tools and information I picked up along the way that helped me be a better trader. Maybe it can help you too.

Its a bit lengthy and I tried to condense it as much as I can. So take everything at a high level as each subject is has a lot more depth but fundamentally if you distill it down its just taking simple things and applying your experience using them to add nuance and better deploy them.
There are exceptions to everything that you will learn with experience or have already learned. If you know something extra or something to add to it to implement it better or more accurately. Then great! However, my intention of this post is just a high level overview. Trading can be far too nuanced to go into in this post and would take forever to type up every exception (not to mention the traders individual personality). If you take the general information as a starting point, hopefully you will learn the edge cases long the way and learn how to use the more effectively if you end up using them. I apologize in advice for any errors or typos.
Introduction After reflecting on my fun (cough) trading journey that was more akin to rolling around on broken glass and wondering if brown glass will help me predict market direction better than green glass. Buying a $100 indicator at 2 am when I was acting a fool, looking at it and going at and going "This is a piece of lagging crap, I miss out on a large part of the fundamental move and never using it for even one trade". All while struggling with massive over trading and bad habits because I would get bored watching a single well placed trade on fold for the day. Also, I wanted to get rich quick.
On top all of that I had a terminal Stage 4 case of FOMO on every time the price would move up and then down then back up. Just think about all those extra pips I could have trading both directions as it moves across the chart! I can just sell right when it goes down, then buy right before it goes up again. Its so easy right? Well, turns out it was not as easy as I thought and I lost a fair chunk of change and hit my head against the wall a lot until it clicked. Which is how I came up with a mixed bag of things that I now call "Trade the Trade" which helped support how I wanted to trade so I can still trade intra day price action like a rabid money without throwing away all my bananas.
Why Make This Post? - Core Topic of Discussion I wish to share a concept I came up with that helped me become a reliable trader. Support the weakness of how I like to trade. Also, explaining what I do helps reinforce my understanding of the information I share as I have to put words to it and not just use internalized processes. I came up with a method that helped me get my head straight when trading intra day.
I call it "Trade the Trade" as I am making mini trades inside of a trade setup I make from analysis on a higher timeframe that would take multiple days to unfold or longer. I will share information, principles, techniques I used and learned from others I talked to on the internet (mixed bag of folks from armatures to professionals, and random internet people) that helped me form a trading style that worked for me. Even people who are not good at trading can say something that might make it click in your head so I would absorbed all the information I could get.I will share the details of how I approach the methodology and the tools in my trading belt that I picked up by filtering through many tools, indicators strategies and witchcraft. Hopefully you read something that ends up helping you be a better trader. I learned a lot from people who make community posts so I wanted to give back now that I got my ducks in a row.
General Trading Advice If your struggling finding your own trading style, fixing weakness's in it, getting started, being reliably profitable or have no framework to build yourself higher with, hopefully you can use the below advice to help provide some direction or clarity to moving forward to be a better trader.
  1. KEEP IT SIMPLE. Do not throw a million things on your chart from the get go or over analyzing what the market is doing while trying to learn the basics. Tons of stuff on your chart can actually slow your learning by distracting your focus on all your bells and whistles and not the price action.
  2. PRICE ACTION. Learn how to read price action. Not just the common formations, but larger groups of bars that form the market structure. Those formations carry more weight the higher the time frame they form on. If struggle to understand what is going on or what your looking at, move to a higher time frame.
  3. INDICATORS. If you do use them you should try to understand how every indicator you use calculates its values. Many indicators are lagging indicators, understanding how it calculates the values can help you learn how to identify the market structure before the indicator would trigger a signal . This will help you understand why the signal is a lagged signal. If you understand that you can easily learn to look at the price action right before the signal and learn to watch for that price action on top of it almost trigging a signal so you can get in at a better position and assume less downside risk. I recommend using no more than 1-2 indicators for simplicity, but your free to use as many as you think you think you need or works for your strategy/trading style.
  4. PSYCOLOGY. First, FOMO is real, don't feed the beast. When you trade you should always have an entry and exit. If you miss your entry do not chase it, wait for a new entry. At its core trading is gambling and your looking for an edge against the house (the other market participants). With that in mind, treat as such. Do not risk more than you can afford to lose. If you are afraid to lose it will negatively effect your trade decisions. Finally, be honest with your self and bad trading happens. No one is going to play trade cop and keep you in line, that's your job.
  5. TRADE DECISION MARKING: Before you enter any trade you should have an entry and exit area. As you learn price action you will get better entries and better exits. Use a larger zone and stop loss at the start while learning. Then you can tighten it up as you gain experience. If you do not have a area you wish to exit, or you are entering because "the markets looking like its gonna go up". Do not enter the trade. Have a reason for everything you do, if you cannot logically explain why then you probably should not be doing it.
  6. ROBOTS/ALGOS: Loved by some, hated by many who lost it all to one, and surrounded by scams on the internet. If you make your own, find a legit one that works and paid for it or lost it all on a crappy one, more power to ya. I do not use robots because I do not like having a robot in control of my money. There is too many edge cases for me to be ok with it.However, the best piece of advice about algos was that the guy had a algo/robot for each market condition (trending/ranging) and would make personalized versions of each for currency pairs as each one has its own personality and can make the same type of movement along side another currency pair but the price action can look way different or the move can be lagged or leading. So whenever he does his own analysis and he sees a trend, he turns the trend trading robot on. If the trend stops, and it starts to range he turns the range trading robot on. He uses robots to trade the market types that he is bad at trading. For example, I suck at trend trading because I just suck at sitting on my hands and letting my trade do its thing.

Trade the Trade - The Methodology

Base Principles These are the base principles I use behind "Trade the Trade". Its called that because you are technically trading inside your larger high time frame trade as it hopefully goes as you have analyzed with the trade setup. It allows you to scratch that intraday trading itch, while not being blind to the bigger market at play. It can help make sense of why the price respects, rejects or flat out ignores support/resistance/pivots.
  1. Trade Setup: Find a trade setup using high level time frames (daily, 4hr, or 1hr time frames). The trade setup will be used as a base for starting to figure out a bias for the markets direction for that day.
  2. Indicator Data: Check any indicators you use (I use Stochastic RSI and Relative Vigor Index) for any useful information on higher timeframes.
  3. Support Resistance: See if any support/resistance/pivot points are in currently being tested/resisted by the price. Also check for any that are within reach so they might become in play through out the day throughout the day (which can influence your bias at least until the price reaches it if it was already moving that direction from previous days/weeks price action).
  4. Currency Strength/Weakness: I use the TradeVision currency strength/weakness dashboard to see if the strength/weakness supports the narrative of my trade and as an early indicator when to keep a closer eye for signs of the price reversing.Without the tool, the same concept can be someone accomplished with fundamentals and checking for higher level trends and checking cross currency pairs for trends as well to indicate strength/weakness, ranging (and where it is in that range) or try to get some general bias from a higher level chart that may help you out. However, it wont help you intra day unless your monitoring the currency's index or a bunch of charts related to the currency.
  5. Watch For Trading Opportunities: Personally I make a mental short list and alerts on TradingView of currency pairs that are close to key levels and so I get a notification if it reaches there so I can check it out. I am not against trading both directions, I just try to trade my bias before the market tries to commit to a direction. Then if I get out of that trade I will scalp against the trend of the day and hold trades longer that are with it.Then when you see a opportunity assume the directional bias you made up earlier (unless the market solidly confirms with price action the direction while waiting for an entry) by trying to look for additional confirmation via indicators, price action on support/resistances etc on the low level time frame or higher level ones like hourly/4hr as the day goes on when the price reaches key areas or makes new market structures to get a good spot to enter a trade in the direction of your bias.Then enter your trade and use the market structures to determine how much of a stop you need. Once your in the trade just monitor it and watch the price action/indicators/tools you use to see if its at risk of going against you. If you really believe the market wont reach your TP and looks like its going to turn against you, then close the trade. Don't just hold on to it for principle and let it draw down on principle or the hope it does not hit your stop loss.
  6. Trade Duration Hold your trades as long or little as you want that fits your personality and trading style/trade analysis. Personally I do not hold trades past the end of the day (I do in some cases when a strong trend folds) and I do not hold trades over the weekends. My TP targets are always places I think it can reach within the day. Typically I try to be flat before I sleep and trade intra day price movements only. Just depends on the higher level outlook, I have to get in at really good prices for me to want to hold a trade and it has to be going strong. Then I will set a slightly aggressive stop on it before I leave. I do know several people that swing trade and hold trades for a long period of time. That is just not a trading style that works for me.
Enhance Your Success Rate Below is information I picked up over the years that helped me enhance my success rate with not only guessing intra day market bias (even if it has not broken into the trend for the day yet (aka pre London open when the end of Asia likes to act funny sometimes), but also with trading price action intra day.
People always say "When you enter a trade have an entry and exits. I am of the belief that most people do not have problem with the entry, its the exit. They either hold too long, or don't hold long enough. With the below tools, drawings, or instruments, hopefully you can increase your individual probability of a successful trade.
**P.S.*\* Your mileage will vary depending on your ability to correctly draw, implement and interpret the below items. They take time and practice to implement with a high degree of proficiency. If you have any questions about how to do that with anything listed, comment below and I will reply as I can. I don't want to answer the same question a million times in a pm.
Tools and Methods Used This is just a high level overview of what I use. Each one of the actions I could go way more in-depth on but I would be here for a week typing something up of I did that. So take the information as a base level understanding of how I use the method or tool. There is always nuance and edge cases that you learn from experience.
Conclusion
I use the above tools/indicators/resources/philosophy's to trade intra day price action that sometimes ends up as noise in the grand scheme of the markets movement.use that method until the price action for the day proves the bias assumption wrong. Also you can couple that with things like Stoch RSI + Relative Vigor Index to find divergences which can increase the probability of your targeted guesses.

Trade Example from Yesterday This is an example of a trade I took today and why I took it. I used the following core areas to make my trade decision.
It may seem like a lot of stuff to process on the fly while trying to figure out live price action but, for the fundamental bias for a pair should already baked in your mindset for any currency pair you trade. For the currency strength/weakness I stare at the dashboard 12-15 hours a day so I am always trying to keep a pulse on what's going or shifts so that's not really a factor when I want to enter as I would not look to enter if I felt the market was shifting against me. Then the higher timeframe analysis had already happened when I woke up, so it was a game of "Stare at the 5 min chart until the price does something interesting"
Trade Example: Today , I went long EUUSD long bias when I first looked at the chart after waking up around 9-10pm Eastern. Fortunately, the first large drop had already happened so I had a easy baseline price movement to work with. I then used tool for currency strength/weakness monitoring, Pivot Points, and bearish divergence detected using Stochastic RSI and Relative Vigor Index.
I first noticed Bearish Divergence on the 1hr time frame using the Stochastic RSI and got confirmation intra day on the 5 min time frame with the Relative Vigor Index. I ended up buying the second mini dip around midnight Eastern because it was already dancing along the pivot point that the price had been dancing along since the big drop below the pivot point and dipped below it and then shortly closed back above it. I put a stop loss below the first large dip. With a TP goal of the middle point pivot line
Then I waited for confirmation or invalidation of my trade. I ended up getting confirmation with Bearish Divergence from the second large dip so I tightened up my stop to below that smaller drip and waited for the London open. Not only was it not a lower low, I could see the divergence with the Relative Vigor Index.
It then ran into London and kept going with tons of momentum. Blew past my TP target so I let it run to see where the momentum stopped. Ended up TP'ing at the Pivot Point support/resistance above the middle pivot line.
Random Note: The Asian session has its own unique price action characteristics that happen regularly enough that you can easily trade them when they happen with high degrees of success. It takes time to learn them all and confidently trade them as its happening. If you trade Asia you should learn to recognize them as they can fake you out if you do not understand what's going on.

TL;DR At the end of the day there is no magic solution that just works. You have to find out what works for you and then what people say works for them. Test it out and see if it works for you or if you can adapt it to work for you. If it does not work or your just not interested then ignore it.
At the end of the day, you have to use your brain to make correct trading decisions. Blindly following indicators may work sometimes in certain market conditions, but trading with information you don't understand can burn you just as easily as help you. Its like playing with fire. So, get out there and grind it out. It will either click or it wont. Not everyone has the mindset or is capable of changing to be a successful trader. Trading is gambling, you do all this work to get a edge on the house. Trading without the edge or an edge you understand how to use will only leave your broker happy in the end.
submitted by marcusrider to Forex [link] [comments]

Defining support and resistance zones

TLDR: How do you personally define support and resistance zones algorithmically, if at all. If you don't, why? Is it strategy specific, you've found that you simply don't need them, etc.
So I'm relatively new to algo-trading, but I have a bunch of forex trading strategies that I've already manually traded successfully. I would like to create some level of automation for them, with the primary purpose being to give me time away from my keyboard.
I keep running into the issue of defining support and resistance zones, on which my strategies almost always depend to work successfully.
Some of the things I've tried:
I've been looking for other ways to determine the support and resistance zones, but I haven't really found anything that gave me anything consistently close to what I'd have determined by eyeballing the chart. I understand that zones are massively subjective, but I'm primarily here for any different perspectives on the matter. I can always tweak things where I need to to make it fit my goals. I just need a general concept that could work. Thank you in advance.
submitted by JoshuaSantore to algotrading [link] [comments]

"MACD" for algorithm trading ?

Im trading since ages using the "MACD" indicator and (of course) price action... lately i wanted to implement a simple "MACD" trend follow strategy using QuantConnect and well... it failed and it ended up in a huge loss (backtesting)... i focused mainly on the forex market ( EUUSD )
So i end up with the question if i implemented a mistake or if the "MACD" indicator is a bad decision if you wanna let algorithms trade for you.
Whats your opinion on "MACD" for algorithms ? What is your experience ? Any tipps and tricks to design a profitable MACD algo ?
submitted by genarTheDev to algotrading [link] [comments]

Crosspost: My first trading bot, now 4 months in development, started trading live last week and already gained 10%!

Backtest screenshot:
https://solrac.prodibi.com/a/1jwk24gd54qyqxv/i/jdydmjj8wrrm725
Here's my original post:
https://www.reddit.com/algotrading/comments/hd7e6c/my_first_algo_trading_bot_in_python_is_getting/?utm_source=share&utm_medium=ios_app&utm_name=iossmf
Since then we've grown to a team of five people.
We started trading live last week with a $100 test account on Binance Futures and gained 10% in our first week!
Some amazing updates in the works: we are building this bot to connect to multiple exchanges via websocket in order to execute commands as fast as possible, and control them all through one web interface.
This is a high velocity leveraged trading bot that uses 50x leverage and risks 5% of the wallet per trade. Soon we will implement dynamic leverage and position sizes based on key risk factors, like trading during range highs and lows.
Beyond that, we also want to add different crypto markets, and maybe even forex eventually.
Our very next target is Digitex Futures, the first totally commission free zero fee crypto exchange! We think this will be a game changer as fees make a huge impact on profitability.
The current backtest, which is returning 900x over a 1 year 7 month period (with 100% of profits compounded) is viewable at cryptoravager dot com. I still need help to add Sharpe, equity, & drawdown indicators to the chart. Anyone have experience with the tradingview library?
Please give me any feedback or advice! I'm one of those developers turned algo traders. I have 20 years experience in web application development, and only 1 year in trading and markets. Back in January I paid a pro trader good money to learn the strategy my bot is now using, which I used successfully by hand in March / April. That personal history plus the stellar backtest is what spurred us on to reach this point today.
submitted by solrac149 to algotradingcrypto [link] [comments]

How reliable are free sources for historical data?

Has anyone used free sources like histdata.com, dukascopy, forexsb to train models or backtest their algos?
I am working on training a model to trade forex pairs. Still experimenting with the idea and don’t want to invest in an data api before I have a solid strategy.
Wondering if I can make use of this data to test the model with this data and move on to test the model with something paid afterwards OR just go with a single data source as best practices would say.
Thanks in advance!
submitted by vikas-sharma to algotrading [link] [comments]

Good backtest, bad forward test?

FOREX, DAILY
Backtesting my system last 7 years, 2000 trades. Data was split 75:25 in sample and out of sample, both profitable.
However, when forward testing the algo entered drawdown and is still on its way down.
What could be the reasons why?
submitted by BowsMind to algotrading [link] [comments]

Need a futures broker for automatic trading with bash

Hello.
I know more about strategy than programming. I've written a few indicators on TradingView that I'd like to use to trade futures.
Currently, my forex algo Trading is executed on a Linux VPS using bash scripts (curl to the OandA API) whenever my TradingView script generates a trade alert.
I'm looking for a futures broker to trade ES and MES, using the custom indicator I've built and if possible, bash scripts for the order execution.
I'm not aware of which broker(s) meet this requirement.
I'm in the US. I'm skilled with bash/Linux commands line, but not good at all with python. At best, I can hack apart and modify templates and python code. Prefer to write bash.
Thanks!
EDIT: need the ability to both paper trade and live trade.
submitted by rm-rf_iniquity to algotrading [link] [comments]

How to win at the crypto breakout catching game?

Hi,
It often seems, cryptocurrency markets e.g. BTCSD or ETHUSD have these spikes where in less than 30minutes a high volume buy or sell appears and price jumps a few hundred dollars. In other markets e.g. FOREX these fast and extreme price moves don't happen often.
Which way have you used sucessfully to trade these sudden price spikes in your algo? I guess some algo traders are hunting such price spikes already.
I can think of:

  1. Fast profit taking - e.g. as soon as your pending buy stop gets triggered and runs into small profit or price is reversing you close your position. Needs a broker with good scalping conditions.
  2. Don't bother with intraday price spikes and trade on higher timeframes?
  3. Don't trade the breakouts, trade reverals instead - risky to trade against trends I guess.
submitted by dodsen92 to algotrading [link] [comments]

Automated Parallax BB strategy - v1 (Update)

Automated Parallax BB strategy - v1 (Update)
This is a quick update to my previous post on automating this strategy. I ran some more tests and wanted to share the results.
Test
I did make some minor modifications since the previous tests. Some parameters in the algorithm were tweaked, otherwise the algorithm itself is mostly unchanged. Therefore I'm still considering this v1 of the algorithm.
For this round, I ran the test on all major pairs for 2017 - 2019 on H4 and D1 timeframes. Again, each test was run on one pair+timeframe at a time.
Risk amount for each trade was 1%.
Results
https://preview.redd.it/iuax5qp6frc51.png?width=1686&format=png&auto=webp&s=07cd3df1791ced925f9971777d35c46f62566399
https://preview.redd.it/hmsuyyz9frc51.png?width=1648&format=png&auto=webp&s=b08c317e9caeed6bf20c584fa40888f1559147c7
Similar to what paulv1333 observed in their implementation, the performance got worse as we stepped down into lower timeframes. However, it looks promising at the D1 timeframe.
Next Steps
  • I need to decide if it's worth investing time to get this system profitable on lower time frames or just focus on D1
  • Still need to work on improving the signal quality + win rate
  • Experiment with other parameters and trade management strategies
  • Run algo tests with universe of all 28 pairs
Tools
For those interested, here's some details on my workflow/tools.
The algorithm is implemented in C# on LEAN. One downside of this is that it doesn't come with any charting capabilities. For now, I'm generating TradingView indicators from my test data to plot trades in TradingView. From here, I'll look through the trades and come up with ideas for optimizations.
I use Jupyter Notebooks+Python+pandas to analyze the data generated by the algo and do some experimentation with ideas here.
submitted by lucrumlabs to Forex [link] [comments]

Any Luck with Ninjascript?

Hey guys, A little about me - I've been writing algos on and off for about a year and a half now. I started with Quantopian way back using python to write stock algos, then realised I couldn't live trade with it, so that put me off that.
I then found MT4 and MetaEditor and the world of forex... I was immediately in love with the simplicity of the language (C#), but I ditched it because forex just felt impossible to code around with all the volatility and news based price action. (I'm sure there's exceptions to this - but does anyone have a similar experience with it?)
I finally landed on NinjaTrader and scalping futures, which is amazing and seems to fit way better.
I'm wondering if anyone has experiences with successful Ninjascript trading systems and what advice they have etc. I've written up a few, one with a 76% success rate over 50 days but I'm starting to see how commission and tax really can have an impact...I'd also like to know about the reliability of backtesting using the Strategy Analyser vs Market Replay...
Who's out there! :)
submitted by photoshoplad to algotrading [link] [comments]

IB and quality of their software

Hello!
I've got on IB recently to mostly have there long-term holdings in numerous index following ETFs.
I'm kind of disappointed by disjointed user interface at Client Portal, horrible, ancient technology TWS and cumbersome mobile app.
What people here use out of numerous trading platform options in IB and actually why you use IB in the first place?

EDIT: To expand on this with couple examples: Client Portal has less functionality that mobile app (no adaptive algo trades), TWS for the most part when I try to change layout simply freezes with spinning "wait" wheel of death and mobile app died couple minutes ago with "please wait" when I tried to cancel forex trade.
submitted by etfJunky to interactivebrokers [link] [comments]

Trading platform

I've designed a trading strategy in pine skript and back tested it and it seems to be successful. I was wondering what brokerage I should use if I want to start algo trading?
I plan to be trading forex like 5 trades per hour and would require levarage.
submitted by MMGrifer to algotrading [link] [comments]

Conflicting BTCUSDT historical Data from Pinned Post

Hi all. I followed the pinned instructions on how to download historical btc data, but I am seeing a discrepancy. I pulled minute data from August and compare recent ticks to binanance.com and the data is different as you can see in the screenshot below. Has anyone experience this before?

https://preview.redd.it/c1cdrfni1ng51.png?width=1048&format=png&auto=webp&s=13d6e884cee0a9e40367fd474060fac9a5d681d6
submitted by RobsRemarks to algotrading [link] [comments]

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