How to Build a Forex Trading Indicator How to Build a Forex Trading Indicator
In the dynamic world of financial trading, understanding how to build a trading indicator is a valuable skill. This article is designed to navigate you through the essential steps of creating your own trading indicators, offering a blend of technical and practical insights to potentially enhance your market analysis and trading decisions.
Understanding Trading Indicators
Trading indicators are essential tools in analysing financial markets, offering traders valuable insights into market trends and potential trading opportunities. These mathematical calculations are applied to various market data points like price, volume, and sometimes open interest. In forex trading, indicators play a crucial role in analysing currency pair movements.
There are several types of indicators, each serving a specific purpose:
- Trend indicators help identify the direction of market movements.
- Momentum indicators gauge the speed of these movements.
- Volume indicators look at trading volumes to understand market strength.
- Volatility indicators provide insight into the stability or instability of currency prices.
While there are hundreds of indicators to choose from, some traders choose to develop their own based on their unique market observations.
Basic Components of a Trading Indicator
The core components of a trading indicator are price, volume, and time. These elements are fundamental in analysing market data and building various tools.
- Price: The most critical component, price, is used in almost every trading indicator. It includes open, high, low, and close prices of trading instruments. Price data is essential for constructing trend-following tools like moving averages and oscillators like the Stochastic RSI.
- Volume: Volume indicates the number of contracts traded in a given period. It provides insights into the strength or weakness of a market move. Volume-based tools, like the Volume Oscillator or On-Balance Volume (OBV), help traders understand the intensity behind price movements.
- Time: Indicators use time periods to analyse market trends. This could be short-term (minutes, hours), medium-term (days, weeks), or long-term (months, years). Time frames influence the sensitivity of an indicator, with shorter periods typically offering more signals.
Choosing the Right Data and Tools
Selecting appropriate data and tools is a critical step in building effective trading indicators. For data, accuracy and relevance are paramount. Traders typically use historical price data alongside volume data.
For tools, traders consider user-friendly platforms that offer robust functionality for creating and testing tools. Platforms like TradingView and MetaTrader offer extensive libraries and community support, facilitating the development of customised indicators.
Additionally, programming languages like Python, C# and R, known for their data analysis capabilities, can be powerful tools for creating more complex indicators. FXOpen’s TickTrader, for instance, supports custom C#-based indicators and offers powerful backtesting tools.
How to Build a Trading Indicator: A Step-by-Step Walkthrough
Developing an indicator involves several key steps, each crucial to ensure the final tool is effective and aligns with your trading strategy.
1. Define the Objective
Begin by clearly defining what you want your tool to achieve. Is it to identify trends, pinpoint entry and exit points, or gauge market volatility? Your objective will guide the type of indicator you develop, such as trend-following, momentum, or volatility-based.
2. Select the Formula
Choose or develop a mathematical formula that your tool will use. This could be a simple moving average, a complex algorithm involving multiple data points, or something entirely unique. The formula should reflect the market phenomena you aim to capture.
3. Coding the Indicator
Translate your formula into code. If using platforms like TradingView, MetaTrader or TickTrader, their scripting languages (Pine Script for TradingView, MQL4/5 for MetaTrader, C# for TickTrader) are designed for this purpose. Ensure the code is clean, well-documented, and easily adjustable.
4. Incorporate Visualisation
Decide how the indicator will visually appear on the chart or in a separate window. This could be in the form of lines, bars, dots, or other graphical representations. The visual aspect should make it easy to interpret signals at a glance.
5. Backtesting
Before applying your indicator in live trading, it’s crucial to backtest it using historical data. This topic is expanded on below.
Testing and Refining Your Indicator
Testing and refining your trading indicator is a critical phase in its development, ensuring its potential effectiveness and reliability in real market conditions.
- Backtesting: This is the process of testing your indicator against historical data. Backtesting helps evaluate how it would’ve performed in different market scenarios, revealing its strengths and weaknesses. It's essential to test over various time frames and market conditions to ensure robustness.
- Analysing Results: Assess the indicator's accuracy, consistency, and responsiveness to market changes. Look for patterns in its performance, such as frequent false signals or lag in response to price movements.
- Refinement: Based on the backtesting results, refine your indicator. This could involve tweaking the formula, adjusting parameters like time periods or thresholds, or enhancing the visualisation for clearer signals.
- Forward Testing: After adjustments, conduct forward testing in a simulated or live trading environment with real-time data. This helps verify its performance in current market conditions.
Remember, no indicator is perfect; the goal is to develop a tool that consistently aids in your trading outcomes.
The Bottom Line
The journey of building an indicator is both challenging and rewarding. From selecting the right data and tools to carefully coding and testing your creation, each step plays a vital role in crafting an effective aid for trading decisions. For those looking to integrate their custom indicators into a professional trading environment, opening an FXOpen account offers the opportunity to leverage your unique tools in the dynamic TickTrader platform.
This article represents the opinion of the Companies operating under the FXOpen brand only. It is not to be construed as an offer, solicitation, or recommendation with respect to products and services provided by the Companies operating under the FXOpen brand, nor is it to be considered financial advice.
Volatilityindicator
Bouhmidi-Bands and Overnight Session - Name of the Game The overnight range was the name of the game today. As mentioned earlier, we were looking for a potential break in either direction. After establishing the initial balance, we saw a test of the overnight session low (5019), which was successfully defended. Subsequently, buyers entered the market, leading to a push higher in $ES. This move broke the high of the overnight session (5036), confirming bullish momentum and surpassing the previous day high (5058) & upper #BouhmidiBand, reaching a peak at 1.3s BB (5074). In the last 1.5 hours, NYSE:ES retraced back within the Bouhmidi-Bands.
DAX - Bouhmidi-Reversal next targets After a nervous start and breaking through the previous day's low (17716) and the lower Bouhmidi bands (17678), a relaxation in the form of a reversal towards the range of the previous day is emerging around noon. This is initially a positive sign! The next intraday targets are:
If defending the previous day's low: 17761/17863/17996
If falling below the previous day's low: 17678/17598/17519..
S&P 500: Bouhmidi-Reversal now with TPOAfter the initial balance, we see that the index continues its weakness and has broken through the 1 Bouhmidi-Bands and the point of control (POC) of Wednesday . Today, the previous day's low and the 1.5 Bouhmidi-Band converge at 5138. A test of 5138 is possible with even a reversal towards the BB range. I also now include TPO charts
S&P 500 - Recovery at Bouhmidi-BandsS&P 500 fell below the important level of 5200 and below the lower BB as well as the previous day's low after higher inflation data then expected. Now right after initial balance, we see a reversal towards the bandwidth. If the level is not reclaimed, the downward trend could continue today. The next targets would then be at BB (5148/5128).
VTYX- Buy the Pullback after a massive Bullish Surge LONGVTYX is an illustrative case in the trend is your friend. VTTX warmed up on Frbruary 20th and
went parabolic on the next day and then faded while the moving averages and VWAP lines
caught up. This is a buyable dip. It has now printed a couple of engulfing bullish candles. VTYX
did less than a full 0.5 retracement as a sign of strength. I will take a long trade here targeting
16% upside to the top pivot of the recent price action. If the price can reach the target I will
take half screening for higher-than-normal volatility. At present the volatility has mildly popped
over the running mean telling me the continuation is on the ready. The plus here is earnings
will report on March 24th so there is one month for traders to run the price up on this
stock in that anticipation. Options are avaiable for call contracts expiring March 15th.
TSLA moves yield volatility and trader profit LONGTSLA is shown here on a 15 minute chart with a set of anchored VWAP bands. A relative volume
indicator shows spiking volumes each and every morning and fades as the trading session wears
on. Overall, TSLA trends between the upper and higher VWAP bands and their counterparts
below the mean VWAP. Like most other stocks, TSLA has periods of ranging and other periods
where it trends. Day traders can capture intraday volatility while swing traders can sometimes
get a 10% move over 2-3 days. In the past month TSLA moved 5% up overall. However, in that
move price fluctuated widely which has been exploited by traders. The high trading volumes
keep spreads very low while the volatility makes options trading very challenging. Que sera,
sera.
Beating the S&P500 (SPX) Buy&Hold strategy by 16 timesS&P500 (SPX) strategy using Stochastic RSI Min-Max, normalized Volatility and Trailing Stop signals, beats the Buy&Hold strategy by 16 times
Embarking on the quest to time the market accurately, the 'Holy Grail' of strategies, led me to create a script to approach this goal. Unlike other strategies that I tested, this one not only surpasses the long-term S&P500 Buy&Hold approach but does so by a remarkable 16.38 times!
Initially, I employed an A.I. program based on an LSTM Neural Network using TensorFlow. Despite achieving a 55% next-day prediction accuracy for short/long positions, I sought improvement using a heuristic pine-scripting approach, incorporating stochastic RSI oscillators, moving averages, and volatility signals.
With default parameters, this strategy, freely available as "XPloRR S&P500 Stock Market Crash Detection Strategy v2" delivered a staggering 2,663,001% profit since February 1871. In the same period, the Buy&Hold strategy "only" generated 162,599% profit. Picture this: a $1,000 investment in 1871 would now be worth $26,630,014 by February 2024. Check it out for yourself loading this strategy.
The script operates as a Stochastic RSI Min-Max script, automatically generating buy and sell alerts on the S&P500 SPX. What sets it apart? The strategy detects "corrections," minimizes losses using Trailing Stop and Moving Average parameters, and strategically re-enters the market after detecting bottoms using tuned Stochastic RSI signals and normalized Volatility thresholds.
Tailor its parameters to your preference, use it for strategic exits and entries, or stick to the Buy&Hold strategy and start new buy trades at regular intervals using buy signals only. In the pursuit of minimizing losses, the script has learned the effectiveness of a 9% trailing stop on trades. As you can clearly see on the upper graph (revolving around 100), the average overall green surfaces (profits) of all trades are much bigger than the average red surfaces (losses). This follows Warren Buffets first rule of trading to "Never lose money" and thus minimizing losses.
Update: Advanced S&P500 Stochastic RSI Min-Max Buy/Sell Alert Generator
I have also created an Alerter script based on the same engine as this script, which auto-generates buy and sell alert signals (via e-mail, in-app push-notifications, pop-ups etc.).
The script is currently fine-tuned for the S&P500 SPX tracker, but parameters can be fine-tuned upon request for other trackers or stocks.
If you are interested in this alerter-version script or fine-tuning other trackers, please drop me a message or mail xplorr at live dot com.
How to use this Strategy?
Select the SPX (S&P500) graph and set the value to "Day" values (top) and set "Auto Fit Data To Screen" (bottom-right).
Select in the Indicators the "XPloRR S&P500 Stock Market Crash Detection Strategy v2" script and set "Auto Fit Data To Screen" (bottom-right)
Look in the strategy tester overview to optimize the values "Percent Profitable" and "Net Profit" (using the strategy settings icon, you can increase/decrease the parameters).
How to interpret the graphical information?
In the SPX graph, you will see the Buy(Blue) and Sell(Purple) labels created by the strategy.
The green/red graph below shows the accumulated profit/loss in % of to the initial buy value of the trade (it revolves around 100%, 110 means 10% profit, 95 means 5% loss)
The small purple blocks indicate out-of-trade periods
The green graph below the zero line is the stochastic RSI buy signal. You can set a threshold (green horizontal line). The vertical green lines show minima below that threshold and indicate possible buy signals.
The blue graph above the zero line is the normalized volatility signal. You can set a threshold (blue horizontal line) affecting buy signals.
The red graph above the zero line is the slower stochastic RSI sell signal. You can set a threshold (red horizontal line). The red areas indicate values above that threshold.
However real exits are triggered if close values are crossing below the trailing stop value or optionally when the fast moving average crosses under the slow one. The red areas above the threshold are rather indicative to show that the SPX is expensive and not ideal to enter. Please note that in bullish periods the red line and areas can stay at a permanent high value, so it is not ideal to use as a strict sell signal. However, when it drops below zero and the green vertical lines appear, these are strong buy signals together with a high volatility.
These Parameters can be changed
Buy Stochastic Lookback
Buy Stochastic Smoother
Buy Threshold
Buy Only After Fall
Minimum % Fall
Sell Stochastic Lookback
Sell Stochastic Smoother
Sell Threshold
Sell Only With Profit
Minimum % Profit
Use Sell MA
Fast MA Sell
Slow MA Sell
MA Sell Threshold
Use Buy Volatility
Volatility Smoother
Volatility Threshold
Use Trailing Stop
Use ATR (iso of a fixed percentage for the trailing stop)
ATR Lookback
Trailing Stop Factor(or fixed percentage if "use ATR" is false)
Trailing Stop Smoother
Important : optimizing and using these parameters is no guarantee for future winning trades!
S&P 500 new all time highsS&P 500 one hour to go. New all-time-high in the pocket but as mentioned agressive bulls out there today. Trend was confirmed through couple of indications:
-starting above previous day high
-Break of upper Bouhmidi-Bands (1 & 1.5)
Currently we are close to 2nd upper BB - Here is where the party ends today.
SPX - A day in a life of a short trader Even if we had the FED meeting today - It was a clear and visible that selling pressure will lead the way. SPX started with a gap down and showed no attempt to close the gap at open or within first hour (initial balance). Right after intial balance we broke wit lower Bouhmidi-Band indicating more selling pressure to come. After two attempts to regain the first lower BB we saw in the last 30 minutes of trading more sell orders coming in and confirmation for trend continuation. At the end we close below of 2 sigma Bouhmidi-Band. SPX lost 1,6% at the end.
Mastering Stop-Loss with ATR IndicatorMastering Stop-Loss and Take-Profit with ATR Indicator
What is the ATR Indicator?
The Average True Range (ATR) indicator is a nifty tool that helps traders gauge the market's volatility. Simply, it tells you how much an asset typically moves in a given timeframe.
Placing Stop Loss to Avoid Getting Stopped Out
Step 1: Identify ATR Value
Look at the ATR indicator on your chart; it's usually at the bottom or top of your screen.
Note the ATR value; the higher it is, the more volatile the market.
Step 2: Setting Stop Loss
Set your stop loss beyond the ATR value to avoid getting prematurely stopped due to regular market fluctuations.
For instance, if the ATR is 50, consider placing your stop loss at least 60 points away to give your trade room to breathe.
Understand ATR's Role
ATR not only helps with stopping losses but also guides in setting realistic take-profit levels.
It gives you an idea of how much the asset can move in a given time, assisting you in capturing profits before a potential reversal.
Final Tips for Beginners
Adapt to Market Changes: ATR values change as market conditions shift. Stay adaptable and reassess your stop-loss and take-profit levels accordingly.
Practice on Demo Accounts: Before diving into live trading, practice using the ATR indicator on demo accounts. Gain confidence and refine your strategy without risking real money.
In essence, the ATR indicator is your ally in navigating market volatility. By using it wisely, you can enhance your risk management, safeguarding your trades from unnecessary stop-outs while optimizing your profit potential. Happy trading! 📈✨
AI's EUR/USD Pattern & Scalping Range, Local European SentimentAI's EUR/USD Falling Channel & Breakout Odds with Scalping Range
D ear Valued Investors,
Introduction
I would like to provide you with an update on the trading bots' activity. They have been diligently following a short position initiated at 1.101, see the idea above the chart, and I am pleased to inform you that the trade has been successful, as indicated by the success of the forecast on the left side of the chart.
News Trading - Natural Language Processing Results
- The European Central Bank (ECB) is expected to raise interest rates in July, which could strengthen the euro. The ECB has been signaling for months that it will need to raise rates to combat inflation, and the latest data suggests that inflation is still running high in the eurozone. A rate hike would make the euro more attractive to investors compared to the dollar, which is currently yielding very little.
- The eurozone economy is showing signs of resilience. The eurozone economy grew by 0.3% in the first quarter of 2023, and the latest data suggests that growth is continuing in the second quarter. This suggests that the eurozone economy is more robust than many economists had expected, which could support the euro in the near term.
- The risk of a recession in the United States is increasing. The US economy is facing a number of headwinds, including high inflation, rising interest rates, and the war in Ukraine. These factors could lead to a recession in the US, which would likely weaken the dollar and strengthen the euro.
Personal Comment
I live in the EU, and as a consumer, I don't see any sign of recession here. To me, it seems that the US economy bears the bigger weight in the news of the war are about. Objectively, the US economy might be stronger, but the prices don't necessarily reflect the current power. Investors try to speculate which economy will suffer harder and pool value into those that seem resilience. I believe in the resilience of the EU economy, and I experience the local sentiment. While prices are rising, people don't FUD yet. Many seek opportunities to make a profit that can cover the inflation costs. EUR has seemed more resilient so far to the difficulties than the other European currencies. If you live in the EU, you know that many countries still have their national currencies (not EUR), but you can pay with EUR everywhere here. So, it makes sense that many sell their national currencies to EUR. EUR is more resilient, and they can pay with it as smoothly as with their national currencies.
Pattern Recognition AI's Results
Through my pattern recognition algorithms, I have identified a falling channel pattern on the chart. This pattern is characterized by purple trendlines. Despite its bearish implications, the price broke above this pattern on December 11th, suggesting potential bullish momentum.
Scalping Possibilities
Currently, the EUR/USD is in a consolidation phase, trading between the support level at 1.072 and the resistance level at 1.082. These levels align with the EMA 100, and the support line is denoted by the color green, while the resistance line is represented by red. Shorting opportunities may arise from resistance to support.
Neural Network's Prediction
Based on the current technical indicators, I anticipate a scenario in which the EUR/USD gains momentum from the support level and breaks out above the channel. This potential trajectory is depicted by the white lines. In the event of a successful breakout, my neural networks suggest target prices of 1.095 or even 1.100.
Technical Indicators
The fluctuating volume below the channel indicates increasing volatility. Noteworthy bullish indications include the price consolidating above EMA 20, the RSI crossover below on the RSI indicator, and the strong uptrend of MACD since December 7th.
Disclaimer:
I would like to emphasize that this communication does not constitute investment advice. I strongly urge you to conduct thorough research before making any trading decisions. It is essential to recognize that your funds are your responsibility, and past performance does not guarantee future results.
Sincerely,
Ely
$VXX setting up for a buy opportunityVolatility looks like it's forming an inverse head and shoulders, which is telling me that if price is to hold at the lower resistances, it should setup for a great long term buy and also start a more violent selloff in the S&P.
I'd play this through options. If price holds that $20-21 region, then I think it's a good time to buy March 2024 calls or Sep 2024 calls (or both).