How to develop a simple Buy&Sell strategy using Pine ScriptIn this article, will explain how to develop a simple backtesting for a Buy&Sell trading strategy using Pine Script language and simple moving average (SMA).
Strategy description
The strategy illustrated works on price movements around the 200-period simple moving average (SMA). Open long positions when the price crossing-down and moves below the average. Close position when the price crossing-up and moves above the average. A single trade is opened at a time, using 5% of the total capital.
Behind the code
Now let's try to break down the logic behind the strategy to provide a method for properly organizing the source code. In this specific example, we can identify three main actions:
1) Data extrapolation
2) Researching condition and data filtering
3) Trading execution
1. GENERAL PARAMETERS OF THE STRATEGY
First define the general parameters of the script.
Let's define the name.
"Buy&Sell Strategy Template "
Select whether to show the output on the chart or within a dashboard. In this example will show the output on the chart.
overlay = true
Specify that a percentage of the equity will be used for each trade.
default_qty_type = strategy.percent_of_equity
Specify percentage quantity to be used for each trade. Will be 5%.
default_qty_value = 5
Choose the backtesting currency.
currency = currency.EUR
Choose the capital portfolio amount.
initial_capital = 10000
Let's define percentage commissions.
commission_type = strategy.commission.percent
Let's set the commission at 0.07%.
commission_value = 0.07
Let's define a slippage of 3.
slippage = 3
Calculate data only when the price is closed, for more accurate output.
process_orders_on_close = true
2. DATA EXTRAPOLATION
In this second step we extrapolate data from the historical series. Call the calculation of the simple moving average using close price and 200 period bars.
sma = ta.sma(close, 200)
3. DEFINITION OF TRADING CONDITIONS
Now define the trading conditions.
entry_condition = ta.crossunder(close, sma)
The close condition involves a bullish crossing of the closing price with the average.
exit_condition = ta.crossover(close, sma)
4. TRADING EXECUTION
At this step, our script will execute trades using the conditions described above.
if (entry_condition==true and strategy.opentrades==0)
strategy.entry(id = "Buy", direction = strategy.long, limit = close)
if (exit_condition==true)
strategy.exit(id = "Sell", from_entry = "Buy", limit = close)
5. DESIGN
In this last step will draw the SMA indicator, representing it with a red line.
plot(sma, title = "SMA", color = color.red)
Complete code below.
//@version=6
strategy(
"Buy&Sell Strategy Template ",
overlay = true,
default_qty_type = strategy.percent_of_equity,
default_qty_value = 5,
currency = currency.EUR,
initial_capital = 10000,
commission_type = strategy.commission.percent,
commission_value = 0.07,
slippage = 3,
process_orders_on_close = true
)
sma = ta.sma(close, 200)
entry_condition = ta.crossunder(close, sma)
exit_condition = ta.crossover(close, sma)
if (entry_condition==true and strategy.opentrades==0)
strategy.entry(id = "Buy", direction = strategy.long, limit = close)
if (exit_condition==true)
strategy.exit(id = "Sell", from_entry = "Buy", limit = close)
plot(sma, title = "SMA", color = color.red)
The completed script will display the moving average with open and close trading signals.
IMPORTANT! Remember, this strategy was created for educational purposes only. Not use it in real trading.
Strategy!
$3.35 to $8.50 New highs power vertical predicted from lows$3 to $8+ 🚀 New highs power vertical predicted from lows after shortseller manipulation trick on NASDAQ:ACON
4 Buy Alerts sent our along with multiple chat messages confirming the expected move
It closed the day at highs looking good for continuation tomorrow
ETHUSD WEEKLY CHARTS (ETHUSD)Alternative (Bullish) Analysis
1. Potential Breakout Above 2835 Resistance
The current analysis assumes Ethereum will reject from the 2835 resistance and drop back to 2146.
However, given the strong upward momentum (+13.46%), ETH could break above 2835 instead of reversing.
A daily close above 2835 could trigger a rally toward 3000+.
2. Support Holding at Higher Levels
Instead of expecting a drop to 2146, ETH may form a higher low around 2400 – 2500, which would confirm bullish continuation.
If it retests 2500 and holds, it could bounce back up toward the resistance and push higher.
3. Volume & Momentum Confirmation
The sharp breakout suggests strong buying pressure.
If volume remains high, ETH could invalidate the resistance level and start a new uptrend.
4. Market Sentiment & Macro Factors
If Bitcoin remains bullish, Ethereum will likely follow suit, pushing above resistance levels.
The broader crypto market’s strength could support a continuation rather than a rejection.
Conclusion
Instead of expecting a double-top rejection at 2835, traders should watch for a potential breakout. If ETH stabilizes above 2500, it could lead to a move toward 3000, rather than a drop to 2146
Btcusd weekly chart (btcusd)Alternative (Bullish) Analysis
1. Potential Continuation Above Resistance (95,300)
The current analysis assumes rejection at 95,300 and a drop toward 78,118. However, a strong breakout above 95,300 could trigger a rally toward 100,000 or higher.
If Bitcoin consolidates above 95,300, it may act as a new support, rather than a rejection zone.
2. Volume Confirmation on the Breakout
The price surged significantly (+9.09%), suggesting strong bullish momentum.
Instead of expecting an immediate rejection, watch for high volume confirming a potential continuation upward.
3. Higher Low Formation Instead of a Drop
The chart expects a fall back to 78,118, but the price may form a higher low around 85,000 – 88,000 before resuming the uptrend.
A retracement to this range (not all the way down to 78,118) would still be healthy in a bull market.
4. Market Sentiment Shift
The sharp upward movement suggests buying pressure rather than an exhaustion move.
If 95,300 is tested again and breaks, it could lead to a parabolic move instead of a reversal
GBPJPY weekly analysis (Gbpjpy)Alternative (Bullish) Analysis
1. Breakout Above Resistance at 190.070
The chart suggests rejection from 190.070, but if price breaks and holds above this level, it could signal further upside momentum.
Instead of a bearish move, price could consolidate above 190.165 and push toward 191.003 or higher.
2. Strong Accumulation in the Support Zone (187.800)
The support area at 187.800 has already been tested multiple times, and each time, price has rebounded.
This could indicate a strong demand zone, meaning buyers are stepping in aggressively.
If buyers push price back to resistance and break through, a new bullish trend may emerge.
3. Liquidity Grab Below 188.000
The previous dip below 188.000 may have been a liquidity grab to stop out weak hands before a bullish reversal.
If this assumption holds, price may now aim for higher highs rather than another rejection from resistance.
4. Market Structure Shift
Instead of forming a lower high at resistance, a higher low formation could suggest an uptrend.
If price finds support around 189.000 instead of dropping to 187.800, a bullish continuation pattern would be confirmed
Xauusd weekly charts gold big fall soon opportunity (XAUUSD) Alternative (Bullish) Analysis
1. Support Strength at 2820
The chart suggests that price may drop to 2820, but this area has shown strong support historically
Instead of further breakdown, a strong bounce from this level could lead to a bullish reversal.
2. Potential False Breakdown
The resistance at 2864 is marked as a selling zone, but if price breaks above it, it could trigger stop-losses for short positions, fueling a rally.
If price consolidates above 2864, it could invalidate the bearish projection.
3. Trend Line Reversal
The chart shows a downtrend, but if price breaks above the descending trend line, it would signal a trend reversal rather than continuation.
A bullish breakout above 2864 could target 2900+ levels.
4. Economic Events Impact
The economic events marked (likely U.S. data releases) could trigger volatility.
If these reports are weaker than expected, gold could rally as investors seek safe-haven assets.
Conclusion
While the original chart suggests a bearish move, there's a strong case for a bullish reversal if the support at 2820 holds and price breaches the 2864 resistance. Instead of shorting aggressively, traders should watch for confirmation signals before committing to a bearish or bullish bias
XAUUSD strong down again 1. Potential for Reversal
The analysis assumes a clear bearish move toward the support area. However, price action may react differently to the resistance zone. If buyers step in, we could see a reversal rather than a continuation downward.
A false breakdown could trap sellers and push the price back up to retest resistance instead.
2. Market Structure Weakness
The chart suggests a Break of Structure (BOS) confirming a downtrend, but the momentum could weaken if volume decreases.
The weak low labeled on the chart could act as a temporary liquidity grab rather than a strong bearish continuation.
3. Economic and Fundamental Factors
Gold is sensitive to economic news, interest rate decisions, and geopolitical events. If a news event favors gold, this technical setup could be invalidated.
USD strength or weakness could shift demand for gold, affecting this price projection.
4. Liquidity Considerations
Support and resistance zones are often areas where liquidity is hunted. Market makers may manipulate price to take out stops before the actual move occurs
AUDUSD STRONG FALL SOON OPPORTUNITY 1. Breakout Above Resistance
The analysis assumes a rejection at the resistance zone, leading to a downtrend. However, if bullish momentum builds, the price could break above resistance, invalidating the sell-off expectation.
2. Support Might Not Hold
The marked support zone might be weak if there is strong bearish sentiment, leading to a potential breakdown rather than a reversal from that level.
3. Range-bound Market
Instead of a clear breakout or breakdown, AUD/USD might stay within a sideways range, consolidating between support and resistance rather than making a decisive move.
4. Fundamental Factors
Economic data releases, central bank policies, or geopolitical events could override this technical setup, causing unexpected price movements in either direction.
Btcusd strong analysis opportunity 1. Breakout Possibility Above Resistance
The analysis assumes a rejection at the resistance zone, but Bitcoin could break above it instead, leading to a bullish continuation rather than a reversal.
2. Stronger Support Holding
The projected drop might not occur if the support zone proves stronger than expected, leading to a bounce instead of a decline.
3. Market Volatility & Fundamentals
Bitcoin often moves based on macroeconomic factors, news, or liquidity shifts. A sudden surge in demand could invalidate this technical setup.
4. Inverse Head & Shoulders Formation
If price action forms a higher low, it could indicate accumulation rather than a sell-off, meaning a push toward new highs instead of a decline
SLIVER STRONG DOWN OPPORTUNITY 1. Resistance Breakout Possibility
The analysis assumes a rejection at resistance, leading to a drop. However, if bullish momentum increases and breaks the resistance, it could trigger a strong rally instead of a decline.
2. Support Weakness
The support area identified might not hold if there's strong bearish pressure. If the price falls sharply, it could break support instead of bouncing, leading to further downside.
3. False Breakout Risk
The projected downtrend might be a false move, where price briefly dips but then rebounds, trapping sellers before reversing to the upside.
4. Market News & Fundamentals
XAUUSD strong bullish analysis opportunity 1. Support May Not Hold – The chart assumes price will respect the support zone and reverse upwards. However, given the strong bearish momentum leading into this level, a breakdown is possible. A break below the support could trigger further declines instead of the expected rebound.
2. Resistance Might Not Be Reached – The analysis predicts a move towards the resistance zone around 2,940, but if selling pressure remains strong, price could stall at the intermediate resistance (around 2,910-2,920) before reversing downward again.
3. Trend Continuation Instead of Reversal – The market is currently in a downtrend, making a continuation of lower lows and lower highs more probable than an immediate bullish reversal. Any short-term bounce might be a liquidity grab before further decline
Strategy Development: Price Levels & Time ProcessingI’m currently working on a trading script designed to identify optimal stop-loss and take-profit levels based on market structure and volatility.
Day TF
Short entry: $101,460.15 with a stop-loss at $105,330.08
TP levels tested down to $82,110
Despite it played out ok I still need additional validation that will come with time. Point is to keep enhancing the script so most of the time price does not pass 5th take profit considering latest periods between consecutive Long & Short signals.
3H TF
Alternatively, I picked different timeframe for another layer of performance evaluation from another perspective.
Long entry: $84,201.84 with a stop-loss at $82,967.61
TP levels tested up to $90,372.97
Blue TP means the closing price reached the level, while gray - did not.
⏱ TIMING
Many traders focus on price levels but overlook the time duration between long and short signals. However, understanding how long trends last is just as crucial as knowing where price might go.
Why does this matter?
If your strategy enters a long trade too soon after a short trade, you might be catching a dead-cat bounce rather than a real reversal.
If your signals occur too frequently, the system may be overreacting to market noise rather than identifying meaningful trend shifts.
Tracking the duration of trend phases helps you align with market cycles rather than getting whipsawed by short-term fluctuations.
The results will be viewed carefully and will be used to improve the logic (code-wise) for better trend detection; stop-loss placements to avoid unnecessary stop-outs; refined entry timing.
The end goal is to make the strategy learn from both aspects of past data - price and time to completely eliminate a need for any user inputs.
Please, let me know:
How you incorporate time-based analysis (other than fixed cycles) into your trading.
If you would want this strategy available for public.
GEO The GEO Group Options Ahead of Earnings If you haven`t bought the dip on GEO:
Now analyzing the options chain and the chart patterns of GEO The GEO Group prior to the earnings report this week,
I would consider purchasing the 26usd strike price Calls with
an expiration date of 2025-4-17,
for a premium of approximately $3.10.
If these options prove to be profitable prior to the earnings release, I would sell at least half of them.
XAUUSD strong down opportunity to big falling 1. Resistance Zone Validity – The marked resistance zone appears strong due to multiple rejections. However, if the price breaks above this zone with strong bullish momentum, a further rally may occur instead of the expected drop.
2. Support Strength – The lower support around 2,890 is a key level. However, if buyers aggressively step in before reaching it, the price could consolidate or reverse prematurely, invalidating the expected bearish move.
3. Market Context – Fundamental factors like economic data, interest rates, or geopolitical events could impact gold prices, overriding this technical setup.
4. False Breakdown Risk – Price could briefly dip below intermediate support and then reverse sharply, trapping sellers in a bear trap
Us30 strong bullish opportunity 1. Overly Bullish Bias
The analysis assumes a clean breakout above support and a strong push to resistance.
However, Dow Jones is known for fakeouts—meaning:
A false breakout above resistance could trap buyers before reversing.
A liquidity grab below support might happen before the real move.
2. Weak Confirmation for the Uptrend
There's no clear volume confirmation—breakouts need high volume to be valid.
Price is consolidating near key Fibonacci levels, meaning a reversal is just as likely as a breakout.
A better approach would be waiting for a strong retest and breakout confirmation.
3. Ignoring Key Fibonacci Levels
The chart includes multiple Fibonacci levels but does not integrate them into the projection.
The 2.618 (43,535) and 3.618 (43,446) levels suggest possible retracements before an upward move
Instead of an instant push-up, a dip to test Fibonacci support is likely.
4. Resistance Might Hold Strong
The resistance area is broad, meaning:
A rejection at resistance could lead to a short-term bearish pullback.
The market might range between the two levels instead of moving in a straight line.
Alternative Scenario:
Instead of assuming an instant bullish move:
1. Bearish Trap First: A false breakout above resistance to trap buyers, followed by a drop.
2. Deeper Retest: Price could revisit support or a Fibonacci level before a true breakout.
3. Wait for Volume Confirmation: If resistance breaks with strong momentum, then an entry makes sense
Microstrategy Enters "The Valley of Risk"A term I have coined, "The Valley of Risk", describes a price chart which has had a prior very strong bullish trend, pulls back to its 50% Retracement Support, and then fails to hold it... entering a long, grinding, bearish deflation which coincides with the heavy negative emotion being felt by those still holding the bag.
Inside the "Valley of Risk" nothing one does is correct:
If you sell... it will bottom and rally
If you buy... it will continue down
If you baghold... it will continue to go down until you cannot stand it and #1
This is just a pattern of human emotion being reflected on a price chart... which is what price charts ultimately are. It is best to avoid going into the Valley of Risk and have strict rules against bagholding. Deploy your capital elsewhere that there is a better potential rate of return.
When I teach about this concept I always look back to Zillow NASDAQ:Z . This was a stock I bought "on a dip" at 111 and made the right decision to sell my position at a loss at 102 when the stock price violated the 50% Support. This allowed me to avoid the horrible Earnings miss gap and the final -74% depreciation. My position still would not have recovered as of writing.
As I published months ago, it became clear to me that the over exuberance and fancy financial buzz words being thrown around about NASDAQ:MSTR were signs of a ponzi about to collapse. Well, the "Bitcoin nuclear reactor" has cooled and the leverage baked into Microstrategy would be its downfall. That has now come to pass. There are some other interesting elements of price action which have been textbook in this decline that I want to talk about in this post.
The 50% Retracement:
The operative level for the last 3 months has been 328. This is the 50% Retracement of the YOLO rally. In the pullback from the ATH 440 became the 50% Retracement Resistance.
The Ichimoku Cloud Breakout Confirmed:
The other textbook setup was when the Ichimoku Cloud Breakout was confirmed by the Lagging Span entering clear bearish space after price had exited the cloud. Interestingly, this happened at the same exact day as Bitcoin; last Friday. You can read more about this strategy and my 14 year study of how effective it is in my recent Ideas:
So what now?
That is the eternal question of "The Valley of Risk". There is never a good answer because the technical supports have been broken.
Personally though I need to answer this question for my bearish positions. The most logical point to look would be the Volume Profile POC at 165. However, Microstrategy is going to move concurrent to Bitcoin itself and knowing the past bearish cycle patterns this week, through brutal, will find a bottom. I do not believe it will be the final bottom only that price may hesitate at some point for perhaps even a month.
My trade management
This week I will be selling premium against my long Puts, which go out to 2027, to offset my Theta while still remaining short Delta.
Bollinger Bands: Basics and Breakout Strategy🔵 What are Bollinger Bands?
Bollinger Bands are a popular technical analysis tool developed by John Bollinger in the early 1980s. They help traders analyze price volatility and potential price levels for buying or selling. The indicator consists of three lines plotted over a price chart:
Middle Band: A simple moving average (SMA), typically set to a 20-period average.
Upper Band: The middle band plus two standard deviations.
Lower Band: The middle band minus two standard deviations.
🔵 How Are Bollinger Bands Calculated?
Middle Band (MB): MB = 20-period SMA of the closing price.
Upper Band (UB): UB = MB + (2 × standard deviation of the last 20 periods).
Lower Band (LB): LB = MB - (2 × standard deviation of the last 20 periods).
The bands expand when volatility increases and contract when volatility decreases.
length = 20
basis = ta.sma(src, length)
dev = mult * ta.stdev(src, length)
upper = basis + dev
lower = basis - dev
🔵 How to Use Bollinger Bands in Trading
Bollinger Bands provide insights into market volatility and potential price reversals. Traders often use them to:
Identify overbought (price near the upper band) and oversold (price near the lower band) conditions.
Spot volatility contractions, which often precede significant price moves.
Confirm trend strength and potential reversals.
🔵 Bollinger Bands Breakout Strategy
One effective strategy involves preparing for breakouts when the upper and lower bands contract, indicating low price momentum.
Strategy Steps:
Identify Low Volatility Zones: Look for periods when the bands are close together, signaling a potential breakout.
Prepare for a Breakout: Monitor price action as it approaches either the upper or lower band.
Entry Signal: Enter a trade when the price closes above the upper band (for a long position) or below the lower band (for a short position).
Stop Loss Placement:
For long entries (break above upper band): Set stop loss at the lower band.
For short entries (break below lower band): Set stop loss at the upper band.
Profit Target: Use a risk-reward ratio of at least 1:2 or close the position when price shows signs of reversal.
Example Charts:
🔵 Final Thoughts
This Bollinger Bands breakout strategy is simple yet effective. By recognizing periods of low volatility and preparing for breakouts, traders can capitalize on significant price movements. Always complement this strategy with proper risk management and confirmation indicators for optimal results.
This article is for informational purposes only and should not be considered financial advice. Trading involves risk, and traders are solely responsible for their own decisions and actions.
EUR/USD Faces Key Resistance Amid Liquidity Grab ExpectationsEUR/USD is undergoing a pullback after reaching a one-month high of 1.0528, closing at 1.04658 on February 24, marking a 0.22% decline from the previous day. The euro's recent strength was driven by post-election stability in Germany, where centrist parties formed a coalition government, boosting market confidence. However, bullish momentum has stalled near key resistance levels around 1.0530 and 1.0560, with the pair struggling to sustain gains above the 100-day simple moving average.
From a technical standpoint, the price is approaching a significant supply zone, where a liquidity grab could occur before a potential downside move. Resistance in this area aligns with broader concerns over Germany's economic outlook and coalition negotiations, which could weaken the euro’s appeal. Meanwhile, the U.S. dollar, despite recent weakness due to declining consumer confidence, remains in a favorable position for a short-term recovery, adding further pressure on EUR/USD.
If the pair fails to break through resistance, a rejection could trigger a decline toward 1.0400, with further downside potential extending to 1.0283. Conversely, if buyers manage to push past the liquidity zone, the next upside targets lie at 1.0530 and 1.0560.
GBP/USD: Bullish Momentum Faces Key ResistanceGBP/USD has reached its highest point since mid-December at 1.2690, primarily driven by the weakness of the US dollar. The pair has shown strong momentum, and as long as it holds above the key support at 1.2520, analysts see potential for further upside toward 1.2725. Positive UK economic data, including better-than-expected retail sales and inflation figures, have reinforced a bullish outlook for the pound. However, minor retracements have been observed, with slight declines following recent gains, such as the 0.05% drop on February 24. Market volatility remains a factor, with geopolitical tensions and fluctuating commodity prices impacting the dollar’s strength. From a technical standpoint, the price is currently testing a resistance zone while approaching key moving averages, which could act as dynamic resistance. The presence of supply zones above suggests that the pair could face selling pressure before a potential continuation higher. If the price fails to sustain above the resistance area, a retracement toward the 1.2520 level and possibly deeper into the 1.2400 region could materialize. Despite the recent bullish momentum, caution is warranted due to broader market uncertainties, and future movements will depend on economic indicators from both the UK and the US, as well as overall market sentiment.
EUR/GBP: Key Support Test Amid Bearish PressureThe analysis of EUR/GBP as of February 24, 2025, presents an interesting technical outlook. The price is testing a key support area around 0.8297 after a modest recovery from the 0.8271 lows. The current setup suggests a potential reaction in this zone, with the possibility of a technical rebound towards higher levels or a more significant bearish breakdown.
From a technical perspective, several key areas stand out: the upper resistance in the 0.8440-0.8460 range represents a critical level for a bullish recovery, while the lower support around 0.8265-0.8240 could act as a catalyst for further downside momentum if broken. Moving average analysis indicates persistent bearish pressure, with both the 50 and 200-period moving averages sloping downward. This reinforces the idea that, despite recent rebounds, the dominant trend remains bearish in the medium term.
From a macroeconomic standpoint, expectations regarding the UK and Eurozone economic outlook are shaping the pair's direction. UK inflation is showing signs of recovery, providing some support for the pound, but uncertainties related to economic growth and Bank of England policies could hinder a sustained strengthening of the British currency. On the other hand, the Eurozone is facing challenges linked to growth stagnation, and the ECB may maintain an accommodative policy to stimulate the economy. These factors create an unstable balance that could lead to heightened volatility in the coming days.
Technical forecasts suggest two possible scenarios: a temporary rebound towards 0.8340-0.8360 before another test of the lows or a direct break below 0.8265, which could open the door for a decline towards 0.8240-0.8220.