Backtest like a quant.📈 Loved this from @GoshawkTrades on the 4 rules: parameter sensitivity, walk-forward tests, stress tests and Monte Carlo for real edge, not curve-fit. RECOMMENDED. youtube.com/watch?v=W722Ca… #BlackFriday #trading #backtesting #quant #systematic

FastDayTrade's tweet card. The 4 backtesting rules behind WINNING in trading.

youtube.com

YouTube

The 4 backtesting rules behind WINNING in trading.


Backtesting is crucial for algo trading. Some traders think it's unnecessary, but a backtested bot can outperform one without it. #algotrading #backtesting


Long trades generated $348K in profit—10x more than short trades. Something to keep in mind when planning your strategy. Most months were profitable over the backtest period. #TradingTips #Backtesting


Backtest success ≠ real-time success. Often, the better the backtest, the worse it performs live. Most trading ideas, even the great ones, fail when put to the test. #TradingTips #Backtesting


Traders often overlook the importance of backtesting in real-time. Short backtests can lead to poor real-time results. Longer backtests over 10 years increase the odds of profitable performance. #trading #backtesting


A Tale of Two Rotations. The first Rotation Strategy buys the 3 stocks in the Dow 30 with the lowest RSI. The bottom one buys the stocks with the highest RSI. Rebalances weekly. WealthLab can create a Rotation Strategy in literally a few seconds. #WealthLab #Backtesting

wealth_lab's tweet image. A Tale of Two Rotations. The first Rotation Strategy buys the 3 stocks in the Dow 30 with the lowest RSI. The bottom one buys the stocks with the highest RSI. Rebalances weekly. WealthLab can create a Rotation Strategy in literally a few seconds.
#WealthLab #Backtesting…

Ran 100 backtests. Kept the prettiest one. Congratulations — you’re now the proud owner of overfit optimism. 🤖📈 #quantfinance #backtesting #datascience #overfitting #tradinghumor #financehumor #modelrisk instagr.am/p/DRDueZXDWsS/ ift.tt/eSxAqy3

WorkLifePlus's tweet image. Ran 100 backtests. Kept the prettiest one.

Congratulations — you’re now the proud owner of overfit optimism. 🤖📈

#quantfinance #backtesting #datascience #overfitting #tradinghumor #financehumor #modelrisk 
instagr.am/p/DRDueZXDWsS/
ift.tt/eSxAqy3

$MNQ MMSM / 5 November 2025 You don’t find your edge by guessing — you build it through backtesting. Every hour you test is an hour your future self thanks you for. 🧠 #trading #backtesting #tradingmindset


Clean data is crucial for accurate backtesting. Avoid free sources—they often contain distortions. Services like IQFeed provide reliable, gap-free data. Don't skimp on this! #DataAnalysis #Backtesting


The secret formula never changes: Plan it. Trade it. Review it. Repeat it. Perfection isn’t the goal progress is. #TradingRoutine #Backtesting #ForexEducation

KelvinC003's tweet image. The secret formula never changes:
Plan it. Trade it. Review it. Repeat it.
Perfection isn’t the goal progress is.

#TradingRoutine #Backtesting #ForexEducation

You’re not losing because your system is bad. You’re losing because you keep changing it too soon. Give one strategy 30–50 trades before judging it. 📊 #TradingStrategy #Discipline #Backtesting #Consistency


Just me, the charts, TradeZella, and a notebook. Backtesting London session. Building toward $1M funded #Backtesting #Trading

ayaanammar90's tweet image. Just me, the charts, TradeZella, and a notebook.

Backtesting London session.
Building toward $1M funded 
#Backtesting #Trading

Turn raw data into backtests fast. Drag, process, and launch—see results instantly. Stop waiting, start testing. #Backtesting #Streamlit


🏅 Successful #trading is not a game of chance; it's about strategy and precision. That's where #backtesting comes in. It's not just a tool, it's a game-changer. 🎯 But don't just take our word for it. 💰 See one user's results 👇

vestinda's tweet image. 🏅 Successful #trading is not a game of chance; it's about strategy and precision.
That's where #backtesting comes in. It's not just a tool, it's a game-changer. 🎯

But don't just take our word for it.
💰 See one user's results 👇

Discovered a new factor. Backtested perfectly. Then reality said, ‘Try again.’ 📉 Curve-fitting: where confidence meets coincidence. #quantfinance #datascience #backtesting #factorinvesting #financehumor #nerdhumor #markets instagr.am/p/DRAlxq7kuam/ ift.tt/VlcDuWd

WorkLifePlus's tweet image. Discovered a new factor. Backtested perfectly.

Then reality said, ‘Try again.’ 📉

Curve-fitting: where confidence meets coincidence.

#quantfinance #datascience #backtesting #factorinvesting #financehumor #nerdhumor #markets 
instagr.am/p/DRAlxq7kuam/
ift.tt/VlcDuWd

A backtest should closely mirror live performance. Track discrepancies to ensure estimates for slippage and commissions align with real-money results. Discrepancies can be a good thing. #backtesting #trading


price action+ict is working guys.. Go deep, you deserve those payouts #backtesting

Smart_lawrence1's tweet image. price action+ict is working guys.. 
Go deep, you deserve those payouts
#backtesting

Take a few minutes and learn price action, supply & demand, fvg, or even ict, anything It will save you in the future. Backtest with the intention that's how you gain confidence. Furus, "gurus", will discourage you from doing so since they don't care about you, You vs You.

Smart_lawrence1's tweet image. Take a few minutes and learn price action, supply & demand, fvg, or even ict, anything
It will save you in the future. 
Backtest with the intention that's how you gain confidence. 
Furus, "gurus",  will discourage you from doing so since they don't care about you, 
You vs You.


Backtest like a quant.📈 Loved this from @GoshawkTrades on the 4 rules: parameter sensitivity, walk-forward tests, stress tests and Monte Carlo for real edge, not curve-fit. RECOMMENDED. youtube.com/watch?v=W722Ca… #BlackFriday #trading #backtesting #quant #systematic

FastDayTrade's tweet card. The 4 backtesting rules behind WINNING in trading.

youtube.com

YouTube

The 4 backtesting rules behind WINNING in trading.


Any recommendations on solid back testing strategies study materials?! Gracias :) #backtesting #Trading


Was too sure that it would go bearish. Like I was really sure 😹. #backtesting

0xdctrades's tweet image. Was too sure that it would go bearish. Like I was really sure 😹. #backtesting

Review the day with honesty. What was clean? What was noise? What would you avoid next time? Consistency grows from reflection, not revenge. #TradingMindset #Refinement #Backtesting #ChartWork #TheLSTTrader


7️⃣ The best systems are tested to death. AI can simulate your rules across: * Different market conditions * Volatility cycles * Multiple assets If it survives the tests → it’s ready. #Backtesting #CryptoStrategy

TrackMyTradesAI's tweet image. 7️⃣ The best systems are tested to death.

AI can simulate your rules across:
* Different market conditions
* Volatility cycles
* Multiple assets
If it survives the tests → it’s ready.

#Backtesting #CryptoStrategy

$ZBH $UFT rode market strength for a +30% gain secured. Don’t miss the next one —14 days free trial starts now 👇 Here👉 discord.gg/epNY8h7bTv #backtesting

AdityaRile19771's tweet image. $ZBH $UFT rode market strength for a +30% gain secured.
 
Don’t miss the next one —14 days free trial starts now 👇
 Here👉 discord.gg/epNY8h7bTv

#backtesting

Test your strategies! ⚙️ Test @Pact_Swap's backtesting engine performance and accuracy. Your feedback ensures reliable strategy testing. #Backtesting #PactSwapTestnet


Review before reward End the week with data not emotions #EndOfWeek #Backtesting #TraderGrowth


Playing with #DolphinDB’s factor examples made me realize: the bottleneck wasn’t “math is hard”, it was “infra is slow”. When a full-universe, multi-year factor recompute finishes in minutes, you start asking better research questions. #QuantFinance #Backtesting


Want to profit from a #tradingstrategy without waiting years? The best ROI achieved last week by #backtesting a short-term strategy was 42.36% on #LINK 💰 Start date: 2025-07-04 00:00 End date: 2025-08-28 00:00 Win rate: 39.66% Backtest for free: app.vestinda.com/register?utm_s…

vestinda's tweet image. Want to profit from a #tradingstrategy without waiting years?

The best ROI achieved last week by #backtesting a short-term strategy was 42.36% on #LINK 💰

Start date: 2025-07-04 00:00
End date: 2025-08-28 00:00
Win rate: 39.66%

Backtest for free: app.vestinda.com/register?utm_s…

BIG NEWS 🚀 Backtesting is coming to Tradelens in future! Clean charts, replay, journaling & custom tools — all in one place. Before launch, WE want YOUR input: What’s the #1 feature you want in the backtester? Drop your idea below 👇 #backtesting #tradingtools #Traders


7️⃣ Timeframe vs data Rule of thumb: • longer holding period → daily/weekly data fine • intraday strategies → need intraday / tick, or don’t bother Day-trading logic on daily bars is fantasy. #backtesting #tradingstrategy #quant #systematictrading


4️⃣ How people misuse in-sample / out-of-sample Common pattern: • fit on 5 years • test on 1–3 • keep the top 1–5% systems With enough trials, randomness always looks genius. That’s multiple-testing hell. #backtesting #quant #trading


#Backtesting session Study and Learn..... #SLK #FOREX

Mhanny01's tweet image. #Backtesting session 
Study and Learn.....
#SLK
#FOREX
Mhanny01's tweet image. #Backtesting session 
Study and Learn.....
#SLK
#FOREX
Mhanny01's tweet image. #Backtesting session 
Study and Learn.....
#SLK
#FOREX

1: #backtesting of #CRT Sometimes we focus only one side, but we don’t take the time to analyze what the market actually wants to do. A multi-timeframe analysis is the best approach to identify market probabilities.

k_ashi0's tweet image. 1: #backtesting of #CRT  
Sometimes we focus only one side, but we don’t take the time to analyze what the market actually wants to do. A multi-timeframe analysis is the best approach to identify market probabilities.
k_ashi0's tweet image. 1: #backtesting of #CRT  
Sometimes we focus only one side, but we don’t take the time to analyze what the market actually wants to do. A multi-timeframe analysis is the best approach to identify market probabilities.

With a directional bias, you can utilise IFVG as an entry. If ifvg overlaps with fvg, that's a high probability trade entry point. ifvg+fvg BPR(balanced price range) #backtesting

Smart_lawrence1's tweet image. With a directional bias, you can utilise IFVG as an entry.
If ifvg overlaps with fvg, that's a high probability trade entry point.
ifvg+fvg BPR(balanced price range) 
#backtesting

With the 3am candle open, we had a 65.5% probability of sweeping the previous 1H high first, versus only 15.5% for the low. 📊 #NQ #Backtesting #Probabilities #TradingStats #FuturesTrading #ScalpingEdge"

RHerman's tweet image. With the 3am candle open, we had a 65.5% probability of sweeping the previous 1H high first, versus only 15.5% for the low. 

📊 #NQ #Backtesting #Probabilities #TradingStats #FuturesTrading #ScalpingEdge"
RHerman's tweet image. With the 3am candle open, we had a 65.5% probability of sweeping the previous 1H high first, versus only 15.5% for the low. 

📊 #NQ #Backtesting #Probabilities #TradingStats #FuturesTrading #ScalpingEdge"

The secret formula never changes: Plan it. Trade it. Review it. Repeat it. Perfection isn’t the goal progress is. #TradingRoutine #Backtesting #ForexEducation

KelvinC003's tweet image. The secret formula never changes:
Plan it. Trade it. Review it. Repeat it.
Perfection isn’t the goal progress is.

#TradingRoutine #Backtesting #ForexEducation

Discovered a new factor. Backtested perfectly. Then reality said, ‘Try again.’ 📉 Curve-fitting: where confidence meets coincidence. #quantfinance #datascience #backtesting #factorinvesting #financehumor #nerdhumor #markets instagr.am/p/DRAlxq7kuam/ ift.tt/VlcDuWd

WorkLifePlus's tweet image. Discovered a new factor. Backtested perfectly.

Then reality said, ‘Try again.’ 📉

Curve-fitting: where confidence meets coincidence.

#quantfinance #datascience #backtesting #factorinvesting #financehumor #nerdhumor #markets 
instagr.am/p/DRAlxq7kuam/
ift.tt/VlcDuWd

Ran 100 backtests. Kept the prettiest one. Congratulations — you’re now the proud owner of overfit optimism. 🤖📈 #quantfinance #backtesting #datascience #overfitting #tradinghumor #financehumor #modelrisk instagr.am/p/DRDueZXDWsS/ ift.tt/eSxAqy3

WorkLifePlus's tweet image. Ran 100 backtests. Kept the prettiest one.

Congratulations — you’re now the proud owner of overfit optimism. 🤖📈

#quantfinance #backtesting #datascience #overfitting #tradinghumor #financehumor #modelrisk 
instagr.am/p/DRDueZXDWsS/
ift.tt/eSxAqy3

In the latest update to WealthLab's Fundamental Data Extension we introduced a new indicator that summarizes analyst scores over a stock's history. Should you trade with or against the so-called experts? Backtest and find out! youtu.be/oCdlGm7ywnk #backtesting #algotrading

wealth_lab's tweet image. In the latest update to WealthLab's Fundamental Data Extension we introduced a new indicator that summarizes analyst scores over a stock's history. Should you trade with or against the so-called experts? Backtest and find out!
youtu.be/oCdlGm7ywnk
#backtesting #algotrading…

At the 7am candle open, there was a 73.8% probability to sweep the previous hour's low vs only 20.8% for the high — based on 4+ years of historical data. 📊 #NQ #TradingStats #Backtesting #Probabilities #Scalping"

RHerman's tweet image. At the 7am candle open, there was a 73.8% probability to sweep the previous hour's low vs only 20.8% for the high — based on 4+ years of historical data. 

📊 #NQ #TradingStats #Backtesting #Probabilities #Scalping"
RHerman's tweet image. At the 7am candle open, there was a 73.8% probability to sweep the previous hour's low vs only 20.8% for the high — based on 4+ years of historical data. 

📊 #NQ #TradingStats #Backtesting #Probabilities #Scalping"

A Tale of Two Rotations. The first Rotation Strategy buys the 3 stocks in the Dow 30 with the lowest RSI. The bottom one buys the stocks with the highest RSI. Rebalances weekly. WealthLab can create a Rotation Strategy in literally a few seconds. #WealthLab #Backtesting

wealth_lab's tweet image. A Tale of Two Rotations. The first Rotation Strategy buys the 3 stocks in the Dow 30 with the lowest RSI. The bottom one buys the stocks with the highest RSI. Rebalances weekly. WealthLab can create a Rotation Strategy in literally a few seconds.
#WealthLab #Backtesting…

📊 #Backtesting = your trading time machine! Test your strategy using historical data before risking real capital. If it didn’t work in the past — it likely won’t in the future. 💡 👉 Smart traders backtest. Do you? #CryptoTrading #TradingStrategy #NioX

Nioexchange's tweet image. 📊 #Backtesting = your trading time machine!

Test your strategy using historical data before risking real capital.
If it didn’t work in the past — it likely won’t in the future. 💡

👉 Smart traders backtest. Do you?

#CryptoTrading #TradingStrategy #NioX

Just me, the charts, TradeZella, and a notebook. Backtesting London session. Building toward $1M funded #Backtesting #Trading

ayaanammar90's tweet image. Just me, the charts, TradeZella, and a notebook.

Backtesting London session.
Building toward $1M funded 
#Backtesting #Trading

I was #backtesting the 21 ema 50ema crossover Was mind blown Attaching some images Buy when 21ema greater than equal to 50ema SL ~ 10% or when 21ema < 50ema Take Profit at ~ 50% Backtest simulation amount 10L Not more than 1L (10%) in any position Randomly selected Nifty Stocks

apoorvsinghasr's tweet image. I was #backtesting the 21 ema 50ema crossover
Was mind blown
Attaching some images
Buy when 21ema greater than equal to 50ema
SL ~ 10% or when 21ema &amp;lt; 50ema
Take Profit at ~ 50%
Backtest simulation amount 10L
Not more than 1L (10%) in any position 
Randomly selected Nifty Stocks
apoorvsinghasr's tweet image. I was #backtesting the 21 ema 50ema crossover
Was mind blown
Attaching some images
Buy when 21ema greater than equal to 50ema
SL ~ 10% or when 21ema &amp;lt; 50ema
Take Profit at ~ 50%
Backtest simulation amount 10L
Not more than 1L (10%) in any position 
Randomly selected Nifty Stocks
apoorvsinghasr's tweet image. I was #backtesting the 21 ema 50ema crossover
Was mind blown
Attaching some images
Buy when 21ema greater than equal to 50ema
SL ~ 10% or when 21ema &amp;lt; 50ema
Take Profit at ~ 50%
Backtest simulation amount 10L
Not more than 1L (10%) in any position 
Randomly selected Nifty Stocks
apoorvsinghasr's tweet image. I was #backtesting the 21 ema 50ema crossover
Was mind blown
Attaching some images
Buy when 21ema greater than equal to 50ema
SL ~ 10% or when 21ema &amp;lt; 50ema
Take Profit at ~ 50%
Backtest simulation amount 10L
Not more than 1L (10%) in any position 
Randomly selected Nifty Stocks

🏅 Successful #trading is not a game of chance; it's about strategy and precision. That's where #backtesting comes in. It's not just a tool, it's a game-changer. 🎯 But don't just take our word for it. 💰 See one user's results 👇

vestinda's tweet image. 🏅 Successful #trading is not a game of chance; it&apos;s about strategy and precision.
That&apos;s where #backtesting comes in. It&apos;s not just a tool, it&apos;s a game-changer. 🎯

But don&apos;t just take our word for it.
💰 See one user&apos;s results 👇

La mayoría de traders habla de “setup”, pocos de probabilidad. Si no puedes explicar tu entrada en % (“este patrón gana ~55–60% de las veces”), en realidad no sabes si tienes edge. Menos opiniones, más datos. 📊 #trading #backtesting #artisaner

theartisaner's tweet image. La mayoría de traders habla de “setup”, pocos de probabilidad.

Si no puedes explicar tu entrada en % (“este patrón gana ~55–60% de las veces”), en realidad no sabes si tienes edge.
Menos opiniones, más datos. 📊
#trading #backtesting #artisaner

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