Even beginners can master buy and sell points! 💹🔥

🚀 Want to accurately seize buy and sell opportunities in the market? Check out the moving average strategy!

In this unpredictable market, we always want to find a simple and efficient method to make trading easier and more successful. Today, I will share with you the "most classic + simplest" moving average strategy 💡

👉 Core logic:

✅ Golden cross buy (short-term moving average crosses above long-term moving average): Uptrend begins, enter the market!

✅ Death cross sell (short-term moving average crosses below long-term moving average): Trend reversal, decisively exit!

📊 Code implementation: Write a moving average strategy in Python!

import pandas as pd

def signal_moving_average(df, para=[5, 30]):

"""Simple moving average strategy: golden cross buy, death cross sell"""

ma_short, ma_long = para

df['ma_short'] = df['close'].rolling(ma_short, min_periods=1).mean()

df['ma_long'] = df['close'].rolling(ma_long, min_periods=1).mean()

df['signal'] = 0 # Initialize first

df.loc[(df['ma_short'] > df['ma_long']) & (df['ma_short'].shift(1) <= df['ma_long'].shift(1)), 'signal'] = 1

df.loc[(df['ma_short'] < df['ma_long']) & (df['ma_short'].shift(1) >= df['ma_long'].shift(1)), 'signal'] = -1

return df

💡 The idea is very simple:

• Use rolling().mean() to calculate the moving average

• Find the golden cross where the short-term moving average crosses above the long-term moving average (buy signal)

• Find the death cross where the short-term moving average crosses below the long-term moving average (sell signal)

📈 Real-world application: So simple, how effective is it?

Let's run it with real data and see how the signals perform! 🔎

🔥 Real test: Enter at each golden cross and exit at each death cross, avoiding major declines while capturing the trend!

Of course, the strategy itself is not foolproof, but adding stop-loss, risk control, and other optimizations can greatly enhance stability! 🚀

📢 Conclusion: There is no 100% win rate in the market; strategy + execution is the key!

Want to develop more trading strategies? Let's discuss your ideas in the comments! 💬BOOMCOO0

💹 On the trading journey, let's advance together! 🔥🚀 💬BOOMCOO0