OPEN-SOURCE SCRIPT
Telah dikemas kini MA Z-score
## MA Z-Score
The MA Z-Score is a momentum and trend-strength indicator that measures how far a moving average deviates from its statistical mean using a Z-score calculation. Instead of analyzing raw price action directly, this script normalizes the selected moving average and helps traders identify trend acceleration, overextended conditions, and momentum shifts more clearly across different markets and timeframes.
### Features
* Multiple Moving Average types:
* EMA
* SMA
* DEMA
* HMA
* VWMA
* Z-score normalization of the selected MA
* Configurable lookback period
* Adjustable bullish and bearish thresholds
* Dynamic trend coloring
* Optional bar coloring
* Custom visual reference levels
* Built-in alert conditions for long and short signals
### How It Works
The script first calculates a moving average based on the selected type and length.
It then computes:
* The mean of the MA using an EMA
* The standard deviation over the chosen lookback period
* The Z-score using:
[
Z = \frac{MA - Mean}{Standard\ Deviation}
]
This creates a normalized oscillator showing how extreme the current MA value is relative to its recent behavior.
### Signal Logic
* Long Condition:
* Triggered when the Z-score rises above the bullish threshold.
* Short Condition:
* Triggered when the Z-score falls below the bearish threshold.
The oscillator changes color depending on trend direction:
* Green = bullish momentum
* Pink = bearish momentum
Optional candle coloring allows price bars to reflect the current trend state directly on the chart.
### Best Use Cases
This indicator can be used for:
* Trend confirmation
* Momentum analysis
* Detecting strong expansions
* Identifying potential reversals
* Filtering trades with statistical context
* Multi-timeframe trend alignment
### Tips
* Lower thresholds create more signals but increase noise.
* Higher thresholds filter weak momentum and focus on stronger trends.
* HMA and DEMA react faster to price movement.
* VWMA can be useful for volume-sensitive markets.
### Alerts
The script includes built-in TradingView alerts:
* MA Z-score Long
* MA Z-score Short
These alerts can be connected to notifications, bots, or automated workflows.
### Important
This indicator is not designed as a standalone trading system. It works best when combined with:
* Market structure
* Support & resistance
* Volume analysis
* Higher timeframe bias
* Risk management
The MA Z-Score is a momentum and trend-strength indicator that measures how far a moving average deviates from its statistical mean using a Z-score calculation. Instead of analyzing raw price action directly, this script normalizes the selected moving average and helps traders identify trend acceleration, overextended conditions, and momentum shifts more clearly across different markets and timeframes.
### Features
* Multiple Moving Average types:
* EMA
* SMA
* DEMA
* HMA
* VWMA
* Z-score normalization of the selected MA
* Configurable lookback period
* Adjustable bullish and bearish thresholds
* Dynamic trend coloring
* Optional bar coloring
* Custom visual reference levels
* Built-in alert conditions for long and short signals
### How It Works
The script first calculates a moving average based on the selected type and length.
It then computes:
* The mean of the MA using an EMA
* The standard deviation over the chosen lookback period
* The Z-score using:
[
Z = \frac{MA - Mean}{Standard\ Deviation}
]
This creates a normalized oscillator showing how extreme the current MA value is relative to its recent behavior.
### Signal Logic
* Long Condition:
* Triggered when the Z-score rises above the bullish threshold.
* Short Condition:
* Triggered when the Z-score falls below the bearish threshold.
The oscillator changes color depending on trend direction:
* Green = bullish momentum
* Pink = bearish momentum
Optional candle coloring allows price bars to reflect the current trend state directly on the chart.
### Best Use Cases
This indicator can be used for:
* Trend confirmation
* Momentum analysis
* Detecting strong expansions
* Identifying potential reversals
* Filtering trades with statistical context
* Multi-timeframe trend alignment
### Tips
* Lower thresholds create more signals but increase noise.
* Higher thresholds filter weak momentum and focus on stronger trends.
* HMA and DEMA react faster to price movement.
* VWMA can be useful for volume-sensitive markets.
### Alerts
The script includes built-in TradingView alerts:
* MA Z-score Long
* MA Z-score Short
These alerts can be connected to notifications, bots, or automated workflows.
### Important
This indicator is not designed as a standalone trading system. It works best when combined with:
* Market structure
* Support & resistance
* Volume analysis
* Higher timeframe bias
* Risk management
Nota Keluaran
## MA Z-ScoreThe MA Z-Score is a momentum and trend-strength indicator that measures how far a moving average deviates from its statistical mean using a Z-score calculation. Instead of analyzing raw price action directly, this script normalizes the selected moving average and helps traders identify trend acceleration, overextended conditions, and momentum shifts more clearly across different markets and timeframes.
### Features
* Multiple Moving Average types:
* EMA
* SMA
* DEMA
* HMA
* VWMA
* Z-score normalization of the selected MA
* Configurable lookback period
* Adjustable bullish and bearish thresholds
* Dynamic trend coloring
* Optional bar coloring
* Custom visual reference levels
* Built-in alert conditions for long and short signals
### How It Works
The script first calculates a moving average based on the selected type and length.
It then computes:
* The mean of the MA using an EMA
* The standard deviation over the chosen lookback period
* The Z-score using:
[
Z = \frac{MA - Mean}{Standard\ Deviation}
]
This creates a normalized oscillator showing how extreme the current MA value is relative to its recent behavior.
### Signal Logic
* Long Condition:
* Triggered when the Z-score rises above the bullish threshold.
* Short Condition:
* Triggered when the Z-score falls below the bearish threshold.
The oscillator changes color depending on trend direction:
* Green = bullish momentum
* Pink = bearish momentum
Optional candle coloring allows price bars to reflect the current trend state directly on the chart.
### Best Use Cases
This indicator can be used for:
* Trend confirmation
* Momentum analysis
* Detecting strong expansions
* Identifying potential reversals
* Filtering trades with statistical context
* Multi-timeframe trend alignment
### Tips
* Lower thresholds create more signals but increase noise.
* Higher thresholds filter weak momentum and focus on stronger trends.
* HMA and DEMA react faster to price movement.
* VWMA can be useful for volume-sensitive markets.
### Alerts
The script includes built-in TradingView alerts:
* MA Z-score Long
* MA Z-score Short
These alerts can be connected to notifications, bots, or automated workflows.
### Important
This indicator is not designed as a standalone trading system. It works best when combined with:
* Market structure
* Support & resistance
* Volume analysis
* Higher timeframe bias
* Risk management
Skrip sumber terbuka
Dalam semangat TradingView sebenar, pencipta skrip ini telah menjadikannya sumber terbuka, jadi pedagang boleh menilai dan mengesahkan kefungsiannya. Terima kasih kepada penulis! Walaupuan anda boleh menggunakan secara percuma, ingat bahawa penerbitan semula kod ini tertakluk kepada Peraturan Dalaman.
Penafian
Maklumat dan penerbitan adalah tidak bertujuan, dan tidak membentuk, nasihat atau cadangan kewangan, pelaburan, dagangan atau jenis lain yang diberikan atau disahkan oleh TradingView. Baca lebih dalam Terma Penggunaan.
Skrip sumber terbuka
Dalam semangat TradingView sebenar, pencipta skrip ini telah menjadikannya sumber terbuka, jadi pedagang boleh menilai dan mengesahkan kefungsiannya. Terima kasih kepada penulis! Walaupuan anda boleh menggunakan secara percuma, ingat bahawa penerbitan semula kod ini tertakluk kepada Peraturan Dalaman.
Penafian
Maklumat dan penerbitan adalah tidak bertujuan, dan tidak membentuk, nasihat atau cadangan kewangan, pelaburan, dagangan atau jenis lain yang diberikan atau disahkan oleh TradingView. Baca lebih dalam Terma Penggunaan.