Momentum BBPCT Z-Score [QuantAlgo]Momentum BBPCT Z-Score 💫📈
The Momentum BBPCT Z-Score by QuantAlgo is an advanced indicator designed to identify statistical extremes and momentum shifts in price action across various timeframes and market conditions. This system combines Bollinger Bands percentage analysis with Z-score calculations and Statistical Momentum evaluation to help traders and investors identify overbought/oversold conditions and trend strength. By evaluating both statistical extremes and momentum together, this tool empowers users to make data-driven decisions, whether they aim to follow trends or capture mean reversion opportunities.
💫 Conceptual Foundation and Innovation
The Momentum BBPCT Z-Score by QuantAlgo provides a unique framework for assessing price action and momentum through a blend of statistical analysis and momentum evaluation. Unlike traditional Bollinger Band indicators that only reflect price position, this system incorporates Z-score normalization to reveal statistically significant deviations, helping users determine whether price movements are extreme relative to historical norms. By combining high-quality momentum analysis with Z-scores of Bollinger Band positioning, it evaluates both statistical probabilities and momentum quality, while Z-scores standardize deviations from historical trends, enabling traders and investors to spot extreme conditions. This dual approach allows users to better identify mean reversion opportunities while respecting strong momentum conditions, enhancing both counter-trend and trend-following strategies.
📊 Technical Composition and Calculation
The Momentum BBPCT Z-Score is composed of several statistical and momentum components that create a dynamic dual scoring model:
Bollinger Bands Percentage (BBPCT) : Measures the relative position of price between bands on a 0-100 scale, providing a normalized view of price extremes relative to the bands.
Z-Score Normalization : Applies statistical normalization to BBPCT values to identify significant deviations from historical means, helping traders and investors quantify the extremity of current market conditions.
Statistical Momentum Analysis : Evaluates price action across multiple periods to determine momentum strength and persistence, adding depth to the analysis beyond simple price positioning.
📈 Key Indicators and Features
The Momentum BBPCT Z-Score combines various statistical and technical tools to deliver a well-rounded analysis of market conditions.
The indicator utilizes dynamic Bollinger Bands with customizable length and standard deviation multipliers to adapt to market volatility. Z-score calculations are applied to normalize the percentage position within these bands, providing clear statistical context for price movements. The Statistical Momentum component evaluates price action across user-defined periods, helping validate trends and identify potential reversals.
The indicator also incorporates multi-layered visualization with gradient color coding to signal both statistical extremes and momentum conditions. These adaptive visual cues, combined with threshold-based alerts for overbought and oversold zones, help traders and investors track both statistical extremes and momentum shifts, adding reliability to both mean-reversion and trend-following strategies.
⚡️ Practical Applications and Examples
✅ Add the Indicator: Add the indicator to your TradingView chart by clicking on the star icon to add it to your favorites ⭐️
👀 Monitor Z-Scores and Momentum: Watch the Z-score values and momentum state to identify statistically significant price movements. During extreme readings, consider mean reversion opportunities, while strong momentum readings may signal trend-following opportunities.
🔔 Set Alerts: Configure alerts for Z-score extremes and momentum shifts, ensuring you can act on significant statistical and trend changes promptly.
🌟 Summary
The Momentum BBPCT Z-Score by QuantAlgo is a highly adaptable tool, designed to support both statistical and momentum analysis across different market environments. By combining Z-score normalized Bollinger Band positioning with Statistical Momentum Analysis, it helps traders and investors identify statistically significant price movements while measuring momentum quality, providing more reliable trading signals. The tool's flexibility across timeframes makes it ideal for both mean reversion and trend-following strategies, allowing users to capture opportunities while maintaining statistical rigor in their analysis.
Bbpct
BBPct FL Impulse [BackQuant]BBPct FL Impulse
Introducing BackQuant's BBPct FL Impulse — a powerful and unique trading indicator designed to detect impulse moves and exhaustion points in the market. This leading indicator combines Bollinger Band Percentage (BBPct) calculations with a for-loop system to generate clear long and short signals. Additionally, it plots support and resistance exhaustion levels directly on the chart, providing traders with a visual representation of key market levels.
The BBPct FL Impulse is designed for traders who want to anticipate price movements rather than react to lagging indicators. By utilizing the Bollinger Band Percentage, this indicator identifies moments when the price is pushing toward extremes, signaling the likelihood of impulse moves. It goes a step further by providing exhaustion levels where the market may reverse or pause, helping traders identify potential entries and exits.
Core Concept: Bollinger Band Percentage (BBPct)
The BBPct is the primary calculation driving this indicator. It measures where the price is relative to its Bollinger Bands, allowing traders to gauge overbought or oversold conditions. Bollinger Bands are a well-known tool used to define high and low points based on standard deviation from a moving average. The BBPct takes this one step further by showing how far the price is within the bands, as a percentage.
In this script, the BBPct is calculated using the closing price over a customizable BBPct Length (default set to 70) and a Multiplier that defines the width of the bands based on standard deviation. This helps detect when price pushes toward its upper or lower boundaries, indicating potential breakouts or pullbacks.
For-Loop Scoring Mechanism
The for-loop scoring system adds a layer of sophistication to this indicator. It evaluates the BBPct over a range of periods (defined by the Start and End parameters) and generates a score that measures the direction and strength of the price movement.
Long Signals: A long signal is triggered when the score surpasses the Long Threshold (default set at 40), indicating a strong bullish impulse.
Short Signals: A short signal (labeled as "Cash" in this script) is triggered when the score crosses under the Short Threshold (default set at -10), suggesting the price has lost momentum and a bearish move may be coming.
These signals are highlighted on the chart with green triangles for Long and red triangles for Cash, giving traders clear visual cues for potential buy and sell points.
Key Feature: Exhaustion Levels (Support and Resistance)
One of the standout features of this script is the automatic plotting of Exhaustion Support and Resistance Levels. These levels represent points in the market where the price is likely to exhaust its movement and potentially reverse.
Support is plotted when the price shows signs of bullish exhaustion (low price points).
Resistance is plotted when the price shows signs of bearish exhaustion (high price points).
This dynamic support and resistance system uses a custom function based on price swings, analyzing exhaustion patterns to detect significant levels. The indicator allows traders to visualize key market zones where potential reversals or slowdowns may occur, helping to refine trade entries and exits.
Customization & Visualization
This indicator comes with a range of customizable settings, giving traders full control over how the signals are generated and displayed on the chart:
Calculation Source: Choose the price data used for the BBPct calculation (default is the closing price).
BBPct Length: Set the lookback period for the BBPct calculation, adjusting how smooth or reactive the indicator is to price changes.
Multiplier: Adjust the multiplier for the Bollinger Band calculation, controlling how wide or narrow the bands are and thereby affecting sensitivity.
Thresholds for Signals: Customize the thresholds for long and short signals, allowing you to fine-tune the sensitivity to different market conditions.
Show Long and Cash Signals: Toggle the display of long and short signals on the chart.
Exhaustion Levels: Toggle the display of support and resistance levels, adjusting the length of swings and the thickness of the lines to suit your preferences.
Trading Applications
The BBPct FL Impulse indicator is a versatile tool designed to help traders identify impulse moves and exhaustion points. Some of its key applications include:
Breakout Trading: By using the BBPct to detect when price moves toward the extremes of the Bollinger Bands, traders can anticipate potential breakouts and catch the beginning of strong price moves.
Reversal Trading: The exhaustion support and resistance levels provide key areas where price may reverse, allowing reversal traders to identify potential entries as the market shows signs of exhaustion.
Trend Following: The for-loop scoring system helps quantify the strength of price moves, enabling trend-following traders to stay in winning trades as long as the impulse remains strong.
Risk Management: By providing clear support and resistance levels, the indicator helps traders manage risk more effectively by highlighting zones where price may pause or reverse, allowing for better stop-loss placement.
Final Thoughts
The BBPct FL Impulse is an advanced indicator that combines the precision of Bollinger Band Percentage calculations with the power of a for-loop scoring system and dynamic exhaustion levels. Whether you're looking to trade breakouts, reversals, or trends, this indicator offers the tools to help you make informed decisions in the market.
As always, it's important to backtest the indicator and adapt it to your specific trading style and market. No indicator is infallible, and it should be used as part of a broader trading strategy that includes sound risk management practices.
Bollinger Bands Percentile + Stdev Channels (BBPct) [AlgoAlpha]Description:
The "Bollinger Bands Percentile (BBPct) + STD Channels" mean reversion indicator, developed by AlgoApha, is a technical analysis tool designed to analyze price positions using Bollinger Bands and Standard Deviation Channels (STDC). The combination of these two indicators reinforces a stronger reversal signal. BBPct calculates the percentile rank of the price's standard deviation relative to a specified lookback period. Standard deviation channels operate by utilizing a moving average as the central line, with upper and lower lines equidistant from the average based on the market's volatility, helping to identify potential price boundaries and deviations.
How it Works:
The BBPct indicator utilizes Bollinger Bands, which consist of a moving average (basis) and upper and lower bands based on a specified standard deviation multiplier. By default, it uses a 20-period moving average and a standard deviation multiplier of 2. The upper band is calculated by adding the basis to the standard deviation multiplied by the multiplier, while the lower band is calculated by subtracting the same value. The BBPct indicator calculates the position of the current price between the lower and upper Bollinger Bands as a percentile value. It determines this position by comparing the price's distance from the lower band to the overall range between the upper and lower bands. A value of 0 indicates that the price is at the lower band, while a value of 100 indicates that the price is at the upper band. The indicator also includes an optional Bollinger Band standard deviation percentage (%Stdev) histogram, representing the deviation of the current price from the moving average as a percentage of the price itself.
Standard deviation channels, also known as volatility channels, aid in identifying potential buying and selling opportunities while minimizing unfavorable trades. These channels are constructed by two lines that run parallel to a moving average. The separation between these lines is determined by the market's volatility, represented by standard deviation. By designating upper and lower channel lines, the channels demarcate the borders between typical and atypical price movements. Consequently, when the market's price falls below the lower channel line, it suggests undervaluation, whereas prices surpassing the upper channel line indicate overvaluation.
Signals
The chart displays potential reversal points through the use of red and green arrows. A red arrow indicates a potential bearish retracement, signaling a possible downward movement, while a green arrow represents a potential pullback to the positive, suggesting a potential upward movement. These signals are generated only when both the BBPct (Bollinger Bands Percentage) and the STDC (Standard Deviation Channel) indicators align with bullish or bearish conditions. Consequently, traders might consider opening long positions when the green arrow appears and short positions when the red arrow is plotted.
Usage:
This indicator can be utilized by traders and investors to effectively identify pullbacks, reversals, and mean regression, thereby enhancing their trading opportunities. Notably, extreme values of the BBPct, such as below -5 or above 105, indicate oversold or overbought conditions, respectively. Moreover, the presence of extreme STDC zones occurs when prices fall below the lower channel line or cross above the upper channel line. Traders can leverage this information as a mean reversion tool by identifying instances of peak overbought and oversold values. These distinctive characteristics facilitate the identification of potential entry and exit points, thus augmenting trading decisions and enhancing market analysis.
The indicator's parameters, such as the length of the moving average, the data source, and the standard deviation multiplier, can be customized to align with individual trading strategies and preferences.
Originality:
The BBPct + STDC indicator, developed by AlgoAlpha, is an original implementation that combines the calculation of Bollinger Bands, percentile ranking, the %Stdev histogram and the STDC. While it shares some similarities with the Bollinger Bands %B indicator, the BBPct indicator introduces additional elements and customization options tailored to AlgoAlpha's methodology. The script is released under the Mozilla Public License 2.0, granting users the freedom to utilize and modify it while adhering to the license terms.
Bollinger Band Percentile SuiteThe Bollinger Band Percentile Suite (𝐵𝐵𝒫𝒸𝓉 𝒮𝓊𝒾𝓉𝑒) is a comprehensive and customizable toolkit built upon the foundation of the %B indicator. The methodology behind this toolkit remains consistent with the original %B indicator, while introducing a host of powerful features to enhance its functionality and adaptability.
Key Features and Customization:
The 𝐵𝐵𝒫𝒸𝓉 offers a wide array of customizable options to suit your trading preferences and strategies. It includes a variety of 14 moving average types that can be chosen as the basis for the Bollinger Band calculation. Additionally, traders have the flexibility to set their upper and lower boundaries for mean reversion detection, allowing for analysis tailored to the user's preference.
Deviation Calculation:
The toolkit provides an option to choose between standard and weighted deviation calculation methods. This added customization ensures that the indicator's behavior aligns with your unique trading style and preferences.
Signals and Reversals:
The 𝐵𝐵𝒫𝒸𝓉 excels in identifying potential overbought and oversold market conditions. It highlights these levels on the chart and marks potential reversal signals with small circles positioned either at the top or bottom of the indicator pane, providing traders with actionable insights.
Trend and Color Coding:
Incorporating a color-coded approach, the BBpct Suite enhances your understanding of market dynamics. It offers bar coloring options based on trend, allowing traders to identify bullish or bearish market conditions as the percentile goes above or below the midline.
Extremities and Reversions:
Recognizing extreme market conditions is crucial for traders. The 𝐵𝐵𝒫𝒸𝓉 includes color-coded indicators for extremities, indicating when the percentile ventures above or below the predefined thresholds. Moreover, it promptly identifies reversions by marking the moment the percentile crosses under the upper threshold (overbought) or over the lower threshold (oversold).
The Bollinger Band Percentile Suite equips traders with a versatile toolkit to gain valuable insights into market overbought and oversold conditions, and potential reversal signals. Its extensive customization options and array of features empower traders to make well-informed decisions based on their unique trading strategies and risk tolerance.
Please note that while the BBpct Suite provides robust analysis, it is advisable to combine its insights with other technical indicators and tools for a comprehensive trading approach.
Example Chart:
Reversion Zone IndexThe Reversion Zone Index (RZI) is an indicator that combines the Commodity Channel Index (CCI), Choppiness Index (CI), and Bollinger Bands Percentage (BBPct) to identify mean reversion signals in the market. It is plotted as an Exponential Moving Average (EMA) smoothed oscillator with overbought and oversold zones, and mean reversion signals are represented by red and green arrows.
The three indicators are combined to benefit from their complementary aspects and create a more comprehensive view of mean reversion conditions. Here's a brief overview of each indicator's benefits:
1. Commodity Channel Index (CCI): CCI measures the current price level relative to its average over a specified period. It helps identify overbought and oversold conditions, as well as potential trend retracements. By incorporating CCI, the RZI gains insights into momentum and potential turning points.
2. Choppiness Index (CI): CI quantifies the market's choppiness or trendiness by analyzing the range between the highest high and lowest low over a specific period. It indicates whether the market is in a trending or ranging phase. CI provides valuable information about the market state, which can be useful in mean reversion analysis.
3. Bollinger Bands Percentage (BBPct): BBPct measures the current price's position relative to the Bollinger Bands. It calculates the percentage difference between the current price and the bands, identifying potential overbought or oversold conditions. BBPct helps gauge the market's deviation from its typical behavior and highlights potential reversal opportunities.
The RZI combines the three indicators by taking an average of their values and applying further calculations. It smooths the combined oscillator using an EMA to reduce noise and enhance the visibility of the trends. Smoothing with EMA provides a more responsive representation of the overall trend and helps filter out short-term fluctuations.
The overbought and oversold zones are marked on the chart as reference levels. When the combined oscillator is above the overbought zone or below the oversold zone, it suggests a potential mean reversion signal. Red and green arrows are displayed to visually indicate these mean retracement signals.
The RZI is a valuable tool for identifying mean reversion opportunities in the market. It incorporates multiple indicators, each providing unique insights into different aspects of mean reversion, such as momentum, volatility, and price positioning. Traders can use this indicator to spot potential turning points and time their trades accordingly.
BBPCTIndicator tracks percentage distance between current price and its historical deviations, to produce premium and discount zones, suggest mean reversions,cooldowns and pullbacks
Script so far is traditional,simple, and straight forward ,tinkered it real quick on friend request after failing to find properly done and intuitive work on Bollinger Bands % in pine library
It might or might not be re-published as open source or study protected script , really depends on how future updates goes,how much work will be put in and how unique end result will be.
//Input Options in first release
Option to switch between small (6) variety of filters
(This time no non-traditional filters to avoid overwhelming and confusing users ,current list still yields good diversity for changing indicators behavior and pinpointing best suited filtering direction, in future current types will be swapped with more advanced ones and consolidated into three options tailored for different market conditions - trending,ranging, and balanced(?) - jack of all trades master of none.)
Option to toggle basic warnings about possible reversals,option for colored bars(candles) and/or arrow plots
OB/OS levels can be adjusted via inputs
Note: Current default compiling will lack traditional values as i ditched them and set to personal preference, set to 100 0 for traditional look
Sigma can be changed in inputs,length obviously can be changed too
Source can be changed
//Upcoming updates
Polishment- algorithmic change for cores logic
Attempt to build logic to differentiate pullbacks from reversals
More complex reversal recognition and their confirmations
Proper color coding
//Screencaps
Dont use comment section for asking access , got two warnings already from tradingview moderators because people flood the comment section and apparently its offence from my end to not provide directions for access.
If u are willing to test indicator and actually deliver feedback,ideas, params - Dm(direct message) and we add u ,expiration timer will be set in place to clean up in case no feedback is delivered.
P.S its not likely i will add more people to testing after people count reach 40-50 or script becomes older than week
