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  • Table of Contents
    • Overview
      • Why Analyze Securities?
      • Technical Analysis
      • Fundamental Analysis
      • Random Walk vs. Non-Random Walk
      • Asset Allocation and Diversification
      • John Murphy's 10 Laws of Technical Trading
      • John Murphy's "Charting Made Easy" eBook
      • Technical Analysis 101
        • TA 101 – Part 1
        • TA 101 – Part 2
        • TA 101 – Part 3
        • TA 101 – Part 4
        • TA 101 – Part 5
        • TA 101 – Part 6
        • TA 101 – Part 7
        • TA 101 – Part 8
        • TA 101 – Part 9
        • TA 101 – Part 10
        • TA 101 – Part 11
        • TA 101 – Part 12
        • TA 101 – Part 13
        • TA 101 – Part 14
        • TA 101 – Part 15
        • TA 101 – Part 16
        • TA 101 – Part 17
      • Irrational Exuberance
      • Cognitive Biases
      • Arthur Hill on Goals, Style and Strategy
      • Arthur Hill on Moving Average Crossovers
      • Multicollinearity
      • "The Trader's Journal" by Gatis Roze
        • Stage 1: Money Management
        • Stage 2: Business of Investing
        • Stage 3: The Investor Self
        • Stage 4: Market Analysis
        • Stage 5: Routines
        • Stage 6: Stalking Your Trade
        • Stage 7: Buying
        • Stage 8: Monitoring Your Investments
        • Stage 9: Selling
        • Stage 10: Re-Examine, Refine, Re-Enhance
        • Additional Reading
      • Bob Farrell's 10 Rules
      • Richard Rhodes' Trading Rules
      • Donchian Trading Guidelines
      • Why and How To Use Correlation
    • Chart Analysis
      • What Are Charts?
      • Support & Resistance
      • Trend Lines
      • Gaps and Gap Analysis
      • Introduction to Chart Patterns
      • Chart Patterns
        • Broadening Top or Megaphone Top
        • Double Top Reversal
        • Double Bottom Reversal
        • Head and Shoulders Top
        • Head and Shoulders Bottom
        • Falling Wedge
        • Rising Wedge
        • Rounding Bottom
        • Triple Top Reversal
        • Triple Bottom Reversal
        • Bump and Run Reversal
        • Flag, Pennant
        • Symmetrical Triangle
        • Ascending Triangle
        • Descending Triangle
        • Rectangle
        • Price Channel
        • Measured Move—Bullish
        • Measured Move—Bearish
        • Cup With Handle
      • Chart Types
        • Arms CandleVolume
        • CandleVolume
        • Elder Impulse System
        • EquiVolume
        • Heikin-Ashi Candlesticks
        • Kagi Charts
        • Renko Charts
        • Three Line Break Charts
        • MarketCarpets
        • Relative Rotation Graphs (RRG Charts)
        • Seasonality Charts
        • Yield Curve
      • Candlestick Charts
        • Introduction to Candlesticks
        • Candlesticks and Traditional Chart Analysis
        • Candlesticks and Support
        • Candlesticks and Resistance
        • Candlestick Bullish Reversal Patterns
        • Candlestick Bearish Reversal Patterns
        • Candlestick Pattern Dictionary
      • Point and Figure Charts
        • Point and Figure Basics
          • Introduction to Point & Figure Charts
          • Point & Figure Scaling and Timeframes
          • P&F Trend Lines
        • Classic Patterns
          • P&F Bullish Breakouts
          • P&F Bearish Breakdowns
          • P&F Signal Reversed
          • P&F Catapults
          • P&F Triangles
          • P&F Bull & Bear Traps
        • P&F Price Objectives
          • P&F Price Objectives: Breakout and Reversal Method
          • P&F Price Objectives: Horizontal Counts
          • P&F Price Objectives: Vertical Counts
        • Point & Figure Indicators
        • P&F Scans and Alerts
          • P&F Pattern Alerts
      • Chart Annotation Tools
        • Andrews' Pitchfork
        • Stock Market Cycles
        • Fibonacci Retracements
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        • Fibonacci Fans
        • Fibonacci Time Zones
        • Quadrant Lines
        • Raff Regression Channel
        • Speed Resistance Lines
    • Technical Indicators & Overlays
      • Introduction to Technical Indicators and Oscillators
      • Technical Indicators
        • Accumulation/Distribution Line
        • Alligator Indicator
        • Aroon
        • Aroon Oscillator
        • ATR Bands
        • ATR Trailing Stops
        • Average Directional Index (ADX)
        • Average True Range (ATR) and Average True Range Percent (ATRP)
        • Balance of Power (BOP)
        • Bollinger BandWidth
        • %B Indicator
        • Chaikin Money Flow (CMF)
        • Chaikin Oscillator
        • Chande Trend Meter (CTM)
        • CMB Composite Index
        • Commodity Channel Index (CCI)
        • ConnorsRSI
        • Coppock Curve
        • Correlation Coefficient
        • DecisionPoint Price Momentum Oscillator (PMO)
        • Detrended Price Oscillator (DPO)
        • Distance From Highs
        • Distance From Lows
        • Distance To Highs
        • Distance To Lows
        • Distance From Moving Average
        • Ease of Movement (EMV)
        • Force Index
        • Gopalakrishnan Range Index
        • High Low Bands
        • High Minus Low
        • Highest High Value
        • Linear Regression R2
        • Lowest Low Value
        • Mass Index
        • MACD (Moving Average Convergence/Divergence) Oscillator
        • MACD-Histogram
        • MACD-V
        • MACD-V Histogram
        • Median Price
        • Money Flow Index (MFI)
        • Negative Volume Index (NVI)
        • On Balance Volume (OBV)
        • Percentage Price Oscillator (PPO)
        • Percentage Volume Oscillator (PVO)
        • Performance Spread
        • Price Relative/Relative Strength
        • Pring's Know Sure Thing (KST)
        • Pring's Special K
        • Rate of Change (ROC)
        • Relative Strength Index (RSI)
        • Relative Volume (RVOL)
        • RRG Relative Strength
        • StockCharts Technical Rank
        • Slope
        • Standard Deviation (Volatility)
        • Stochastic Oscillator (Fast, Slow, and Full)
        • StochRSI
        • Traffic Light
        • TRIX
        • True Range
        • True Strength Index
        • TTM Squeeze
        • Typical Price
        • Ulcer Index
        • Ultimate Oscillator
        • Vortex Indicator
        • Weighted Close
        • Williams %R
      • Technical Overlays
        • Anchored VWAP
        • Bollinger Bands
        • Chandelier Exit
        • Double Exponential Moving Average (DEMA)
        • Hull Moving Average (HMA)
        • Ichimoku Cloud
        • Kaufman's Adaptive Moving Average (KAMA)
        • Keltner Channels
        • Linear Regression Forecast
        • Linear Regression Intercept
        • Moving Averages—Simple and Exponential
        • Moving Average Ribbon
        • Moving Average Envelopes
        • Parabolic SAR
        • Pivot Points
        • Price Channels
        • Triple Exponential Moving Average (TEMA)
        • Volume-by-Price
        • Volume-Weighted Average Price (VWAP)
        • ZigZag
    • Market Indicators
      • Introduction to Market Indicators
        • Market Indicator Dictionary
      • Advance-Decline Line
      • Advance-Decline Percent
      • Advance-Decline Volume Line
      • Advance-Decline Volume Percent
      • Arms Index (TRIN)
      • Bullish Percent Index (BPI)
      • DecisionPoint Intermediate-Term Breadth Momentum Oscillator (ITBM)
      • DecisionPoint Intermediate-Term Volume Momentum Oscillator (ITVM)
      • DecisionPoint Swenlin Trading Oscillator (STO)
      • High-Low Index
      • High-Low Percent
      • McClellan Oscillator
      • McClellan Summation Index
      • Net New 52-Week Highs
      • Percent Above Moving Average
      • Pring's Bottom Fisher
      • Pring's Diffusion Indicators
      • Pring's Inflation and Deflation Indexes
      • Pring's Net New High Indicators
      • Put/Call Ratio
      • Record High Percent
      • Volatility Indices
    • Market Analysis
      • Dow Theory
      • Sector Rotation Analysis
      • Intermarket Analysis
      • The DecisionPoint Chart Gallery
      • DecisionPoint Rydex Asset Analysis
      • Wyckoff Analysis Articles
        • Wyckoff Market Analysis
        • Wyckoff Stock Analysis
        • The Wyckoff Method: A Tutorial
      • Elliott Wave Analysis Articles
        • Introduction to Elliott Wave Theory
        • Identifying Elliott Wave Patterns
        • Guidelines for Applying Elliott Wave Theory
    • Trading Strategies & Models
      • DecisionPoint Trend Model
      • Trading Strategies
        • Bollinger Band Squeeze
        • CCI Correction
        • CVR3 VIX Market Timing
        • Faber's Sector Rotation Trading Strategy
        • Gap Trading Strategies
        • Harmonic Patterns
        • Hindenburg Omen
        • Ichimoku Cloud Trading Strategies
        • The 'Last' Stochastic Technique
        • MACD Zero-Line Crosses With Swing Points
        • Moving Average Trading Strategies
          • Finding Support and Resistance in Moving Averages
          • Guppy Multiple Moving Average: An MA Ribbon Designed to Tip the Market’s Hand
          • How To Trade Price-to-Moving Average Crossovers
          • Trading the Death Cross
          • Trading Using the Golden Cross
          • Using the 5-8-13 EMA Crossover for Short-Term Trades
        • Moving Momentum
        • Narrow Range Day NR7
        • Percent Above 50-day SMA
        • Percent B Money Flow
        • The Pre-Holiday Effect
        • RSI(2)
        • Six-Month Cycle MACD
        • Slope Performance Trend
        • Stochastic Pop and Drop
        • Swing Charting
        • Trend Quantification and Asset Allocation
    • Index & Market Indicator Catalog
      • Advance-Decline Indicators
      • Cboe Indices and Indicators
      • CME Futures and Spot Prices
      • DecisionPoint Sentiment Indicators
      • Dow Jones Breadth Indicators
      • Dow Jones Global Indices
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      • Dow Jones Titans Indices
      • Dow Jones US Indices
      • Economic Indicators
      • ICE Futures and Spot Prices
      • Intellidex Indices
      • MSCI Indices
      • New 52-week Highs and Lows for Exchanges
      • NYSE Arca Equity Indices
      • NYSE Equity Indices
      • Philadelphia Indices
      • S&P 500 Sector and Industry Groups
      • S&P GSCI Indices
      • StockCharts AD Percent
      • StockCharts AD Volume Percent
      • StockCharts Bullish Percent Index
      • StockCharts High-Low Index
      • StockCharts High-Low Percent
      • StockCharts Percent Above Moving Average
      • StockCharts Pseudo Symbols
      • StockCharts Record High Percent
      • StockCharts Theoretical Indices
      • US Treasury Yields
    • 📖Glossary
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On this page
  • What Is Multicollinearity?
  • Indicators From Different Categories
  • The Takeaway

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  1. Table of Contents
  2. Overview

Multicollinearity

A look at how to avoid having two very similar signals on the same chart and the importance of doing so.

PreviousArthur Hill on Moving Average CrossoversNext"The Trader's Journal" by Gatis Roze

Last updated 1 year ago

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What Is Multicollinearity?

Multicollinearity is a statistical term referring to the unknowing use of the same type of information more than once. It is a common problem in technical analysis. Analysts need to be careful not to utilize technical indicators that reveal the same type of information.

Here is how John Bollinger puts it: “A cardinal rule for the successful use of technical analysis requires avoiding multicollinearity amid indicators. Multicollinearity is simply the multiple counting of the same information. The use of four different indicators all derived from the same series of closing prices to confirm each other is a perfect example.”

Multicollinearity is a serious issue in technical analysis when your money is at stake. It is a problem because collinear variables contribute redundant information and can cause other variables to appear to be less important than they are. One of the real problems is that, oftentimes, multicollinearity is difficult to spot.

Indicators From Different Categories

Technical indicators should be arranged in categories to avoid using too many from the same category. Below is a table that categorizes the indicators available at StockCharts.com.

Category
Indicators

Momentum

Trend

Volume

The best way to quickly determine if an indicator is collinear with another one is to chart it. Make sure you have enough data on the chart to get a good indication. If they rise and fall in the same areas, the odds are that they're collinear and you should just use one of them.

The first chart below shows some examples of indicators that are collinear. Notice that all three indicators are basically saying the same thing. If your analysis was that this was supportive information, you would be falling into the multicollinearity trap. Pick one of the indicators for your analysis and do not use the others.

Below are some examples of indicators that are not collinear. When interpreted correctly, each will give different information. The indicators can be used to confirm a trading signal.

The Takeaway

If you are randomly selecting indicators to support your analysis, you will more than likely fall into the multicollinearity trap of using multiple indicators that are all saying the same thing. They are not giving you any additional information; in fact, they are restricting your overall view of the market. Don't search for supporting information among collinear indicators; though they can be appealing, they are ultimately misleading.

Volume Rate of Change Demand Index

Rate of Change (ROC)
Stochastics (%K, %D)
Relative Strength Index (RSI)
Commodity Channel Index (CCI)
Williams %R (Wm%R)
StochRSI
TRIX
Ultimate Oscillator
Aroon
Moving Averages
Moving Average Convergence Divergence (MACD)
Average True Range (ATR)
Wilder's DMI (ADX)
Price Oscillator (PPO)
Accumulation Distribution
Chaikin Money Flow (CMF)
Volume Oscillator (PVO)
On Balance Volume (OBV)
Money Flow Index
The RSI, CCI, and Wm%R all indicate similar scenarios.
Three indicators that are not collinear show different information about a stock. They can be used as confirmation tools.
A chart from StockCharts.com displaying three indicators (RSI, CCI, Wm %R) that show similar scenarios
A chart from StockCharts.com displaying three indicator that indicate different information about a stock