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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
        • Fibonacci Arcs
        • 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 Bounce: Finding Support and Resistance in Moving Averages
          • 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
      • Dow Jones Select Indices
      • 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
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On this page
  • Moving Average Crossovers
  • Some Examples
  • The Bottom Line

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  1. Table of Contents
  2. Overview

Arthur Hill on Moving Average Crossovers

Unlock the power of moving average crossovers with Arthur Hill's expert insights. Learn how to leverage moving averages to make smarter trading decisions. Explore techniques and practical tips.

PreviousArthur Hill on Goals, Style and StrategyNextMulticollinearity

Last updated 11 months ago

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Moving Average Crossovers

A popular use for is to develop simple trading systems based on moving average crossovers. A trading system using two moving averages would give a buy signal when the shorter (faster) moving average crosses above the longer (slower) moving average. A sell signal would be given when the shorter moving average crosses below the longer moving average.

The speed of the systems and the number of signals generated will depend on the length of the moving averages. Shorter moving average systems will be faster, generate more signals, and be nimble for early entry. However, they will generate more false signals than systems with longer moving averages.

Some Examples

In Apple, Inc.'s (AAPL) daily chart below, a 30/100 (EMA) crossover generated buy and sell signals.

As with all trend-following systems, the signals work well when the stock develops a strong trend but are ineffective when the stock is in a trading range. The one generated in Nov 2023 was a good entry point for a long position. However, the exit signal based on the moving average crossover generated on March 2024 would have given back some profits.

In the example below, a 20/60 EMA crossover system generated several buy and sell signals.

The plot below the price is the 20/60 EMA differential, shown as a percent and displayed using the PPO set at (20,60,1). The dashed blue lines above and below zero (the centerline) represent the buy and sell trigger points. Using zero as the crossover point for the buy and sell signals generated too many false signals. To reduce the number of signals, you can set the buy signal just above the zero line, say at +2%, and the sell signal just below the zero line, at -2%. A buy signal is in force when the 20-day EMA is more than 2% above the 60-day EMA. A sell signal is in force when the 20-day EMA is more than 2% below the 60-day EMA.

If a stock fails to hold a trend, you'd have to place tight stop-losses to lock in profits. A trailing stop or use of the parabolic SAR might have helped lock in profits.

The Bottom Line

Moving average crossover systems can be effective but should be used with other aspects of technical analysis (patterns, candlesticks, momentum, volume, and so on). While it's easy to find a system that worked well in the past, there is no guarantee it will work in the future.


A buy signal is generated when the 30-day EMA moves above the 100-day EMA. A sell signal is in force when the 30-day EMA falls below the 100-day EMA. A 30/100 differential plot is shown below the price chart using the (PPO) set to (30,100,1). The 30-day EMA is greater than the 100-day EMA when the differential is positive. When negative, the 30-day EMA is less than the 100-day EMA.

You can find many good signals, but you may also find some . Although much would depend on the exact entry and exit points, you could have made profitable trades using this system, but some may not be large profits that are probably not enough to justify the risk.

Learn More.

Percentage Price Oscillator
Trading With Moving Averages
exponential moving average
whipsaws
Applying exponential moving averages and Percentage Price Oscillator to generate buy and sell signals.
Chart of Apple stock showing how exponential moving average crossovers and the PPO indicator can be used to generate buy and sell signals
moving averages