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Chart School / Thinking About Strategies & Risk

Moving averages and crossovers

Lesson 7 of 14 · about 1 min read, plus practice · Glossary

A simple moving average takes the arithmetic mean of a chosen number of past prices, usually closes. A shorter window reacts faster; a longer window smooths more history. Crossovers describe one average passing another. They lag the underlying observations and can reverse repeatedly in sideways markets. Choose the window and interval explicitly. An average is not a fair-value estimate, and it is not an independently verified forecast. Comparing only the successful crossover examples creates selection bias.

Worked fictional example

Fictional closes of $10, $12 and $14 have a three-period simple average of $12. Adding $10 and dropping the first $10 leaves the next three-period average at $12, despite a lower latest close.

Fictional example — synthetic daily data, not a live asset. Separate fictional daily OHLCV illustration for Moving averages and crossovers. Hollow body: close at or above open; filled body: close below open. Table provides exact values. Prices use a linear scale in illustrative US dollars. Equal spacing shows observed periods, not missing-session durations.

Orange line: 3-period simple average

On a small screen, scroll the chart horizontally to read every label.

chart-moving-averages fictional candlestick chartCloses in observation order: 10, 12, 14, 10, 11, 9. Exact dates, OHLC and volume appear in the following table.$15$8Period 1: open 10, high 11, low 9, close 10Period 2: open 10, high 13, low 9, close 12Period 3: open 12, high 15, low 11, close 14Period 4: open 14, high 15, low 9, close 10Period 5: open 10, high 12, low 9, close 11Period 6: open 11, high 12, low 8, close 9

Observation order / daily periods →

Accessible data table and chart description

Separate fictional daily OHLCV illustration for Moving averages and crossovers. Hollow body: close at or above open; filled body: close below open. Table provides exact values.

Synthetic OHLCV observations; volume is fictional units
Date UTCOpenHighLowCloseVolume
2024-01-011011910100
2024-01-021013912120
2024-01-03121511140
2024-01-041415910160
2024-01-051012911180
2024-01-06111289200

Legend: hollow body = close ≥ open; filled blue body = close < open. Wick = low to high. Direction is also readable from the table, without color.

What could invalidate this interpretation?

Repeated crosses in a narrow range weaken a hypothesis that a crossover alone identifies a sustained trend.

A counterexample

A fast average can cross above a slow one shortly before a sharp price decline. No continuation is guaranteed.

Check your understanding

What is the mean of 10, 12 and 14?

Can crossovers whipsaw in sideways markets?

Further learning

Original FinanceFD explanations and drawings. For additional context, see Fidelity’s overview of technical analysis, Fidelity’s RSI guide and Investor.gov’s investing introduction.

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