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The normal distribution — The normal distribution 62 problems

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The Normal Distribution (AS Statistics)

The normal distribution is a continuous probability distribution used to model many natural measurements such as heights, weights and test scores.

1. Definition

A variable \(X\) is normally distributed if:

\(X \sim N(\mu,\sigma^2)\)

  • \(\mu\) = mean
  • \(\sigma\) = standard deviation
  • \(\sigma^2\) = variance

The curve representing a normal distribution is called the normal curve.

2. Shape of the Normal Distribution

The normal distribution has the following properties:

  • Bell-shaped curve
  • Symmetrical about the mean
  • Mean = median = mode
  • Total area under the curve = 1

The graph is centered at \( \mu \) and spread depends on \( \sigma \).

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3. Standardising a Normal Variable

To calculate probabilities we convert values to the standard normal variable \(Z\).

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  • \(X\) = value of the variable
  • \(\mu\) = mean
  • \(\sigma\) = standard deviation

After finding \(Z\), probabilities are obtained from normal distribution tables.

4. The Empirical Rule

For a normal distribution:

Interval Approximate Percentage
\(\mu \pm 1\sigma\) 68%
\(\mu \pm 2\sigma\) 95%
\(\mu \pm 3\sigma\) 99.7%

This helps estimate probabilities quickly.

5. Example

The heights of students in a school are normally distributed:

\(X \sim N(170, 6^2)\)

Find the probability that a student is taller than 178 cm.

Step 1: Standardise

\[ Z = \frac{178-170}{6} \] \[ Z = 1.33 \]

Step 2: Use tables

\[ P(Z < 1.33) = 0.9082 \]

Therefore:

\[ P(X > 178) = 1 - 0.9082 \]
\[ P(X > 178) = 0.0918 \]

6. Exam Tips

  • Always write the distribution first: \(X \sim N(\mu,\sigma^2)\).
  • Draw a quick normal curve sketch.
  • Standardise using the \(Z\) formula.
  • Use normal tables carefully.
  • Remember: the area under the curve represents probability.
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