Chalk−1

Math · Introductory statistics · Worked example

Find a normal probability with a z-score

Adult heights in a population are approximately normal with mean 170 cm and standard deviation 8 cm. What fraction are taller than 186 cm?

Standardize

186 cm is two standard deviations above the mean.

186−1708=2

Find the area to the left

Φ(2) ≈ 0.9772: about 97.7% of heights lie below 186 cm.

Take the complement

The area to the right is what is left.

1−0.9772=0.0228

Check with the 68–95–99.7 rule

About 95% lie within two standard deviations, so about 2.5% lie above, close to the exact 2.28%.

Result

About 0.0228, so 2.3% of adults in this population are taller than 186 cm.

Your turn

In the same population, what fraction are shorter than 158 cm?

Show the answer and explanation

About 0.0668, or 6.7%.

z = (158 − 170)/8 = −1.5, and Φ(−1.5) ≈ 0.0668.

158−1708=−1.5

Keep exploring

In Statistics, Distributions shows P(X ≥ 2) = 0.0227501 for the standard normal. Change the value to 1 and the right tail grows to about 0.159.

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