Statistics · real student question

Find P(X > 58.253) where X follows a normal distribution with mean 55 and standard deviation 10.

Question

Find P(X>58.253)P(X>58.253) where XN(μ=55, σ=10)X\sim N\left(\mu=55,\ \sigma=10\right).

Step-by-step solution

  1. Standardise the cut-off.

    z=58.2535510=3.25310=0.3253z=\frac{58.253-55}{10}=\frac{3.253}{10}=0.3253

    The value is only about a third of a standard deviation above the mean, so the upper tail should come out a little under 0.50.5.

  2. Convert the "greater than" into a cumulative area. Standard normal tables give left-tail areas, so use the complement:

    P(X>58.253)=P(Z>0.3253)=1Φ(0.3253)P(X>58.253)=P(Z>0.3253)=1-\Phi(0.3253)

    Forgetting this subtraction — reporting Φ(z)\Phi(z) itself — is the single most common error in right-tail problems.

  3. Evaluate Φ\Phi.

    Φ(0.3253)=0.62752\Phi(0.3253)=0.62752

    so

    P(X>58.253)=10.62752=0.37248P(X>58.253)=1-0.62752=0.37248

  4. Round and state.

    P(X>58.253)0.3725(about 37.25%)P(X>58.253)\approx 0.3725\quad\text{(about }37.25\%\text{)}

  5. Sanity-check against landmarks. At z=0z=0 the right tail is exactly 0.50.5, and at z=0.5z=0.5 it is 0.30850.3085. Since 0.32530.3253 lies between 00 and 0.50.5, the answer must lie between 0.30850.3085 and 0.50.5 — and 0.37250.3725 does \checkmark. Symmetrically, P(X<51.747)P(X<51.747) equals the same 0.37250.3725.

Answer

P(X>58.253)=1Φ(0.3253)0.3725P(X>58.253)=1-\Phi(0.3253)\approx 0.3725

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