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Exercises · Q9

Q.A normal distribution has mean 100 and standard deviation 15. Find the two values of X between which the middle 95% of the distribution lies.

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Step 1 — Identify the z-boundary for the middle 95%. If 95% of the area is in the middle, then 2.5%2.5\% is left in EACH tail (since the curve is symmetric). This is the standard, well-known boundary z=±1.96z = \pm1.96 — confirmed from the table since Φ(1.96)=0.9750\Phi(1.96)=0.9750, meaning exactly 1−0.9750=0.0250=2.5%1-0.9750=0.0250=2.5\% lies above z=1.96z=1.96, and by symmetry another 2.5% lies below z=−1.96z=-1.96, leaving 100%−2.5%−2.5%=95%100\%-2.5\%-2.5\%=95\% in the middle.

Step 2 — Reverse the standardization formula for both boundaries.

X1=μ−1.96σ=100−1.96(15)=100−29.4=70.6X_1 = \mu - 1.96\sigma = 100 - 1.96(15) = 100-29.4 = 70.6

X2=μ+1.96σ=100+1.96(15)=100+29.4=129.4X_2 = \mu + 1.96\sigma = 100 + 1.96(15) = 100+29.4 = 129.4 …

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