Home / IBDP Maths SL 4.12 Standardization of normal variables AA HL Paper 1- Exam Style Questions

IBDP Maths SL 4.12 Standardization of normal variables AA HL Paper 1- Exam Style Questions- New Syllabus

Question

The random variables \( X \) and \( Y \) follow normal distributions such that \( X \sim N(7, a^2) \) and \( Y \sim N(19, a^2) \), where \( a > 0 \).
(a) Determine the value of \( b \) for which \( P(X > b) = P(Y > 22) \).
(b) State the approximate value of \( P(7 – a < X < 7 + a) \), giving your answer to two significant figures.
(c) Given that \( a = 3 \), find the approximate value of \( P(Y < 22) \), correct to two significant figures.

Syllabus Topic Codes (IB Mathematics AA HL):

SL 4.9: The normal distribution and curve; properties of the normal distribution — parts (a), (b), (c) 
SL 4.12: Standardization of normal variables (z-values); inverse normal calculations — part (a)
▶️ Answer/Explanation

(a)
Since \( X \) and \( Y \) have the same variance \( a^2 \), their distributions are identical in shape, just shifted by a constant. \( Y \) has mean 19, \( X \) has mean 7, so \( Y = X + 12 \). Given \( P(Y > 22) \), we note \( Y > 22 \) corresponds to \( X + 12 > 22 \), i.e. \( X > 10 \). So \( b = 10 \).
\(\boxed{10}\)

(b)
For a normal distribution, about 68% of the data lies within one standard deviation of the mean[cite: 1383]. Here, \( 7 \pm a \) is exactly one standard deviation from the mean of \( X \). So \( P(7 – a < X < 7 + a) \approx 0.68 \).
\(\boxed{0.68}\)

(c)
Given \( a = 3 \), so \( Y \sim N(19, 3^2) \). The value \( 22 \) is exactly one standard deviation above the mean \( 19 \) (since \( 19 + 3 = 22 \)). Using the empirical rule: \( P(Y < 22) \) includes the area below the mean (0.50) plus the area between the mean and one standard deviation above (approximately 0.34). Thus, \( P(Y < 22) \approx 0.50 + 0.34 = 0.84 \).
\(\boxed{0.84}\)

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