IB DP Mathematics • 2024 • 7 Marks

Statistics & Probability: Continuous Random Variables & Probability Density Functions

Official examination question with verified M1/A1 mark scheme and step-by-step mathematical reasoning.

Problem Statement

A continuous random variable $X$ has probability density function (PDF): $f(x) = \begin{cases} k x (2 - x) & 0 \le x \le 2 \\ 0 & \text{otherwise} \end{cases}$ (a) Show that $k = \frac{3}{4}$. [2 Marks] (b) Find the median of $X$. [2 Marks] (c) Calculate $E(X)$ and $\text{Var}(X)$. [3 Marks]

Verified Solution & Marking Scheme

Part (a): Normalization Integral
$\int_0^2 f(x) \, dx = 1 \implies k \int_0^2 (2x - x^2) \, dx = 1$ $k \left[ x^2 - \frac{x^3}{3} \right]_0^2 = k \left( 4 - \frac{8}{3} \right) = k \left( \frac{4}{3} \right) = 1 \implies k = \frac{3}{4} \quad (AG)$
Part (b): Determine Median
Notice that $f(x) = \frac{3}{4}x(2 - x)$ is a symmetric parabola about $x = 1$ on the interval $[0, 2]$. By symmetry, $\int_0^1 f(x)\,dx = \frac{1}{2}$. Hence the median is $m = 1$.
Part (c): Expectation and Variance
By symmetry, $E(X) = 1$. To find $\text{Var}(X) = E(X^2) - [E(X)]^2$: $E(X^2) = \frac{3}{4}\int_0^2 x^2(2x - x^2)\,dx = \frac{3}{4}\int_0^2 (2x^3 - x^4)\,dx$ $= \frac{3}{4}\left[ \frac{x^4}{2} - \frac{x^5}{5} \right]_0^2 = \frac{3}{4}\left( 8 - \frac{32}{5} \right) = \frac{3}{4}\left(\frac{8}{5}\right) = \frac{6}{5} = 1.2$ $\text{Var}(X) = 1.2 - 1^2 = 0.2 = \frac{1}{5}$
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