Statistics
Mean and Variance
Grade 11
Question:
<p>The mean and variance of seven observations are 8 and 16, respectively. If 5 of the observations are 2, 4, 10, 12, 14, then the product of the remaining two observations is ______.</p>
Step-by-Step Solution
Key Concept: Use the mean formula to find the sum of two unknown observations, then use the variance formula (which involves sum of squares) to establish a quadratic equation whose roots are the two unknowns.
Step 1: Determine the sum of the remaining observations.
Let the two unknown observations be $a$ and $b$.
The total number of observations is $n=7$.
The given observations are $2, 4, 10, 12, 14$.
The mean of the seven observations is 8.
The sum of all observations is given by $n \times \text{mean}$.
$$ 2 + 4 + 10 + 12 + 14 + a + b = 7 \times 8 $$
$$ 42 + a + b = 56 $$
$$ a + b = 56 - 42 $$
$$ a + b = 14 \quad (1) $$
Step 2: Determine the sum of the squares of the remaining observations.
The variance of the seven observations is 16.
The formula for variance is $Var(X) = E(X^2) - [E(X)]^2$.
First, calculate the sum of the squares of all observations, which is $n \times E(X^2)$:
$$ \sum X^2 = 2^2 + 4^2 + 10^2 + 12^2 + 14^2 + a^2 + b^2 $$
$$ \sum X^2 = 4 + 16 + 100 + 144 + 196 + a^2 + b^2 $$
$$ \sum X^2 = 460 + a^2 + b^2 $$
Thus, $E(X^2) = \frac{460 + a^2 + b^2}{7}$.
The mean $E(X)$ is 8, so $[E(X)]^2 = 8^2 = 64$.
Substitute these values into the variance formula:
$$ 16 = \frac{460 + a^2 + b^2}{7} - 64 $$
$$ 16 + 64 = \frac{460 + a^2 + b^2}{7} $$
$$ 80 = \frac{460 + a^2 + b^2}{7} $$
$$ 80 \times 7 = 460 + a^2 + b^2 $$
$$ 560 = 460 + a^2 + b^2 $$
$$ a^2 + b^2 = 560 - 460 $$
$$ a^2 + b^2 = 100 \quad (2) $$
Step 3: Calculate the product of the remaining observations.
We use the algebraic identity $(a+b)^2 = a^2 + b^2 + 2ab$.
Substitute the values from equations (1) and (2) into this identity:
$$ (14)^2 = 100 + 2ab $$
$$ 196 = 100 + 2ab $$
$$ 196 - 100 = 2ab $$
$$ 96 = 2ab $$
$$ ab = \frac{96}{2} $$
$$ ab = 48 $$
The product of the remaining two observations is 48.
Correct Answer: 45