Dynamics and StatisticsHardBloom L3
Question
The mean and variance of a dataset of 10 observations are 10 and 2, respectively. If an observation $\alpha$ in this data is replaced by $\beta$, the mean and variance become 10.1 and 1.99, respectively. Then $\alpha + \beta$ equals
Options
A.$10$
B.$15$
C.$5$
D.$20$
Solution
Let the 10 observations be $x_1, x_2, \ldots, x_9, \alpha$.
**Given (original data):**
$$\text{Mean} = 10 \implies \sum_{i=1}^{9} x_i + \alpha = 100 \implies \sum_{i=1}^{9} x_i = 100 - \alpha \quad \cdots (1)$$
$$\text{Variance} = 2 \implies \frac{\sum x_i^2}{10} - (10)^2 = 2 \implies \frac{\sum x_i^2}{10} = 102 \implies \sum_{i=1}^{10} x_i^2 = 1020$$
$$\therefore \sum_{i=1}^{9} x_i^2 = 1020 - \alpha^2 \quad \cdots (2)$$
**After replacing $\alpha$ with $\beta$:**
$$\text{New mean} = 10.1 \implies \frac{(100 - \alpha) + \beta}{10} = 10.1$$
$$\implies \beta - \alpha = 1 \quad \cdots (3)$$
$$\text{New variance} = 1.99 \implies \frac{(1020 - \alpha^2) + \beta^2}{10} - (10.1)^2 = 1.99$$
$$\implies \frac{1020 - \alpha^2 + \beta^2}{10} = 1.99 + 102.01 = 104$$
$$\implies 1020 - \alpha^2 + \beta^2 = 1040$$
$$\implies \beta^2 - \alpha^2 = 20$$
$$\implies (\beta - \alpha)(\beta + \alpha) = 20$$
Substituting from $(3)$:
$$1 \times (\alpha + \beta) = 20$$
$$\therefore \alpha + \beta = 20$$
**Answer: (D)**
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