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If the mean of the data: 7, 8, 9, 7, 8, 7, $$\lambda$$, 8 is 8, then the variance of this data is:
We have eight observations in the data set, namely 7, 8, 9, 7, 8, 7, $$\lambda$$, 8.
The mean is given to be 8. By definition,
$$\text{Mean} \;(\bar{x})=\dfrac{\text{Sum of all observations}}{\text{Number of observations}}.$$
Substituting the known values,
$$8=\dfrac{7+8+9+7+8+7+\lambda+8}{8}.$$
Multiplying both sides by 8, we get
$$64=7+8+9+7+8+7+8+\lambda.$$
Adding the numerical terms step by step,
$$7+8=15,$$
$$15+9=24,$$
$$24+7=31,$$
$$31+8=39,$$
$$39+7=46,$$
$$46+8=54.$$
So the equation becomes
$$64=54+\lambda.$$
Hence,
$$\lambda=64-54=10.$$
Now that all values are known, we proceed to find the variance. For a complete data set (population), the variance $$\sigma^{2}$$ is defined as
$$\sigma^{2}=\dfrac{\sum (x-\bar{x})^{2}}{n},$$
where $$x$$ is an individual observation, $$\bar{x}$$ is the mean, and $$n$$ is the total number of observations.
Here $$\bar{x}=8$$ and $$n=8.$$ We compute $$(x-\bar{x})^{2}$$ for each value:
For 7: $$7-8=-1 \;\Rightarrow\; (-1)^{2}=1.$$ There are three such 7’s, so contribution $$=3\times1=3.$$
For 8: $$8-8=0 \;\Rightarrow\; 0^{2}=0.$$ There are three such 8’s, so contribution $$=3\times0=0.$$
For 9: $$9-8=1 \;\Rightarrow\; 1^{2}=1.$$ Contribution $$=1.$$
For 10: $$10-8=2 \;\Rightarrow\; 2^{2}=4.$$ Contribution $$=4.$$
Adding all squared deviations,
$$\sum (x-\bar{x})^{2}=3+0+1+4=8.$$
Finally, substituting into the variance formula,
$$\sigma^{2}=\dfrac{8}{8}=1.$$
Hence, the correct answer is Option D.
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