1.) X ~ N(60, 9). Suppose that you form random samples of 25 from this distribution. Let¯¯¯¯¯XX¯ be the random variable of averages. Let ΣX be the random variable of sums. For parts c through f, sketch the graph, shade the region, label and scale the horizontal axis for¯¯¯¯¯XX¯, and find the probability. Using Excel and Excel functions for each question show me how you got your answer.
Don't forget to use excel and the functions.
Central limit theorem:- if x follows the normal distribution with mean u and std deviation is sigma then for any n, the sample mean(xbar) follows the normal distribution with mean u & std dev (sigma/root (n))
Here X follows N(60,9) then for n =25, the sample mean xbar have mean 60 & std dev = 9 / root(25) = 9/5 = 1.8
xbar have mean 60 & std deviation 1.8
mean | std deviation | ||||
60 | 1.8 | ||||
Question | explanation | Formula | Probability | ||
Q.1) | P(xbar < 60) | NORM.DIST(60,60,1.8,1) | 0.5 | ||
Q.2) | 30th Percentile | P30 | P(xbar < a) = 0.30 | NORM.INV(0.3,60,1.8) | 59.06 |
Q.3) | P(56 < xbar < 62) | P(xbar < 62) - P(xbar < 56) | NORM.DIST(62,60,1.8,1) - NORM.DIST(58,60,1.8,1) | 0.73 | |
Q.4) | P(18 < xbar < 58) | P(xbar < 58) - P(xbar < 18) | NORM.DIST(58,60,1.8,1) - NORM.DIST(18,60,1.8,1) | 0.13 | |
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