Question

In: Statistics and Probability

1. Calculate the mean, the variance, and the standard deviation of the following discrete probability distribution....

1. Calculate the mean, the variance, and the standard deviation of the following discrete probability distribution.

X -23 17 -9 -3
P(X=x) 0.5 0.25 0.15 0.19

2. A marketing firm is considering making up to three new hires. Given its specific needs, the form feels that there is a 60% chance of hiring at least two candidates. There is only a 5% chance that it will not make any hires and a 10% chance that it will make all three hires.

*Find the expected value and standard deviation of the number of hires.

Solutions

Expert Solution

1.

mean = sum of (x*P(X))

= -23*0.5 + 17*0.25 + (-9)*0.15 + (-3)*0.19

= -9.17

mean = -9.17

variance = E(X^2) - E(X)^2

= sum of ((x^2)*P(X)) - ( sum of (x*P(X)) )^2

= ((-23)^2*0.5 + (17)^2*0.25 + (-9)^2*0.15 + (-3)^2*0.19) - mean^2

= 350.61 - (-9.17)^2

= 266.5211

variance = 266.5211

Standard deviation = variance^0.5 = 266.5211^0.5 = 16.3255

Standard deviation = 16.3255

2.

P(x>=2) = 0.60 {given}

P(2) + P(3) = 0.60

P(2) + 0.10 {given} = 0.60

P(2) = 0.50

P(0) = 0.05 {given}

P(3) = 0.10 {given}

P(0)+P(1)+P(2)+P(3) = 1

0.05+P(1)+0.50+0.10 = 1

P(1) = 0.35

E(number of hires(x)) = sum of (x*P(x))

= 0*0.05+1*0.35+2*0.50+3*0.10

= 1.65

expected value = 1.65

SD = sum of (x-E)^2 * P(x)

= (0-1.65)^2*0.05+(1-1.65)^2*0.35+(2-1.65)^2*0.50+(3-1.65)^2*0.10

= 0.5275

SD = 0.5275

(please UPVOTE)


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