Question #76860

4.1 A discrete random variable can be described by the Binomial distribution if it satisfies FOUR (4) conditions. State these conditions. (4 marks)
4.2 A shoe factory in Umlazi in the district of Durban shows that 30% of customers use a credit card to make payment. On a particular morning, 7 customers purchase shoes from the store. Determine the probability that;
4.2.1 3 customers will pay by credit card. (4 marks)
4.2.2 At least one will pay by credit card. (4 marks)
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4.3 The time it takes a randomly selected job applicant to perform a certain task is normally distributed with a mean value of 120 seconds and a standard deviation of 20 seconds. Determine the probability that a randomly selected candidate will complete the task;
4.3.1 between 100 and 130 seconds. (3 marks)
4.3.2 between 75 and 100 seconds. (3 marks)
4.3.3 within 75 seconds. (2 marks)

Expert's answer

Answer on Question #76860 – Math – Statistics and Probability

Question

1. A discrete random variable can be described by the Binomial distribution if it satisfies FOUR (4) conditions. State these conditions.

Solution

The number of experiments nn is fixed.

Each experiment is independent.

Each experiment represents one of two outcomes ("success" or "failure").

The probability of "success" pp is the same for each outcome.

2. A shoe factory in Umlazi in the district of Durban shows that 30%30\% of customers use a credit card to make payment. On a particular morning, 7 customers purchase shoes from the store. Determine the probability that

Question

a. 3 customers will pay by credit card.

Solution

Using Binomial distribution:


p=0.3,n=7p = 0.3, n = 7P(x=3)=C73p3(1p)73=7!3!4!0.330.74=0.2269P(x = 3) = C_7^3 p^3 (1 - p)^{7 - 3} = \frac{7!}{3! 4!} 0.3^3 0.7^4 = 0.2269


Question

b. At least one will pay by credit card.

Solution


P(x1)=1P(x=0)=17!0!7!0.300.77=0.9176P(x \geq 1) = 1 - P(x = 0) = 1 - \frac{7!}{0! 7!} 0.3^0 0.7^7 = 0.9176


3. The time it takes a randomly selected job applicant to perform a certain task is normally distributed with a mean value of 120 seconds and a standard deviation of 20 seconds. Determine the probability that a randomly selected candidate will complete the task

Question

a. between 100 and 130 seconds.

Solution

P(100<x<130)=P(10012020<z<13012020)=P(1<z<0.5)==P(z<0.5)P(z<1)=0.69150.1587=0.5328P(100 < x < 130) = P\left(\frac{100 - 120}{20} < z < \frac{130 - 120}{20}\right) = P(-1 < z < 0.5) = \\ = P(z < 0.5) - P(z < -1) = 0.6915 - 0.1587 = 0.5328

Question

b. between 75 and 100 seconds.

Solution

P(75<x<100)=P(7512020<z<10012020)=P(2.25<z<1)==P(z<1)P(z<2.25)=0.15870.0122=0.1465P(75 < x < 100) = P\left(\frac{75 - 120}{20} < z < \frac{100 - 120}{20}\right) = P(-2.25 < z < -1) = \\ = P(z < -1) - P(z < -2.25) = 0.1587 - 0.0122 = 0.1465

Question

c. within 75 seconds.

Solution

P(x<75)=P(z<7512020)=P(z<2.25)=0.0122P(x < 75) = P\left(z < \frac{75 - 120}{20}\right) = P(z < -2.25) = 0.0122
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