Answer to Question #119393 in Statistics and Probability for Michael

Question #119393
Suppose that 3% of computer chips produced by a certain machine are defective. The
chips are put into packages of 20 chips for distribution to retailers. What is the
probability that a randomly selected package of chips will contain at least 2 defective
chips?
1
Expert's answer
2020-06-08T18:48:59-0400

Let X = the random variable denoting the number of defective computer chips in the randomly selected package, X = 0, 1, 2, ..., 20


Since, 3% of the chips produced are defective, therefore, the probability that a chip is defective is 3% i.e. 0.03.


Therefore, X ~ bin(n = 20, p = 0.03)


The p.m.f. of X is given by,


P(X = x) = {(20x)(0.03)x(10.03)20xfor x=0,1,2,...,200otherwise \begin{cases} \dbinom{20}{x}(0.03)^x(1-0.03)^{20-x} &\text{for } x=0,1,2,...,20 \\ 0 &\text{otherwise } \end{cases}


The probability that the randomly selected package of chips will contain at least 2 defective chips

= P(X \geq 2)


= 1 - P(X < 2) [since the total probability is 1]


= 1 - [P(X = 0) + P(X = 1)]


= 1 -[(200)(0.03)0(10.03)200+(201)(0.03)1(10.03)201\dbinom{20}{0}(0.03)^0(1-0.03)^{20-0}+\dbinom{20}{1}(0.03)^1(1-0.03)^{20-1} ]


1 - [0.5437 + 0.3364]


= 0.1199


Answer: The probability that the randomly selected package of chips will contain at least 2 defective chips is 0.1199.

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