Question #103299
b).For the past records, about 40% of a firms orders are for export . Their record for export is 48% in one particular financial quarter. If they expect to sastify about 80 orders in the next financial quarter, what is the probability that they will break their previous export record?.
1
Expert's answer
2020-02-19T09:53:41-0500

For large values of n, the distributions of the count X and the sample proportion p^\hat{p} are approximately normal. In practice, the approximation is adequate provided that both np5np\geq5 and n(1p)10n(1-p)\geq10 , since there is then enough symmetry in the underlying binomial distribution.

Given the proportion pp is expected to be 0.48 and from past records p^\hat{p} was found to be 0.4 and n=10.n=10. Then

np=10(0.48)=4.8<5,np=10(0.48)=4.8<5,

n(1p)=10(10.48)=5.2<10n(1-p)=10(1-0.48)=5.2<10

Normal distribution cannot be used.

Binomial distribution is appropriate for this event. Then 10(0.4)=410(0.4)=4

Probability of breaking the record

P(X>4)=1P(X=0)P(X=1)P(X>4)=1-P(X=0)-P(X=1)- P(X=2)P(X=3)P(X=4)=P(X=2)-P(X=3)-P(X=4)=

=1(100)(0.48)0(10.48)100(101)(0.48)1(10.48)101=1-\dbinom{10}{0}(0.48)^0(1-0.48)^{10-0}-\dbinom{10}{1}(0.48)^1(1-0.48)^{10-1}-

(102)(0.48)2(10.48)102(103)(0.48)3(10.48)103-\dbinom{10}{2}(0.48)^2(1-0.48)^{10-2}-\dbinom{10}{3}(0.48)^3(1-0.48)^{10-3}-

(104)(0.48)4(10.48)104-\dbinom{10}{4}(0.48)^4(1-0.48)^{10-4}\approx

10.00150.01330.05540.13640.2204\approx1-0.0015-0.0133-0.0554-0.1364-0.2204\approx

0.573\approx0.573


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