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?.

Expert's answer

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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