Question

In: Statistics and Probability

Question: Thirty years ago, the Big Three automakers dominated car sales in this country. Backthen, Ford...

Question: Thirty years ago, the Big Three automakers dominated car sales in this country. Backthen, Ford accounted for 28% of sales, GM for 26%, and Chrysler for 16%. Foreign companies accounted for 30% of sales. Data for 158 recent car purchases was collected to see if there is a significant shift in this pattern:

Car Maker   

Ford

GM

Chrysler

Foreign

Cars Sold

42

25

20

71

a)Use the Goodness of Fit Hypothesis Test to find if the pattern from 30 years ago is still in place, using the 0.05 level of significance.Show all steps of the hypothesis test: Hypotheses, Alpha, Distribution, Sketch with Critical Value, Calculate Test Statistic by hand and put on Sketch, Decision, Conclusion.

b)Would your conclusion change if you changed your level of significance level to 1%? Show why or why not.



Solutions

Expert Solution

a)

null hypothesis:Ho: pattern of car purchase follows which was in place 30 years ago

alternate hypothesis: pattern of car purchase differs from which was in place 30 years ago

alpha=0.05

distribution -chi square:

for (categories-1=3) df and 0.05 level critical value =7.815

applying chi square goodness of fit test:

observed Expected Chi square
category Probability(p) Oi Ei=total*p R2i=(Oi-Ei)2/Ei
Ford 0.280 42.000 44.240 0.113
GM 0.260 25.000 41.080 6.294
Chrysler 0.160 20.000 25.280 1.103
Foreign 0.300 71.000 47.400 11.750
total 1.000 158 158 19.261

from above chi squae test statistic =19.261

as test statistic falls in rejection region we rject null hypothesis

we have sufficient evidence at 0.05 level to conclude that  pattern of car purchase differs from which was in place 30 years ago

b)

for 0.01 level and 3 df crtiical value =11.345

as test statisitc is higher than critical value out conclusion will remain same at 0.01 level


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