Question

In: Statistics and Probability

The National Highway Traffic Safety Administration reported the percentage of traffic accidents occurring each day of...

The National Highway Traffic Safety Administration reported the percentage of traffic accidents occurring each day of the week. Assume that a sample of 420 accidents provided the following data. Sunday 63. Monday 47. Tuesday 55. Wednesday 45. Thursday 57. Friday 67. Saturday 86. 1)Conduct a hypothesis test to determine if the proportion of traffic accidents is the same for each day of the week. What is the p-value? 2. Compute the value of the x^2 test statistic (to 3 decimals). 3. The p-value =? 4. Compute the percentage of traffic accidents occuring on each day of the week (to one decimal)

Solutions

Expert Solution

Solution:

We are given that: a sample of 420 accidents provided the following data.

Sunday 63.

Monday 47.

Tuesday 55.

Wednesday 45.

Thursday 57. .

Friday 67.

Saturday 86.

Part 1) conduct a hypothesis test to determine if the proportion of traffic accidents is the same for each day of the week. What is the p-value?

Step 1) State H0 and H1:

H0: the proportion of traffic accidents is the same for each day of the week.

Vs

H1: the proportion of traffic accidents is not same for each day of the week.

Step 2) Test statistic:

Where Oi = Observed frequencies

Ei = Expected Frequencies = N / k = 420 / 7 = 60

Thus we need to make following table:

Day Oi Ei Oi^2/Ei
Sunday 63 60 66.150
Monday 47 60 36.817
Tuesday 55 60 50.417
Wednesday 45 60 33.750
Thursday 57 60 54.150
Friday 67 60 74.817
Saturday 86 60 123.267
N=420

Thus Chi-square test statistic is:

Step 3) P-value:

To find exact p-value, we use Excel command:

=CHISQ.DIST.RT( x , df)

where x = and df = k - 1 = 7 - 1 = 6

=CHISQ.DIST.RT( 19.367 , 6 )

= 0.0036

Thus P-value = 0.0036

We can find P-value range by using Chi-square table:

Look in Chi-square table for df = 6 row and find the interval in which Chi-square test statistic value fall.

then find corresponding one tail area.

Chi-square test statistic value is 19.367 > 18.548

and area corresponding to 18.548 is 0.005

Thus Area corresponding to 19.367 is < 0.005

That is: P-value < 0.005

Step 4) Decision Rule:

Reject H0, if P-value < 0.05 significance level, otherwise we fail to reject H0.

Since P-value < 0.005 , that means it is also < 0.05 significance level, we reject H0.

Step 5) Conclusion:

There is not sufficient evidence to conclude that the proportion of traffic accidents is the same for each day of the week.

2. Compute the value of the x^2 test statistic

3. The p-value = 0.0036

4. Compute the percentage of traffic accidents occurring on each day of the week

We divide each Observed frequency by N = 420 and multiply by 100 to get answer in % form.

Thus we get:

Day Oi Percentage
Sunday 63 15.0%
Monday 47 11.2%
Tuesday 55 13.1%
Wednesday 45 10.7%
Thursday 57 13.6%
Friday 67 16.0%
Saturday 86 20.5%
420 100.0%

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