Question

In: Statistics and Probability

Dr. Mac, a radiologist, feels fairly certain that there are gender differences in whether or not...

Dr. Mac, a radiologist, feels fairly certain that there are gender differences in whether or not people have ever had a broken bone. He surveyed 1,012 adults who were randomly selected from among all adults in the U.S. and he constructed the bivariate table below based on the survey results. Use the bivariate table to complete parts (a) -(h)

Ever had a broken bone?

Female

Male

Total

Yes

121

243

364

No

486

162

648

Total

607

405

1012

  1. Calculate the degrees of freedom (3 points).
  1. Determine the p-value for the chi-square statistic (5 points).
  1. Decide whether there is evidence to reject the null hypothesis (use a= 0.01). Justify your decision (5 points).

  

  1. Interpret the results of the hypothesis test in terms of the relationship between gender and broken bones (6 points).

Solutions

Expert Solution

Here

(a) Degree of freedom = (r - 1) * (c - 1) = (2 - 1) * (2 - 1) = 1

(b) Here first we have to find the expected value for each cell

Here

Expected value = Total Counts in the ith row * Total ounts in the jth column/ Total population

Expected value for Female & Yes = (607 * 364)/1012 = 218.33

Here similarly, we will calculate the expected values.

Ever had a broken bone? Female Male Total
Yes 218.33 145.67 364
No 388.67 259.33 648
Total 607 405 1012

Now we will calculate chi-square statistic

X2 =

Ever had a broken bone? Female Male Total
Yes 43.39 65.03 108.42
No 24.37 36.53 60.90
Total 67.76 101.56 169.32

X2 = 169.32

Here p - value would be calculated by using CHIDIST function

p - value = CHIDIST(X2 < 169.32 , 1) = 0.0000

that is nearly equals to zero.

(c) There is enough evidence to reject the null hypothesis as p value is less than 0.01.

(d) Here we interpret the hypothesis as there is significant relationship between gender and broken bones.


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