Breast cancer specialists use BI-RADS scores (a whole number from 1 to 6) to classify mammogram findings. A score of 1 indicates a negative finding, while 6 indicates clear malignancy. The data set below contains observations on 950 women who had mammograms and subsequent biopsies. For each woman, we have a BI-RADS score and the result of her biopsy (benign or malignant). Of interest is whether mean BIRADS score is, in fact, higher for women who have malignancies.
a. Which assumption is required to make inference about mean BI-RADS scores for women with and without malignancies?
b. What are the null and alternative hypotheses?
c. What is the value of the test statistic?
d. What is the approximate p-value?
e. Which assumption is required for the p-value in c) to be valid?
f. Using a significance level of = 0.05, state your conclusions in the language of the problem.
BI.RADS | Diagnosis |
5 | Malignant |
4 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
3 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
3 | Benign |
4 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
5 | Malignant |
2 | Benign |
5 | Benign |
5 | Malignant |
5 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
2 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
5 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
3 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Benign |
4 | Benign |
5 | Malignant |
3 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Benign |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
5 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Benign |
4 | Benign |
5 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
3 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
3 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Benign |
5 | Malignant |
4 | Benign |
5 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
3 | Benign |
4 | Malignant |
2 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
2 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Benign |
3 | Benign |
3 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
2 | Benign |
4 | Benign |
4 | Benign |
3 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Benign |
3 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
3 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
3 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Malignant |
5 | Malignant |
3 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
3 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Malignant |
2 | Benign |
4 | Malignant |
5 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Malignant |
4 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
3 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
2 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
5 | Malignant |
4 | Malignant |
4 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
5 | Malignant |
5 | Benign |
4 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
3 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Malignant |
5 | Malignant |
3 | Benign |
3 | Benign |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
5 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Benign |
2 | Benign |
3 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
3 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
3 | Malignant |
4 | Benign |
5 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Malignant |
5 | Malignant |
4 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Malignant |
4 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
5 | Malignant |
3 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
3 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Malignant |
5 | Malignant |
4 | Malignant |
5 | Malignant |
4 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Malignant |
5 | Malignant |
3 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
3 | Benign |
4 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
2 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
3 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Malignant |
5 | Malignant |
6 | Malignant |
3 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
2 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
2 | Benign |
4 | Benign |
4 | Malignant |
5 | Benign |
4 | Benign |
4 | Benign |
5 | Benign |
4 | Malignant |
5 | Malignant |
5 | Benign |
5 | Malignant |
4 | Malignant |
5 | Benign |
5 | Benign |
5 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Benign |
5 | Malignant |
3 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Malignant |
5 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
2 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
3 | Malignant |
5 | Malignant |
6 | Malignant |
4 | Benign |
5 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
6 | Malignant |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
6 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
6 | Malignant |
6 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
3 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
6 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
2 | Benign |
5 | Malignant |
4 | Benign |
4 | Malignant |
3 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
3 | Benign |
5 | Malignant |
4 | Malignant |
6 | Benign |
4 | Malignant |
4 | Benign |
4 | Malignant |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Malignant |
4 | Benign |
3 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
6 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
4 | Benign |
4 | Malignant |
5 | Malignant |
4 | Benign |
6 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Malignant |
5 | Malignant |
4 | Malignant |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
2 | Benign |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
3 | Benign |
5 | Malignant |
4 | Benign |
4 | Malignant |
5 | Malignant |
4 | Benign |
3 | Malignant |
5 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
5 | Malignant |
6 | Malignant |
5 | Malignant |
4 | Malignant |
4 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Malignant |
4 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Malignant |
4 | Benign |
4 | Benign |
4 | Malignant |
4 | Benign |
4 | Malignant |
4 | Benign |
5 | Malignant |
4 | Benign |
Note: Dataset has 953 observations!
Benign | Malignnant | |
n | 513 | 440 |
Mean | 3.981 | 4.711 |
Std | 0.511 | 0.532 |
a) Sample size is more than 30 and assumed to be approximatley normal.
b) Two sample t test with equal variances:
c) The test statistic:
pooled variance:
d) The degree of freedom= n1+n2-2= 951
P-value: 0.000
e) The test statistic is significant and rejects H0.
f) There is sufficient evidence to support the claim that the mean BIRADS score is higher for women who have malignancies.
Get Answers For Free
Most questions answered within 1 hours.