Question: For decades, people have believed that boys are innately more capable than girls in math. In other words, due to the intrinsic differences in brains, boys are better suited for doing math than girls. Recent research challenges this stereotype, arguing that gender differences in math performance have more to do with culture than innate aptitude. In the U.S., for example, girls perform just as well on standardized math tests as boys. Others argue, however, that while the average may be the same, there is more variability in math ability for boys than girls, resulting in some boys with soaring math skills. A portion of representative data on math scores of boys and girls is shown below; the complete data, labeled Math Scores, are available on the text website.
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)
![321_Scores.png](https://secure.tutorsglobe.com/CMSImages/321_Scores.png)
In a report, use the above information to:
1. Construct and interpret 95% confidence intervals for the ratio of the variance of math scores for boys and for girls. Discuss the assumptions made for the analysis.
2. Determine at the 5% significance level if boys have more variability in math scores than girls.