Final answer:
The appropriate data analysis method for comparing fastball speeds thrown from two different mound heights by the same pitchers is the paired data difference in means using a paired samples t-test.
Step-by-step explanation:
When comparing the speeds of baseball pitches thrown from different mound heights by the same group of pitchers, the most appropriate data analysis method is the paired data difference in means. This is because each pitcher throws from both the 15-inch mound and the 10-inch mound, and therefore, the two samples of pitch speeds are not independent. The paired samples t-test can be used to estimate the difference in means of the speeds for the two different mound heights. Each pitcher's throw from the 15-inch mound is paired with their throw from the 10-inch mound, and the differences are analyzed to determine if there is a statistically significant difference in the speeds.