A treadmill manufacturer has developed a new machine with softer tread and better fans than its current model. The manufacturer believes these new features will enable runners to run for longer times than they can on its current machines. To determine whether the desired result is achieved, the manufacturer randomly sampled 35 runners. Each runner was measured for one week on the current machine and for one week on the new machine.

The weekly total number of minutes for each runner on the two types of machines was collected. The results are contained in the file Treadmill. At the 0.02 level of significance, can the treadmill manufacturer conclude that the new machine has the desired result?