In 2011, a study was performed by Giovanni Tanda to identify the training factors that most directly influenced marathon performance. The study found that two factors impacted final marathon time over an 8 week training cycle:
Knowing these two factors, Tanda was able to predict (within 4 minutes) the finishing times of the subjects.