What influences the performance in a half marathon

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Predictive Variables of Half-Marathon Performance for Male Runners A Spanish group has studied which variables are best suited to calculate the competition time on a half marathon.

It showed that aspects of body construction, training, physiology and biomechanics are crucial for the calculation. All formulas can be found under https://www.jssm.org/abstresearchajssm-16-187.xml.xml