Abstract The reliability of the damage tolerance approach to engineering design is affected by numerous sources uncertainty that can lead unsafe predictions, in turn jeopardizing safety structures. This work presents a robust stochastic framework for fatigue crack-growth predictions applied round bar under tension–compression loading conditions. Multi-source uncertainties were taken into accoun...