Electron beam welding is shown to produce repeatable residual stress fields in thick samples. Longitudinal stress components of up to three times the base material's yield stress were measured. The residual stresses measured by neutron diffraction, the contour method and slitting techniques are in good agreement. A correction was applied to the contour method measurements to reduce the error due to cut tip deformations.