This paper describes the results of weld model analysis and deep hole-drilling measurements undertaken to evaluate residual stress distributions in austenitic and ferritic steel thick section electron beam welds. The work was undertaken in support of a Rolls-Royce and TWI development programme in NOMENCLATURE DHD Deep Hole Drilling EB Electron Beam FE Finite Element FZ Fusion Zone HAZ Heat Affected Zone ID Inner Diameter OD Outer Diameter PS Proof Strength PWHT Post-Weld Heat Treatment