Controlled multistage selection procedures for comparison with a standard

► We derive two new multistage R&S procedures for comparison with a standard problem. ► The new procedures are provably valid. ► We discuss how to choose key procedure parameters via statistical comparison and numerical study. ► The new procedures improve both the statistical and computational efficiency.