Performance measurement with multiple interrelated variables and threshold target levels: Evidence from retail firms in the US.

•We develop a performance measurement methodology with interrelated variables.•Our methodology draws on generalized expressions of the directional distance function.•Our methodology takes into account trade-offs among the dimensions of performance.•The identified benchmarks satisfy threshold values for every dimension of performance.•Our methodology provides scientific underpinning to the Balanced Scorecard.