Recently the concept of dimensional analysis was used to propose a sup
plier performance measure and to obtain an index called the VPI (Vendo
r Performance Index). Usually the performance criteria used in supplie
r performance evaluation include quantitative and qualitative criteria
. Here a new supplier performance measure is proposed as an alternativ
e to the VPI. For qualitative criteria, a two-directional consideratio
n is used instead of a one-directional approach: which results in only
a single score. The fuzzy bag method is used to compensate for blindn
ess in human judgement. Then all scores for quantitative and qualitati
ve criteria are combined in an intuitive sum of weighted averages call
ed the SUR. The SUR is illustrated and compared with the VPI by means
of two examples.