Statistically designed experiments have been used to determine the significant process variables in terms of such responses as mean particle size, particle count, and fume formation rate. The goal of the experimental effort is to generate data and relationships on fume formation for the SMAW process so that decisions may be made by manufacturers that reflect both productivity and worker safety/health considerations.