Variables other than training, such as trainees' age and work experience, seasonal sales patterns, economic changes, shifts in managerial styles, equipment breakdowns, customer attitudes, etc., may influence the data and make it difficult to determine the actual effect of the training upon the ROI results (Shelton & Alliger, 1993).