Variability in the business environment is, therefore, troublesome to handle in a managerial context. Lee et al. (1997a) state that the variability could be symptoms of excessive inventory, poor product forecasts, insufficient or excessive capacities, poor customer service due to unavailable products or long backlogs, uncertain production planning (i.e. excessive revisions), and high costs for corrections, such as for expedited shipments and overtime.