While forecasting has received considerable attention in the manufacturing and marketing literature, there has been little research on forecasting in services especially in the context of service arrivals in a repair or refurbishment center. In this paper, we propose several methods for forecasting service arrivals in a repair center. A preliminary evaluation of the alternative methods is also provided.