In order to support these kinds of loyalty programs and achieve their long term corporate goals, retailers must continuously plan their promotional activities. While most companies plan for a year or a quarter forward, some revisit their plans monthly or weekly, depending on market fluctuations or business circumstances (e.g., ever-changing