, and (5) calendar-time effects (e.g., seasonality). The framework is then applied to subscription databases of seven … services offered by a telecommunications provider, mirroring the format commonly used to forecast future service churn (and to … make managerial decisions). Across all seven services, the inclusion of promotional effects always improves the forecast …