As we lockdown restrictions continue to ease, customer forecasting for demand and cost is exceptionally important. Reviewing short term customer demand, revenue and profitability can become increasingly difficult. Pressure is building on businesses to cut costs and build in robustness against future waves. At the same time it is critical to find ways to encourage customers back and retain them through the unpredictable future ahead.