Forecasting ahead of time comes with challenges. During the repricing phase, various unforeseen events can occur, such as products going out of stock or encountering other outliers. These events can significantly skew the forecast if not accounted for. Thus, to provide an accurate and reliable forecast, we need to adjust for these variables as they emerge during the repricing process.