Predictions offer the possibility to fine-tune marketing activities and to target budgets more effectively. This includes, conversion or churn probabilities, cross-selling predictions and lifetime value predictions. Depending on the demand, various machine learning algorithms are used, such as random forest classification, to provide a future prediction.