In the context of developing a machine learning model for a financial services company, maintaining data consistency is paramount. The company aims to predict customer churn with high accuracy. The dataset includes customer transactions, demographics, and service usage patterns. However, the data comes from multiple sources with varying formats and standards. Which of the following best explains why ensuring data consistency is crucial in this scenario? (Choose one correct option)