Batch quality prediction is crucial for optimizing manufacturing processes and ensuring efficient resource utilization. By accurately predicting batch quality, manufacturers can adjust process inputs in real-time, improving yield and reducing waste. This proactive approach helps minimize energy consumption and raw material usage, leading to more efficient and cost-effective production.