To reduce unexpected downtime , organizations are embracing a proactive predictive maintenance strategy . This involves evaluating machine data using advanced analytics and algorithms to predict potential malfunctions before they arise . By detecting early warning signs , maintenance teams can arrange necessary repairs or overhauls during convenien