Predictive maintenance is a proactive approach that uses data analysis tools and techniques to predict when equipment failure might occur, allowing for timely maintenance actions to prevent downtime. This approach enhances operational efficiency by reducing unexpected breakdowns and optimizing maintenance schedules, ultimately saving costs and extending equipment lifespan.