The Reliability advantage of Data Driven Maintenance
In today’s plants, maintenance success depends on data as much as wrenches. Sensors, vibration analysis, oil analysis and computerized maintenance management systems (CMMS) provide valuable insights but only when used effectively. Proper training of these devices and monitoring is key to understanding failure rates and problem solving. Data-driven maintenance doesn’t mean drowning in numbers; it means finding meaningful trends. A vibration spike, rising temperature trend, or repeated failure code can point to a root cause before failure occurs. The challenge is turning that data into decisions knowing when to intervene and why . Teams that analyze data weekly and connect it to visual dashboards can reduce unplanned downtime by 15–25%. More importantly, they create a continuous feedback loop between maintenance, production, and engineering. The result is faster troubleshooting, smarter scheduling, and higher equipment reliability. Using maintenance data proactively turns r...