In the current economic climate, minimizing costs is critical. Equipment reliability must be stepped up to increase production and reduce delays. Equipment reliability requires effective maintenance. Maintenance expenses in the mining, oil, and gas industries are commonly between 30% -50% of total operating costs. Shutting down the process and potential injuries are two critical challenges in sites that advanced predictive analytics can potentially solve. The competitive market has forced companies to find a practical solution to decrease the total product cost; moreover, improving safety has always been one of the important concerns for companies, and advanced analytics can be a good solution for that.