To reduce costly outages, organizations must implementing a modern predictive maintenance strategy . This involves evaluating machine data using cutting-edge analytics and algorithms to anticipate potential failures before they occur . By detecting early indicators , maintenance teams can arrange preventative repairs or substitutions during optimal