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Predictive Maintenance as a Mechanism to Bridge the Packaging Skill Gap

Predictive maintenance can help machine builders better allocate resources and even bring in new revenue streams.

Predictive maintenance can help machine builders spot issues before failure and allocate resources accordingly.
Predictive maintenance can help machine builders spot issues before failure and allocate resources accordingly.
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Predictive maintenance saves headaches down the road for end-users, but it can also make life easier for labor-strapped machine builders, according to PMMI Business Intelligence’s “2023 State of the Industry” report.

Using sensors and other data points found within machine control mechanisms, machine builders can flag when machinery is beginning to trend in a problematic direction. This allows machine builders to have greater visibility into their serviceable installed base, which can help in prioritizing precious resources to service these machines.

Predictive maintenance technology is not new, but adoption has been slow. Initially, several barriers hampered adoption, including proof of concept, price, and data sensitivity.

Recently, though, PMMI Business Intelligence researchers said they see end-users becoming more willing to utilize predictive maintenance technology when available.

Packaging machine builders are in a unique position to offer predictive maintenance as part of their after-market service. The machine builder will often be best equipped to train the algorithm used to detect performance anomalies, allowing for a machine-specific approach to predictive maintenance.

General-purpose industrial automation companies will often offer predictive maintenance services. However, Business Intelligence researchers say these solutions are only reliable in very well-understood applications. Having a predictive maintenance solution developed in accordance with a specific machine offers value far above a general-purpose solution.

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