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Predictive Maintenance:
Achieving Level 4 Maturity
What is predictive maintenance?
It is a type of condition-based maintenance that
uses predictive algorithms from equipment’s
sensors to predict system health and the
possibility of future breakdowns.
PwC identifies 4 levels of maturity
in predictive maintenance based
on the increase in data that
companies use to predict failures.
Visual
inspection
Instrument
inspections
Big data analytics
to drive decision
making
Level 1 Level 4
Level 2&3
Real-time condition
monitoring
Level 4 is the conflation of IoT and machine learning
techniques to generate vast amounts of data and
then use it to identify meaningful patterns and
generate actionable insights to improve asset
availability.
According to the survey conducted by PwC,
most manufacturing companies are at the
Level 1 and 2.
“Only 11% have already achieved level 4.”
11%
Companies use a combination of resources, capabilities
and tools to achieve level 4 maturity levels.
Resources
Capabilities
Tools
Key elements of the combination are skilled technicians,
standard software tools and maintenance logs.
Skilled
Technicians
Software
Tools
Maintenance
Logs
Going a step further, a few of them rely on “reliability engineers
and data scientists, statistical software packages, and
external sources.”
Reliability
Engineers
Data
Scientist
Statistical Software
Packages
External
Sources
Most respondents, according to
PwC, are “quite ambitious about
improving their predictive
maintenance maturity.”
Uptime improvement is the key reason they
say for achieving level 4 maturity in
predictive maintenance.
Other reasons are cost reductions, lifetime
extension for aging assets and the reduction
of safety, health, environment and quality risks.
They mentioned “availability of data” as a
critical success factor “followed by technology,
budget, and culture”.
Learn how FieldCircle can help you build on
these critical success factors to make your
predictive maintenance plan work for you.
Visit www.fieldcircle.com for more information.

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Predictive Maintenance: Achieving Level 4 Maturity

  • 2. What is predictive maintenance? It is a type of condition-based maintenance that uses predictive algorithms from equipment’s sensors to predict system health and the possibility of future breakdowns.
  • 3. PwC identifies 4 levels of maturity in predictive maintenance based on the increase in data that companies use to predict failures.
  • 4. Visual inspection Instrument inspections Big data analytics to drive decision making Level 1 Level 4 Level 2&3 Real-time condition monitoring
  • 5. Level 4 is the conflation of IoT and machine learning techniques to generate vast amounts of data and then use it to identify meaningful patterns and generate actionable insights to improve asset availability.
  • 6. According to the survey conducted by PwC, most manufacturing companies are at the Level 1 and 2.
  • 7. “Only 11% have already achieved level 4.” 11%
  • 8. Companies use a combination of resources, capabilities and tools to achieve level 4 maturity levels. Resources Capabilities Tools
  • 9. Key elements of the combination are skilled technicians, standard software tools and maintenance logs. Skilled Technicians Software Tools Maintenance Logs
  • 10. Going a step further, a few of them rely on “reliability engineers and data scientists, statistical software packages, and external sources.” Reliability Engineers Data Scientist Statistical Software Packages External Sources
  • 11. Most respondents, according to PwC, are “quite ambitious about improving their predictive maintenance maturity.”
  • 12. Uptime improvement is the key reason they say for achieving level 4 maturity in predictive maintenance.
  • 13. Other reasons are cost reductions, lifetime extension for aging assets and the reduction of safety, health, environment and quality risks.
  • 14. They mentioned “availability of data” as a critical success factor “followed by technology, budget, and culture”.
  • 15. Learn how FieldCircle can help you build on these critical success factors to make your predictive maintenance plan work for you. Visit www.fieldcircle.com for more information.