Seven Causes of Bad Work Order Data That Distort Maintenance Metrics
Over the past 30 years, I have seen very few companies that truly take action to ensure work order...
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Metrics
How to Use Difference-of-Means Analysis to Confirm Real KPI Gains
Proving Real Improvement Through Data, Not Assumptions Every maintenance team has lived this...
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How to Improve MTBF in Reliability: The Key to Sustainable Uptime Gains
Mean Time Between Failures (MTBF) is one of the most cited metrics in maintenance and reliability,...
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PF Curve Reality Check: Best Practices for Early Failure Detection
When it comes to reliability engineering, few concepts have as profound an impact as the PF curve....
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Decoding Overall Equipment Effectiveness: Simplifying OEE for Plant Success
Walk into nearly any plant and you’ll find the term overall equipment effectiveness (OEE) on...
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Weibull Analysis Works Best When Failure Data Is Clean and Specific
Few tools in reliability engineering are as widely cited – and often misused – as...
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How KPI Dashboards Can Drive Accountability in Underperforming Plants
KPI Dashboards of Shame: Transparency That Hurts – and Heals In every underperforming...
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How to Make MTBF a More Useful Metric for Reliability Planning
MTBF Deserves Better: Stop Blaming the Metric Mean Time Between Failures (MTBF) often takes heat...
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The Metric Showdown: When Ops and Engineering Speak Different Success Languages
Operations celebrates meeting production quotas. Engineering celebrates optimized KPIs. Both are...
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Beyond the Bar Chart: How to Truly Understand and Improve Your Maintenance KPIs
As maintenance and reliability professionals, we are driven by data. We track Key Performance...
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Rethinking Maintenance: Why the 89% Rule Doesn’t Fit All Assets
What I’m about to say may sound like heresy. I’ve spent my career championing condition monitoring...
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Overall Equipment Effectiveness: Optimize for Profit, Not Perfection
“Don’t chase 100% OEE—optimize OEE to maximize profit.” That’s a mantra I’ve repeated...
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