Compressed Air Leak and Energy Waste Statistics: What the DOE Data Says
TL;DR Compressed air leaks waste 20 to 30 percent of a compressor’s output in a poorly maintained plant, according to the U.S. Department of Energy. A wel... Read more.
Electric Motor Failure Statistics: Causes, Failure Rates, and Survey Data
TL;DR: The major public motor reliability surveys most often cited since the early 1980s reach the same ranked order: bearings fail most, windings second, rotor... Read more.
Pump Reliability and MTBF Statistics: Benchmarks, Failure Data, and Costs
The short version: Centrifugal pumps in U.S. refineries and petrochemical plants typically achieve a mean time between failures (MTBF) of roughly 3 to 10 years,... Read more.
OSHA’s Most-Cited Maintenance-Related Violations
The short version: Several of OSHA’s ten most-cited standards are maintenance-relevant, and the clearest one is Lockout/Tagout (Control of Hazardous Energ... Read more.
Prescriptive Maintenance: What’s Real and What’s Marketing
Ask a vendor and prescriptive maintenance is already here: AI that not only sees a failure coming but recommends or triggers an action to prevent it. Ask an eng... Read more.
Reliability Engineer Salary: Which Number Should You Trust
Search “reliability engineer salary” and you'll get a different answer from every tab. Glassdoor says about $144,000. Payscale says about $101,000. The Bure... Read more.
The Cost of Corrosion: Industrial Statistics, Global and U.S. Figures
The short version: The most-cited figure, from the NACE International IMPACT study (2016), puts the global cost of corrosion at US$2.5 trillion a year, about 3.... Read more.
Steam Trap Failure Rate Statistics: Benchmarks, Costs, and What the Data Shows
The short version: In steam systems left unmaintained for three to five years, the U.S. Department of Energy reports that 15–30% of installed steam traps may ... Read more.
The Manufacturing Jobs Multiplier: Sorting Real From Hype
Put the same sentence in five mouths and you get five numbers. “Every manufacturing job creates more jobs,” says the trade association, the governor’s pre... Read more.
Root Cause Analysis Mistakes: Why Blaming Operators Fails
A pump fails. Production stops. Maintenance finds the damage, operations gets questioned and someone writes the conclusion: Root cause: operator should’ve kno... Read more.
The Real Cost of a Workplace Injury, and What It Measures
Search “cost of a workplace injury” and you’ll land on the same two numbers everywhere. A medically consulted injury runs about $48,000. A work-related de... Read more.
Do 70% of Digital Transformations Fail? Tracing the Number
Many digital consultants open with the same slide. “Seventy percent of digital transformations fail,” usually with a McKinsey or BCG logo parked next to it.... Read more.
AI in Manufacturing Adoption Rates: Deploying vs Piloting
Search "AI in manufacturing adoption" and you'll get a wall of confident percentages. One says 77% of manufacturers have implemented AI. Another says 95%. Natio... Read more.
Industrial Energy Waste from Poor Maintenance: A Breakdown
Three systems quietly waste energy in many industrial facilities, and most teams can’t tell you how much. Compressed air slips out of bad fittings. Motors run... Read more.
Manufacturing Maintenance Skills Gap Statistics: What Holds Up
The manufacturing skills gap has a small set of numbers that get quoted everywhere. 2.1 million unfilled jobs. A trillion dollars. An aging workforce on the edg... Read more.
Root Cause Analysis Meeting Best Practices for Maintenance Teams
Failures don’t wait for an opening on the calendar. A pump seizes, a gearbox grinds, a line drops, and the clock on lost production starts the same second. Wh... Read more.
Your Floors Are an Asset You Forgot to Put on the Inspection List
Walk any plant, and you'll find a maintenance schedule for almost everything that moves. Pumps, motors, gearboxes, valves, breathers. If it spins, holds pressur... Read more.
How to Prevent Lubricant Contamination with Proper Breathers
An open vent is an uncontrolled entry point into a machine that depends on clean, dry lubricant to separate surfaces, control friction, carry heat, and protect ... Read more.
Electrical Equipment Failure Rate Benchmarks and Their Limits
Ask how often an industrial transformer or circuit breaker fails, and you'll get a confident number back. Ask where that number comes from, and the room goes qu... Read more.
Predictive Maintenance Adoption Rates: What the Surveys Show
Predictive Maintenance Adoption Rates: What the Surveys Show
Every vendor selling sensors, software, or analytics quotes an adoption stat. The trouble is that t... Read more.
