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Downtime Reason-Code Library and Pareto Workbook: 56 Codes Mapped to the Six Big Losses (Excel + Field Guide)

by Ravinder Singh | Sep 7, 2026 | Industrial maintenance

Every plant has a downtime list. Most of them have two problems: too many codes for an operator to pick from in the 15 seconds before the machine restarts, and no rule for what a code means, so two shifts classify the same stop differently. The result is a Pareto...

Free MTBF & MTTR Calculator: Excel Template to Download

by Ravinder Singh | Aug 31, 2026 | Industrial maintenance

MTBF (Mean Time Between Failures) and MTTR (Mean Time To Repair) are the two reliability KPIs every maintenance team needs — and together with OEE they tell you whether downtime comes from frequent failures or slow repairs. This free Excel calculator computes both...

Equipment Failure Data Model: Fields for MTBF, MTTR & OEE Reliability Reporting (2026)

by Ravinder Singh | Aug 13, 2026 | Industrial maintenance

Short answer: to calculate MTBF, MTTR and downtime-driven OEE loss from one source, record every stop or failure as a row in a single event log with a consistent set of fields — asset ID, start/end timestamps, stop type, a standardized reason code, time to repair,...
From Reactive to Predictive: TPM with Real-Time Data

From Reactive to Predictive: TPM with Real-Time Data

by Ravinder Singh | Jun 21, 2026 | Industrial maintenance

Total productive maintenance promises a plant that prevents failures instead of reacting to them, yet most teams stay stuck in firefighting because they cannot see equipment behavior until it breaks. This guide shows a reliability engineer how real-time data turns TPM...

Predictive Maintenance ROI for North American Manufacturers (2026): How to Build the Business Case

by Ravinder Singh | Jun 12, 2026 | Industrial maintenance

Predictive Maintenance ROI for North American Manufacturers (2026): How to Build the Business Case Unplanned downtime costs US manufacturing an estimated $50 billion every year. The average hour of unplanned downtime now runs about $260,000 across sectors, and well...

Predictive Maintenance ROI for North American Manufacturers (2026): How to Build the Business Case

by Ravinder Singh | Jun 12, 2026 | Industrial maintenance

Predictive Maintenance ROI for North American Manufacturers (2026): How to Build the Business Case Unplanned downtime costs US manufacturing an estimated $50 billion every year. The average hour of unplanned downtime now runs about $260,000 across sectors, and well...
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