// OEE · Downtime · Analytics

OEE & Production Analytics

Practical guides on calculating OEE, building downtime dashboards, shift reporting, and using data to improve production efficiency.

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7 min read

OEE Explained: How to Calculate It and Why Most Factories Get It Wrong

Overall Equipment Effectiveness is the gold standard KPI for manufacturing — but 80% of factories calculate it incorrectly. Here is the right way.

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6 min read

Shift Report Automation: Eliminating the 2-Hour Morning Reporting Ritual

In most factories, supervisors spend the first two hours of every morning compiling shift reports from paper logs. Here is how to automate this completely.

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6 min read

Energy Monitoring in Manufacturing: Track kWh per Unit Produced

Energy is typically the third-largest cost in manufacturing after materials and labour. Most factories track total energy but have no idea which machines or products consume the most.

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8 min read

Predictive Maintenance Dashboard: From Reactive to Proactive in 90 Days

Most factories fix machines after they break. A predictive maintenance programme uses machine data to catch problems 1–4 weeks before failure — here is how to build one.

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9 min read

Building a Real-Time Downtime Tracking System: Architecture and Best Practices

Downtime is the single biggest OEE loss in most factories. Here is how to build a system that captures every stop, classifies the reason, and alerts supervisors instantly.

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5 min read

Production Counting Without Sensors: Using PLC Signals You Already Have

You do not need to install new sensors to start counting production automatically. Most PLCs already generate signals that indicate cycle completion — here is how to use them.

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7 min read

Quality Analytics: Tracking First-Pass Yield and Rejection Trends in Real Time

Quality rejections are the most expensive waste in manufacturing — but most factories only discover quality problems hours after they start. Real-time quality analytics catches defects at the source.

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6 min read

Building a BI Dashboard for Plant Managers: What Data Actually Gets Used

Most BI dashboards are built with every metric available. Then nobody uses them. Here is what plant managers actually look at — and how to design around their real workflow.

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