Manufacturing schedules look great on paper—until they meet the real world. Every day, jobs run late. Machines sit idle. Priorities shift. And despite everyone’s best efforts, it’s hard to answer one
Even the most capable ERP system can only tell you what was planned. It can’t tell you what’s actually happening on the floor, right now. For most discrete manufacturers, job tracking still relies on
Executive Snapshot Tariff policy has shifted sharply in the past 18 months, squeezing margins for U.S. discrete-manufacturing plants. Metal duties remain in force, a new 25% levy on imported vehicles
Did you know that MachineMetrics provides real-time visibility into tool life across your entire shop floor? MachineMetrics Tool Life Monitoring delivers real-time visibility into tool life and
The power of data brought to life by the rise of the Industrial Internet of Things (IIoT) and the Fourth Industrial Revolution (Industry 4.0) technologies is undisputed. For manufacturing, it’s no...
Key Takeaways: Accurate data interpretation is crucial for making informed decisions in manufacturing, but biases and assumptions can distort insights. Data-driven decision-making requires reliable...
In parts 1 and 2, we discussed the business problem and preprocessing involved with detecting anomalous behavior on machines. In this post, we’ll cover some creative data wrangling and clustering...