Person analyzing data charts on laptop screen while working at a desk in an office environment.

Manufacturing: When Downtime Is a Data Problem, Not a Tech One

July 18, 2025

Most people assume downtime is caused by technical issues. But in many plants, it's the data that's the real issue, not the machines. Systems are fine, but the people using them are flying blind. And when you're responsible for finances, compliance, or client satisfaction, you can't afford guesswork.

In a recent Industry Week survey, 62% of manufacturers said poor data visibility was a major contributor to avoidable downtime and audit errors. That's not a hardware issue. That's a visibility issue—one that grows as systems multiply and fail to communicate with each other.

This is especially true in regulated environments. One medical device firm had five systems that didn't sync. Finance, quality, and production all ran separate reports. When they transitioned to a real-time compliance dashboard, connecting finance, ERP, and audit records, they reduced audit preparation time from two weeks to two days. And avoided a shutdown order when a new inspector walked in.

"You can't protect what you can't see—and you can't fix what you don't measure." Theresa Payton, former White House CIO

In contrast, a similar-sized plant still relied on emailed spreadsheets to reconcile order data. A mislabeling issue went unnoticed for three days, resulting in $400K worth of rejected inventory—and a client loss that took nine months to repair.

"When your systems can't talk, your people waste time translating—and that creates risk." Michael Dell

Questions every CFO or controller should ask this quarter:

  • Are my compliance records stored in one place—or six?
  • Can I track quality flags, cost overruns, and system outages from one dashboard?
  • Are teams duplicating efforts to fix the same issues?
  • If I had to prep an audit response in 24 hours—could I?

5 data visibility red flags to check for:

  • Reporting delays greater than 24 hours for key KPIs
  • Quality reports siloed from financial systems
  • Spreadsheets as a substitute for system integration
  • Inconsistent data between ERP and MES reports
  • Manual cross-checking for every audit cycle

You don't need to replace everything. But you do need to see clearly. Because if your team is busy fixing symptoms instead of solving problems, that's not uptime—it's treading water.

Learn more about Affiliated's manufacturing-specific IT Support and Services in Columbus and the Central Ohio areas by clicking here.