How to close the reporting gap between plant managers and operators

March 24, 2025
Every manufacturing site wants alignment. Managers want production targets hit. Operators want clarity on how their work is measured. Yet despite modern BI systems, a gap often opens between what the data says and what the teams on the floor believe.
This is the reporting gap. It happens when dashboards tell one story, and the shop floor tells another. Managers ask why output has dropped. Operators say it hasn’t. A machine is flagged as underperforming, but the local team insists the numbers are off. And when trust in the data fades, so does the willingness to act on it.
When data loses trust
At the heart of this problem is not a lack of data, but a lack of shared understanding.
Olivier Aubert, Data Product Manager at All Your BI sums it up well: “If you want good data, start by respecting the people who give it to you.”
A metric is only useful if everyone involved agrees what it means and how it’s calculated. If one team includes downtime for cleaning and the other doesn’t, they will argue about performance instead of improving it.
The consequences are real. Disputes over numbers slow down decision-making. Daily meetings become defensive. And energy that should be focused on fixing problems is spent debating definitions.
Consistency before Confidence
Closing this gap starts with consistency. That means defining KPIs clearly, mapping them to reliable data sources, and making sure everyone understands how they’re built.
As Olivier points out: “If operators help shape what they see and why, they are far more likely to engage with it.”
All Your BI helps manufacturers build that alignment. Their approach is grounded in operational reality. They work with plant teams to agree definitions, model data flows and design views that reflect how the site runs. It is not about flashy visualizations. It is about creating a single version of the truth that people trust enough to use.
The result is faster, calmer performance conversations. Shift leads can walk into morning meetings with clear facts. Site managers can see what’s improving and what needs attention. And cross-functional teams can act together, not at odds.
The benefits of one version of the truth
When reporting is aligned, behaviors follow. Operators can make decisions with confidence. Managers can target improvements without resistance. And the plant starts running on shared facts, not conflicting assumptions.
BI doesn’t just inform. It unifies. But only if everyone sees the same picture and believes in what it shows.

AYBI Thinking
At AYBi, we cut through the noise to give meaning to data. It’s not about technology — it’s about real connection. With the ambition of true data wizards, we transform insights into action. Expect everything.
Latest work
At AYBi, we cut through the noise to give meaning to data. It’s not about technology — it’s about real connection. With the ambition of true data wizards, we transform insights into action. Expect everything.