Research data quality cockpit
Biology & Life Sciences

Lab data quality cockpit

Visualize your data health in real time: completeness, consistency, and compliance, with alerts before errors pollute analysis.

The friction

Data issues discovered too late

Anomalies are only detected at analysis phase, when they cost time and credibility.

Manual checks

Ad-hoc scripts and repeated Excel checks on every new delivery.

Late alerts

Data managers discover inconsistencies after consolidation, not at the source.

No overall view

Impossible to quickly say, “are our data healthy enough for analysis?”

The solution

A quality control cockpit

The MVP defines quality rules, runs them automatically, and presents results in a clear dashboard.

Configurable quality rules

Completeness, value ranges, cross-table consistency: you define what matters.

Real-time dashboard

Overall quality score, per-study indicators, and list of anomalies to address.

Alerts and owners

Notifications to data managers with direct links to affected rows.

Measurable impact

What you gain in 6 weeks

Data quality becomes a tracked indicator, not a last-minute surprise.

Anomalies detected early
-50%Cleaning time
+25%Valid data rate
How we deliver it

From rules to cockpit

We identify your critical quality rules, then industrialize them in the MVP.

01

Quality workshop

Inventory of current rules and prioritization of the most impactful ones.

02

MVP cockpit

Rule engine, dashboard, and alert system development.

03

Pilot study test

Rule validation on real data, adjustments, and handover.

Take control of data quality

We’ll show you how to monitor your data quality in real time in 20 minutes.

Talk 20 min with Vivien or Soraya