How do life science companies achieve up-to-date, auditable transparency across their quality and production KPIs?
We develop reporting and dashboard solutions for regulated environments: from KPI definition through the integration of ERP, LIMS, QMS and MES to a validated, auditable dashboard in Power BI or Tableau. We treat GMP-relevant reporting systems as computerized systems under EU GMP Guide Annex 11. The critical point is rarely the BI tool, it is the data source: a dashboard is only as reliable as the definition and integrity of the metric beneath it. If you do not lock down the KPI logic before visualizing, you build charts on inconsistent numbers.
- Pharma
- Biotech
- MedTech
- IVD
Overview
What requirements does the regulated environment place on reporting and dashboards?
Validated reporting systems under Annex 11 · GAMP 5 risk-based CSV · Audit trail & ALCOA
Last updated: 2026-06-13
A dashboard rarely fails because of its visualization. It fails because metrics from ERP, LIMS, QMS and Excel are merged without securing the definition, calculation logic and data integrity. As soon as a report supports regulatory decisions or the Product Quality Review, the same requirements apply as for any other computerized system. Four levers decide whether a reporting solution holds up:
- A reporting system that processes or displays GMP-relevant data falls under EU GMP Guide Annex 11 and, where there is US market relevance, under 21 CFR Part 11: audit trail, access control and traceability of input and change must be documented across the lifecycle.
- Data integrity following ALCOA principles (WHO TRS 996 Annex 5) determines the validity of every metric. A dashboard cannot make data better than it is in the source systems; aggregated figures without traceable origin are not defensible in an audit.
- The validation scope follows a risk-based approach under ISPE GAMP 5. Standard BI tools such as Power BI or Tableau require a different level of effort than custom-developed reports; what matters is whether a report supports regulatory decisions. If it does, the calculation logic itself must be verified.
- Aggregated quality metrics feed the Product Quality Review under EU GMP Guide Chapter 1 and ICH Q10. When a dashboard becomes the source of such evaluations, its calculation logic must be documented and reproducible, not hidden in an unverified Excel formula.
Services
How we support you
Requirements analysis & KPI design
Structured elicitation with stakeholders: which KPIs, which frequency, which audience, which data source. The result is a KPI catalog with a clear definition, calculation logic and thresholds for each metric, which supports the subsequent validation.
Data integration & source connectivity
Integration of ERP, LIMS, QMS and MES through interfaces and a unified data model, so that a metric has the same definition in every report. The result is a documented data flow diagram from source to visualization.
Dashboard development
Build-out of quality dashboards (CAPA, OOS, deviations), production dashboards (OEE, batch yield, OTIF) and supply chain dashboards in Power BI or Tableau, with a role-based access concept and a defined refresh frequency per view.
Automated reporting
Setup of recurring reports without manual intervention as well as exception reporting with alerts on KPI deviations. The result is documented report definitions with a defined recipient group, trigger and distribution logic.
Validation of GMP-relevant reporting systems
Risk-based computer system validation under GAMP 5 with verification of the calculation logic, review of audit trail and access control, and IQ/OQ evidence. The result is a validation package that makes the report defensible as a basis for decisions.
Learn more →Data integrity in reporting
Review of the reporting chain against ALCOA principles: origin, completeness and immutability of the underlying data from source to displayed metric, documented as a traceable data lineage.
Learn more →How we work together
What it comes down to
A reporting project lives or dies by sequence. First the metric: which KPI, with which calculation logic, from which source, for which recipient. Then the data model that makes this definition consistent across ERP, LIMS, QMS and MES. Only after that the dashboard. Anyone who reverses this sequence and starts with the BI tool builds visualizations on inconsistent numbers and shifts the later discussion away from the decision and back to the question of what the metric even means. The real problem never lies in the chart, but in the data source beneath it.
As soon as a report supports regulatory decisions or the Product Quality Review under EU GMP Guide Chapter 1, the reporting system counts as a computerized system under EU GMP Guide Annex 11. A nice dashboard is then not enough: the calculation logic must be verified as part of the risk-based validation under ISPE GAMP 5, the audit trail must be functional, and the data lineage must be traceable following ALCOA principles from the source to the displayed figure. This is exactly why we treat the KPI definition and data integrity as the first work step, not as rework, because securing both after the fact is more expensive than getting it right up front.
Our approach
Our approach
Step
Result
Requirements & KPI workshop
KPI catalog with definition, calculation logic, thresholds and data source for each metric, aligned with stakeholders.
Data source assessment
Documented data flow diagram from ERP, LIMS, QMS and MES to the metric, including identified gaps in data quality and definition.
Dashboard concept & prototype
Approved visualization concept and prototype per audience with defined refresh frequency and access role.
Implementation & data connectivity
Production dashboard with a unified data model and automated report definitions.
Validation & release
Where GMP-relevant: validation package under GAMP 5 with verified calculation logic, reviewed audit trail and access control.
Handover & operation
Documented report definitions, trained users and a controlled maintenance process for KPIs and data sources.
Common pitfalls
Where projects commonly fail
The KPI definition is only fixed during the build.
When two departments understand different calculations under the same metric, for example OOS rate on a batch or on a test basis, the dashboard shows contradictory numbers and the discussion shifts from the decision to the definition.
The reporting system is not classified as a computerized system.
As soon as a dashboard supports GMP decisions or the Product Quality Review, Annex 11 and, where there is US relevance, 21 CFR Part 11 apply; without an audit trail and without verified calculation logic, the report is not defensible during an inspection audit.
The calculation logic sits in an unverified Excel intermediate layer.
Reports that run through a manually maintained spreadsheet break the data lineage and violate ALCOA traceability; the figure in the chart can then no longer be traced seamlessly back to the source data.
Data quality at the source is skipped.
A dashboard aggregates errors from ERP, LIMS and QMS instead of fixing them; without upstream cleansing and unified master data, a credible-looking interface is built on top of inconsistent data.
Operational and management dashboards are conflated.
Real-time views for day-to-day steering and aggregated trend views for leadership have different frequency, granularity and recipients; a single view for both overwhelms one audience and underserves the other.
FAQ
Frequently asked questions
Sources
- EU GMP Guide Annex 11 (Computerised Systems) - primary text
- 21 CFR Part 11 (Electronic Records; Electronic Signatures) - primary text
- ISPE GAMP 5 - A Risk-Based Approach to Compliant GxP Computerized Systems
- EU GMP Guide Chapter 1 (Pharmaceutical Quality System) and Chapter 4 (Documentation)
- WHO Technical Report Series 996, Annex 5 - Guidance on Good Data and Record Management Practices (ALCOA+)
- Writer source material: reporting-and-dashboards (Business Data Solutions & IT Services)
- https://theentourage.de/expertise/reporting-and-dashboards/ (existing page content, revised)
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Case Studies
What this looks like in practice
Related insights
All insights →Regulations & standards considered
- EU GMP Guide Annex 11 (Computerised Systems)
- 21 CFR Part 11 (Electronic Records; Electronic Signatures)
- ISPE GAMP 5 (Risk-based approach for computerized systems)
- EU GMP Guide Chapter 4 (Documentation)
- EU GMP Guide Chapter 1 (Pharmaceutical Quality System, Product Quality Review)
- ICH Q10 (Pharmaceutical Quality System)
- WHO TRS 996 Annex 5 (Data Integrity, ALCOA+)
- Regulation (EU) 2017/745 (MDR)
- Regulation (EU) 2017/746 (IVDR)
- ISO 13485:2016 (QM system for medical devices)
Related topics
Computer System Validation →
Risk-based validation of GMP-relevant reporting systems under GAMP 5
21 CFR Part 11 & Data Integrity →
ALCOA principles and electronic records as the foundation of reliable metrics
Digitalization in Life Sciences →
Overarching digital transformation, of which reporting is one building block
Digital Governance →
Data owners and role-based access concepts for reporting systems
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