Data Quality · Data Governance · Jan De Nul

From Data Chaos
to Governed Quality

How Jan De Nul deployed beVault to build an industrialized, closed-loop Data Quality factory — fixing data at the source, embedding governance into daily operations, and delivering clear, actionable insights to every level of the organization.

beVault in a nutshell — AI-ready data in days, not months
Live since
April 2022
8
Sources Connected
350+
DQ Controls Defined
27
Referential Datasets
>11M
Controls Run Daily
89%+
Global DQ Score
The Starting Point

Data Quality as a
Strategic Imperative

Jan De Nul Group operates across complex, multi-domain environments — managing vendors, projects, legal entities, vessels, and more — each supported by distinct operational systems that had historically never been interconnected.

In April 2022, the Master Data Management (MDM) programme was launched with a clear mandate: integrate data from all operational systems, implement rigorous quality controls, and produce clean referential datasets to power the new ERP — Microsoft Dynamics 365.

"Data quality is fixed where it originates — in the source systems, not downstream. No cleansing."
🏗️

Fragmented Source Systems

ERP, CRM, project management, vessel data — each system operating in isolation with its own data standards and inconsistencies.

📊

No Unified Quality View

No single platform to measure, track, and compare data quality across business domains and source systems simultaneously.

🔄

Reactive, Not Proactive

Issues discovered late — often after data had already propagated into reports and decisions. No structured remediation process.

👥

Accountability Gaps

Data ownership unclear across domains. No formal governance structure to assign, track, and resolve data quality incidents.

ERP Migration at Risk

The Dynamics 365 go-live depended on clean, validated master data. Poor quality at source would compromise the entire migration.

The beVault Approach

A Closed-Loop DQ Factory

beVault implements a continuous, five-step cycle that connects data ingestion, quality assessment, actionable reporting, source remediation, and governance — all in one industrialized platform.

01
🔗

Data Integration

Consolidate data from all operational systems into beVault's unified vault — no coding required

02
🔍

DQ Assessment

Automated checks — errors, warnings, notifications — based on data profiling and business validation

03
📈

Actionable Reporting

Clear dashboards with Pareto analysis to prioritize high-impact actions first

04
🛠️

Source Remediation

Data stewards fix issues directly at the source, in collaboration with system and business owners

05
🏛️

Follow-up & Governance

Progress tracked over time, embedded in DG meetings, with DQ objectives set and monitored

beVault MDM 2.0 — Closed-loop data quality improvement at Jan De Nul
Multi-Level Reporting

The Right Insight for Every Role

beVault delivers a structured reporting hierarchy aligned with governance responsibilities — from executive scorecards to operational remediation workbenches.

89.36%
Global DQ Score
Across all monitored domains
268K
Active Errors
Requiring immediate action
884K
Warnings
Conformity issues tracked
370
DQ Controls Active
Across 8 source systems
DGOV 100 · Global

Programme Manager View

A high-level scorecard of the overall data quality health across all systems and business domains. Tracks global DQ score evolution, total failed controls, and trend analysis — designed for executive steering committees.

👤
Target Audience
CIO, CDO, Programme Manager, DGO
Programme Manager View
Why beVault

8 Reasons This Approach Works

beVault's DQ factory is not a monitoring tool — it is a decision-making engine embedded in the organization's governance fabric.

01

Actionable, Not Just Informative

Reports guide users toward what to fix first and how — not just what is broken.

02

Business-Driven Quality Rules

Built with input from people in the field — ensuring relevance, adoption, and lasting impact.

03

Pareto-Driven Prioritization

Quick wins identified first — maximum business value delivered with minimal remediation effort.

04

Severity-Based Issue Classification

Errors, warnings, and notifications — each aligned with real business impact and urgency.

05

Closed Feedback Loop

Detection → action → monitoring → governance → continuous improvement. No broken chain.

06

Historical Tracking & Transparency

Evolution of data quality is visible and discussed — driving accountability across all levels.

07

Embedded in Governance

Becomes a decision-making tool embedded in steering committees — not just a reporting layer.

08

Industrialized & Always Current

Automated scheduled runs, consistent outputs, and a real-time view of data quality status.

Data Governance

A Framework Built for Accountability

beVault does not just measure data quality — it powers the governance processes that sustain it. Roles are clear, meetings are structured, and improvement is continuous.

Roles & Responsibilities

Data Governance Office
  • Strategic governance leadership
  • Define policies & standards
  • Executive reporting
Data Owner
  • Business accountability for data
  • Business rules validation
  • Prioritization & monitoring
Data Steward
  • Operational quality management
  • Incident tracking & resolution
  • Performance reporting
Data Custodian
  • Technical data management
  • Security & accessibility
  • Systems maintenance

Governance Meeting Cadence

Quarterly
Steering Committee
Executive · DGO · Data Owners
Monthly
Operational Committee
Data Stewards · Custodians · DGO
Bi-weekly
Domain Working Group
Data Lead · Data Stewards
Data Governance Framework
Programme Journey

From Launch to Continuous Improvement

A structured, phased deployment — from initial integration to a self-sustaining governance engine embedded in Jan De Nul's operations.

Apr 2022
MDM Programme Launch

Programme kickoff with mandate to integrate all source systems and implement DQ controls for Dynamics 365 migration.

Q3 2022
First DQ Controls Live

Initial set of 150+ controls deployed across Vendor and Legal Entity domains. First DQ score established as baseline.

Q1 2023
Full Domain Coverage

All 4 business domains (Vendors, Projects, Legal Entities, Vessels) fully monitored. 350+ controls active.

Q2 2023
Governance Embedded

DQ reporting integrated into steering committee agenda. Data steward workbenches operational across all domains.

2024–2026
Continuous Improvement

Global DQ score progressing toward 89%+. Ongoing remediation cycles driven by Pareto-prioritized action plans.

Data Quality Evolution Over Time — DGOV100
Data Quality by Domain — DGOV100
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