1. Change Principle: Driving Behavioural Adoption

Data Governance requires people across the organisation to adopt new behaviours around data.

This includes:

• Analysts consistently defining and validating data 
• Engineers maintaining lineage and data quality controls 
• Business users taking ownership of critical data sets 
• Teams following agreed governance processes in delivery 

From a change perspective, this requires more than awareness. It requires:

• Clear articulation of why governance matters 
• Reinforcement through leadership and governance forums 
• Embedding expectations into performance, KPIs, and delivery standards

Change management helps organisations move from awareness of Data Governance to actual behaviour change. In many financial institutions, regulatory reporting often relies on multiple upstream data sources. 

Even where Data Governance frameworks exist, issues still arise when:

• Data owners are unclear 
• Data quality checks are inconsistently applied 
• Manual adjustments are made without traceability 

The challenge is not the absence of policy but the inconsistent adoption of governance behaviours in day-to-day work. Change management helps bridge this gap by shifting governance from “something we know we should do” to “something we consistently do.”

2. Change Principle: Role-Based Communication and Engagement

Data governance affects many different stakeholders across an organisation (engineers, analysts, business teams, and risk functions). A common challenge is that governance initiatives communicate at a generic organisational level, which can make expectations unclear. Change management emphasises role-based engagement, ensuring governance is translated into language that different teams understand. Consider an organisation implementing a new customer data platform.

Without role-based communication:

• Engineers may prioritise delivery speed over documentation 
• Analysts may interpret data definitions differently 
• Business teams may not formally take ownership of customer data 

The result is fragmentation—despite having governance structures in place.

With role-based engagement:

• Each group understands their role in governance 
• Expectations are aligned with how they already work 
• Governance becomes practical rather than theoretical

3. Change Principle: Embedding Data Governance into Existing Workflows

Data Governance becomes sustainable when it integrates into activities teams already perform. One of the most effective change strategies is to embed new practices into existing workflows, rather than introducing entirely separate processes. In many organisations even with the use of modern stack platforms, data governance is often treated as a separate layer.

This leads to:

• Documentation being completed after delivery (or not at all) 
• Data Governance processes being seen as additional overhead 
• Low adoption of governance tools 

However, when governance is embedded:

• Data quality checks are built into pipelines 
• Metadata is captured automatically 
• Ownership is assigned as part of system workflows 

Data Governance then shifts from “extra work” to “how work gets done.”

Where do we come in?

Supporting organisations in data governance is not only about designing frameworks or implementing tools. It also involves helping organisations manage the organisational change required to operationalise Data Governance. Data governance doesn’t fail because organisations lack frameworks. It struggles when organisations underestimate the behavioural change required. Applying change management principles alongside governance helps move from Defined Governance to Practised Data Governance.

And that’s where real value starts.

How can we support?

• Change Management in designing Data Governance models aligned with organisational culture
• Facilitating role clarity across your teams
• Supporting adoption through targeted engagement and communication
• Embedding Data Governance into your operational processes

If you are looking for more information on how you can support your people through your transformation initiatives this year, Mosaic would be thrilled to get in touch.

Download Operationalising Data Governance diagram (PDF).