All Data Governance programs are not alike. Quite the contrary: programs can use the same framework, employ the same processes, and still appear very different.

Why is this? It’s because of what the organization is trying to make decisions about or enforce rules for. An organization that is concerned with Data Privacy or Compliance is going to look at its data differently than one that is concerned about implementing a new Data Warehouse.

Focus Areas for Data Governance

In this section, we look at Data Governance programs with six common focus areas. It’s worth noting: A single framework can help organize efforts for all of these focus areas because of what all Data Governance programs have in common:

  • They all have activities that address a three-part governance mission: to create rules, resolve conflicts, and provide ongoing services.
  • They all employ most or all of the universal components of a Data Governance program.
  • They all address universal governance processes and services, such as Issue Resolution and Stakeholder Care.

Data Governance programs with different focus areas will, however, differ in the type of rules and issues they’ll address.

They’ll differ in the emphasis they give to certain data-related decisions and actions.

And, they’ll differ in the level of involvement required of types of data stakeholders.

Who is a data stakeholder? Any individual or group that could affect or be affected by the data under discussion. Some stakeholders are obvious – business groups, IT teams, Data Architects, and DBAs. Other stakeholders may not be so obvious for a given decision or situation. Knowing which stakeholder to bring to the table – and when – is the responsibility of the Data Governance team.

Read about Data Governance with a Focus On:

Read Next:

Assigning Data Ownership

One of the tenets of Data Governance is that enterprise data doesn’t “belong” to individuals. It is an asset that belongs to the enterprise. Still, it needs to be managed…

Governance and Issue Resolution

One of the three most important jobs of a Data Governance program is to help resolve data-related issues. These may be conflicting data definitions, data usage concerns, or problems with how data is sourced, how it is integrated, how it is protected, or a myriad of...

Starting a Data Governance Program

A successful Data Governance program does not begin with the design of the program! Before you start deciding who goes on what committee, you should be clear about your program’s value statement. You should have developed a roadmap to share with stakeholders. Those...

Establishing a Data Governance Office

Most organizations that begin a formal Data Governance and Stewardship effort need a support team to facilitate and coordinate activities of councils, stewards, and stakeholders. This support team may be individual contributors who have been doing this work informally...

Defining Organizational Structures

There is no single “right” way to organize Data Governance and Stewardship. Some organizations have distinct Data Governance programs. Others embed Data Governance activities into Data Quality or Master Data Management programs.

Implementing Change Management

Most organizations have string change management – or at least change control – mechanisms for technology. They usually have change management for software applications. They have change management for websites. And yet, many organizations do not practice structured...

Setting Governance Roles and Responsibilities

Who does what in a Data Governance program? First, a group of individuals (or a hierarchy of groups) representing a cross-section of stakeholder groups makes a set of rules in the form of policies, standards, requirements, guidelines, or data definitions. (Or, they...

Focus Areas for Data Governance: Data Warehouses and Business Intelligence (BI)

This type of program typically comes into existence in conjunction with a specific data warehouse, data mart, or BI tool. These types of efforts require tough data-related decisions, so organizations often implement governance to help make initial decisions, to...

Working with Data Stewards

Approaches to Assigning Data Ownership and Stewardship Organizations can take multiple approaches to assigning Data Owners and Data Stewards for enterprise data. In doing so, they need to consider several factors and answer the following questions.Question #1:  Should...

Focus Areas for Data Governance: Management Alignment

This type of program typically comes into existence when managers find it difficult to make “routine” data-related management decisions because of their potential effect on operations or compliance efforts.Managers may realize they need to come together to make...