Skip to main content

On-demand webinar coming soon...

Blog

Data governance principles: 4 best practices

Discovery and classification are necessary in data governance, but clarity and accountability are at the root of collaboration

Sam Curcuruto
Sr. Product Marketing Manager
October 5, 2023

Woman making notes on a whiteboard during a brainstorming session.

With the amount of data and metadata aggregated and collected by companies growing by the day, you need to make sure that it’s managed effectively.  

Successful data governance relies on a few governance principles that require organizational buy-in from top to bottom. Let’s take a look at them.

 

Transparency 

Having clarity on what data assets you have and spreading this knowledge across your organization and customers is of utmost importance for your data governance framework. Transparency and trust go hand in hand.   

To have your employees and customers buy into your data governance policies, you need to build trust by being transparent about the data you collect, the purpose of the data, where it’s stored, and whom it interacts with. 

  • Data Governance Goal: To foster trust in your organization’s data policies, both internally and externally. 

 

Accountability 

“It’s not my responsibility.” 

You never want to hear those words regarding data in your company. The concept of data stewardship comes into play here, where individuals become ‘stewards’ for data stored in different places across your organization. This involves moving away from the traditional viewpoint on data, which generally had the IT function as the decision-making body for data assets and data management.  

Governing unstructured data requires discovery and classification that goes beyond simple metadata. Learn more here

Instead, set data definitions, look to identify key stakeholders across different departments, and establish them as data stewards responsible for the data that’s relevant to their department.  

  • Data Governance Goal: Ensure that there are no ‘data gaps’ in your organization where nobody is responsible.  

 

Integrity 

This can be summed up with “How good is your data?”. Making sure your data catalog is accurate, relevant, timely, and compliant with policies and regulations is critical in ensuring successful data governance.  

Integrity also comes into play when dealing with how stakeholders discuss the impacts of decisions on enterprise data, and being honest regardless of the circumstances involved. The two sides of the integrity coin are truthfulness regarding the effects of data processes and maintaining the highest possible data quality. This becomes even more critical as we use data to train AI models—we need to know the data has integrity.

  • Data Governance Goal: Establish a culture of honesty around data policies and set processes to ensure data quality. 

 

Collaboration 

We’ve all heard “teamwork makes the dream work.” Departments within your company should have the opportunity to discuss the best practices to deal with data in different parts of the organization.  

Setting effective data standards, and not idealistic ones, can only happen through inter-department collaboration. An extension of this data governance principle is to enable access to data through an intuitive catalog.  

  • Data Governance Goal: Establish a Data Governance Council to set effective standards and metrics, and enable accessibility throughout your organization.   

These four principles are the pillars upon which any effective data governance program is built. When they come together, it ensures a strong foundation for your data governance policies and processes as you enforce them throughout your organization.

 

How OneTrust Data Discovery helps

OneTrust Data Discovery serves as a valuable tool for Chief Data Officers, Chief Privacy Officers, and Chief Information Security Officers alike. Enhanced unstructured data discovery capabilities help find unstructured data across common shared-use applications as well as understanding the compliance obligations attached to the sensitive or personal information found within these files.  

OneTrust’s enhanced unstructured data discovery capabilities utilizes advanced machine learning-based classification to give users a clearer view into at-risk, sensitive, or personal data down to the individual data element level and automatically populate data maps to help maintain compliance with privacy and security regulations. Moreover, OneTrust Data Discovery adds further context to your data by helping you understand who has access and that the right level of access is implemented alongside applicable governance policies.  

OneTrust Data Discovery automatically populates data inventories, giving governance teams a clear, centralized view of their data, helping with compliance obligations, retention periods, and access controls.

Learn more about OneTrust Data Discovery tools and Data Governance by requesting a demo.


You may also like

Webinar

Data Discovery & Security

The new data landscape: Navigating the shift to AI-ready data

This webinar will explore the how AI is affecting the data landscape, focusing on how data teams can extend common data practices to support AI’s unique use of data.

November 12, 2024

Learn more

White Paper

AI Governance

How the EU AI Act and recent FTC enforcements for AI shape data governance

Download this white paper to learn how to adapt your data governance program, by defining AI-specific policies, monitoring data usage, and centralizing enforcement.

October 30, 2024

Learn more

eBook

AI Governance

Data and AI governance for responsible use of data

Learn why discovering, classifying, and using data responsibly is the only way to ensure your AI is governed properly.

September 12, 2024

Learn more

eBook

Privacy & Data Governance

Data governance across industries: Leveraging your organization's most valuable asset

Download our new eBook and learn how to leverage the value of data governance across industries, including financial services, healthcare, retail, and manufacturing.

April 17, 2024

Learn more

Infographic

Data Discovery & Classification

Data governance in manufacturing: Challenges and use cases

Learn the impact a data governance program has in manufacturing and how it enables greater efficiency across your supply chain

February 26, 2024

Learn more

Infographic

Data Discovery & Classification

What to look for in a data discovery solution

Make sure you choose the right data discovery solution for your organization with our comprehensive breakdown of key benefits and features to look for.

February 20, 2024

Learn more

Infographic

Data Discovery & Classification

Data governance in retail: Challenges and use cases

Learn how data governance can help manage the high volume and sensitivity of data that runs through your retail operations.

February 12, 2024

Learn more

Infographic

Data Discovery & Classification

Data governance in healthcare: Challenges and use cases

Learn how data governance can help your healthcare organization effectively manage its protected health information (PHI) and other sensitive data.

February 08, 2024

Learn more

Infographic

Data Discovery & Classification

Data governance in financial services: Challenges and use cases

Learn how data governance can help address common challenges in the financial services industry and protect your most critical information.

January 12, 2024

Learn more

Webinar

Data Discovery & Security

A guided tour of OneTrust Data Discovery magic

Our expert speaker will demonstrate how common real-world data challenges can be identified, addressed, and reported on, leading to better data governance, security, and alignment with business goals. 

October 26, 2023

Learn more

Webinar

Data Discovery & Security

Data minimization and risk assessment in data discovery

Explore the concept of data minimization and its crucial role in enhancing security, privacy, and reducing risk.

October 19, 2023

Learn more

Webinar

Data Discovery & Security

Data Discovery Dispelled: Unmasking the mysteries of data

Join us for a journey into the heart of data management as we explore the depths of data within organizations and shed light on how technology can enhance data security, privacy, and compliance.

October 12, 2023

Learn more

Webinar

Data Discovery & Security

Data Discovery Dispelled: Data's dark corners

Join the first part of our Data Discovery Dispelled webinar series where we will discuss the hidden sensitive information that could pose risks for your organization.

October 12, 2023

Learn more

Report

Data Discovery & Security

OneTrust named a strong performer in 2023 Forrester Data Governance Wave​

Download The Forrester WaveTM: Data Governance Solutions, Q3 2023 report to see why OneTrust was named a strong performer.

September 26, 2023

Learn more

Data Sheet

Data Discovery & Security

Data Discovery and Security

Explore our OneTrust Data Discovery and Security data sheet to learn how you can discover and control your data while enabling your teams.

September 18, 2023

Learn more

eBook

Data Discovery & Classification

Ultimate guide to building a data governance program

Download this eBook and learn practical methods in building a flexible data governance program that aligns with your business.

August 14, 2023

Learn more

Webinar

Data Discovery & Classification

Live demo: OneTrust Data Discovery

See how OneTrust Data Discovery can help your organization achieve complete data visibility to empower your security program and reduce risk.

June 23, 2023

Learn more

Webinar

Data Discovery & Classification

Data responsibility: The information security professional’s higher purpose

Join OneTrust and KPMG for a dialogue with Information Security leaders on managing the balance between risk and reward when handling sensitive customer information.

June 20, 2023

Learn more

Webinar

Data Discovery & Classification

OneTrust Data Discovery Day: A deep dive into automating data discovery and classification

Join us for a two-hour deep dive into data discovery and how OneTrust helps privacy, IT, and security teams understaind their data and achieve risk reduction goals.

June 13, 2023

Learn more

Infographic

Data Discovery & Classification

How OneTrust Data Discovery integrates with Microsoft 365

Explore three key integration capabilities of OneTrust Data Discovery and Microsoft 365.

June 13, 2023 3 min read

Learn more

Report

Privacy & Data Governance

Gartner® Innovation Insights: Data Security Posture Management (DSPM)

Read this report from Gartner® that highlights some of the key capabilities needed in a DSPM.

 

May 30, 2023

Learn more

Webinar

Trust Intelligence

How the Onetrust platform is innovating to unlock the value of trust

Join this webinar to learn how OneTrust is enhancing its privacy management, data governance, and consent and preferences solutions to help organizations tackle data sprawl and enable regulatory agility.

May 24, 2023

Learn more

Data Sheet

Data Discovery & Security

Employee onboarding and offboarding management

Download our onboarding and offboarding management data sheet and learn how OneTrust Certification Automation can help reduce your risk exposure and improve compliance.

May 17, 2023

Learn more

White Paper

AI Governance

Navigating responsible AI: A privacy professional's guide

Download our white paper and learn how privacy teams help organizations establish and implement polices that ensure AI applications are responsible and ethical. 

May 03, 2023

Learn more

Infographic

Data Discovery & Classification

The CISO challenge: Data. Threats. Regulations.

Unstructured data poses risks due to its open access and lack of governance, and CISOs need to implement measures to track, de-risk, and protect it.

March 03, 2023

Learn more

Webinar

Data Discovery & Security

Insights & analytics: Digging into the data to measure and accelerate trust programs webinar

See how OneTrust Insights and Analytics empowers privacy, marketing, data, and security teams with reporting functionality using solution-based dashboards.

August 02, 2022

Learn more

Webinar

Data Discovery & Security

Rethinking trusted data

Join us for a discussion on the latest trends in trusted data and how you can take critical steps to build trust in data practices

May 24, 2022

Learn more

Webinar

Data Discovery & Security

Optimizing data usage through integrated data privacy and governance

Join us for a discussion on driving better business use and outcomes from data while ensuring regulatory requirements are met.

May 24, 2022

Learn more

Webinar

Data Discovery & Security

Build your foundation through data discovery & mapping

In this webinar we cover how data discover and mapping helps you streamline compliance with US privacy laws such as the CPRA, the CDPA, and Colorado's Privacy Act.

March 24, 2022

Learn more

Webinar

Data Discovery & Security

UK DSAR Automation: How Data Discovery enhances your DSAR workflow

Learn how OneTrust Data Discovery enhances DSAR workflow and automates the DSAR lifecycle in this webinar.

March 18, 2022

Learn more

Webinar

Data Discovery & Security

Data Discovery South Africa: How to create value and demonstrate trust through your data?

Watch this webinar and discover how automated data discovery is helping clients in South Africa create value and demonstrate trust. 

March 10, 2022

Learn more

Webinar

Data Discovery & Security

Data Discovery Türkiye: How to create value and demonstrate trust through your data?

Watch this webinar and discover how automated data discovery is helping clients in Türkiye create value and demonstrate trust. 

March 09, 2022

Learn more

Webinar

Data Discovery & Security

Data Discovery Hungary: How to create value and demonstrate trust through your data? | Resources | OneTrust

Watch this webinar and discover how automated data discovery is helping clients in Hungary create value and demonstrate trust.

March 08, 2022

Learn more

Webinar

Data Discovery & Security

Data Discovery Romania: How to create value and demonstrate trust through your data?

Watch this webinar and discover how automated data discovery is helping clients in Romania create value and demonstrate trust. 

March 08, 2022

Learn more

Webinar

Data Discovery & Security

Data Discovery Israel: How to create value and demonstrate trust through your data?

Watch this webinar and discover how automated data discovery is helping clients in Israel create value and demonstrate trust. 

March 05, 2022

Learn more

Webinar

Data Discovery & Security

Privacy automation: bridging the gap between compliance & data governance to deliver trusted public services

Learn how you can take the first steps towards data intelligence and advance your privacy program to the next phase of automation and maturity.

January 18, 2022

Learn more

Webinar

Data Discovery & Security

Automating the classification and mapping of sensitive data​

In this free webinar, learn how to automate the classification and mapping of sensitive data and speed compliance.

January 10, 2022

Learn more

Webinar

Data Discovery & Security

3 keys to a unified data governance program

Learn how properly governed data leads to better data quality, increased data intelligence and more trusted data. 

August 27, 2021

Learn more

Infographic

Data Discovery & Security

The 4 pillars of data intelligence

Learn the Four Pillars of Data Intelligence and discover how to develop an effective data program.

August 02, 2021

Learn more

Webinar

Data Discovery & Security

Data intelligence: Using and improving your data

In the final webinar in the series, we explore the final step on the path towards data intelligence - using and improving your data.

July 19, 2021

Learn more