The term Data Architecture refers to a collection of implementable standards and protocols that govern the collection, storage, preparation, sharing, and distribution of data. This predefined set of standards and protocols is designed to enhance the scope and purpose of data analysis in the busy business environment. One major problem with traditional Data Management systems […]
The Value of Metadata Governance
Data, by itself, is just data. But put data in context—that’s when it becomes useful information. Robert Seiner, while speaking at the DATAVERSITY® Enterprise Data Governance Online Conference, said that what provides that context is metadata: “Data plus metadata equals the information that our organizations need to use to be successful.” Seiner is President and […]
Establishing Data Governance as a Service
Although Data Governance has been a hot topic for a long time, companies are still struggling to get value from their governance programs. The astounding number of tools available on the market have potential, but organizations often have trouble leveraging those tools for the most value. As data continues to become more complex and voluminous, […]
The Evolution of Metadata Platforms vs. Data Platforms
Watching closely the evolution of metadata platforms (later rechristened as Data Governance platforms due to their focus), as somebody who has implemented and built Data Governance solutions on top of these platforms, I see a significant evolution in their architecture as well as the use cases they support. This evolution seems to closely mirror the […]
The Data Warehouse, the Data Lake, and the Future of Analytics
Data lakes were created in response to the need for Big Data analytics that has been largely unmet by data warehousing. The pendulum swing toward data lake technology provides some remarkable new capabilities, but can be problematic if the swing goes too far in the other direction. Far from being at the end of this […]
What Is a Metadata Repository?
A metadata repository is a software tool that stores descriptive information about the data model used to store and share metadata. Metadata repositories combine diagrams and text, enabling metadata integration and change. The metadata repository’s power lies with the easily accessible way people can view and navigate its contents. Other Definitions of Metadata Repositories Include: […]
Case Study: Enterprise Metadata Repository Facilitates Change at the University of Washington
This past summer The University of Washington went live with Workday, a Software-as-a-Service human capital management solution. It replaced a decades-old HR/payroll (HR/P) system and represented the largest administrative transformation in the school’s history. Human resources personnel are affected by the change, of course, but so too is practically everyone else on campus. That’s to […]
Working with Metadata Management Frameworks
Metadata Management will grow into 2021 and beyond. According to a DATAVERSITY® Trends in Data Management Report, 84 percent of business respondents had a Metadata Management initiative in place or had plans for one. MarketWatch, a consulting firm, expects massive growth by 2026. How much success a company will have with Metadata Management will depend […]
Guide to Digital Transformation: Data-first Architecture
Click to learn more about author John Ottman. The goal of digital transformation remains the same as ever – to become more data-driven. We have learned how to gain a competitive advantage by capturing business events in data. Events are data snap-shots of complex activity sourced from the web, customer systems, ERP transactions, social media, […]
Demystifying Metadata Management
As advanced analytics becomes a prominent driver of revenue in the data-driven age, technologies are needed to help provide a context to data. Business leaders and the global Data Science community have realized that businesses need appropriate technology to comprehend the context of business data. In addition to Data Governance, the Data Management strategy that […]