“If you pay attention to how many times you hear conference speakers use the word ‘culture,’ you’re going to be surprised,” remarked Mary Levins, founder of Sierra Creek Consulting, during her DATAVERSITY® Enterprise Data World Conference presentation titled The Culture-Centric Approach to Data Governance. She co-presented with Cassie Elder, the owner of DataCraft Partners. They […]
Case Study: Bringing Credibility to Freddie Mac’s Data Stewardship Model
Jenny Schultz has been with Freddie Mac since 1998. “We have tried to do the ‘data thing’ more than a few times, driven by IT, but it never stuck because the business didn’t see the value in leveraging their data and managing and governing it,” she said during her DATAVERSITY® Enterprise Data World Conference presentation […]
Maturing Data Governance and Data Literacy to Serve Organizations Better
Maturing Data Governance means growing an organization’s conception and management of its data assets from a narrow IT project conception to the broader business. Organizations can no longer ignore this approach as they drive to digitally transform, improve business efficiency and effectiveness through digitization and human resources. Al-Ruithe, et al. hammer this point home by […]
Understanding DataOps
DataOps (data operations) has its roots in the Agile philosophy. It relies heavily on automation, and focuses on improving the speed and accuracy of computer processing, including analytics, data access, integration, and quality control. DataOps started as a system of best practices, but has gradually matured to a fully functional approach for handling data analytics. […]
Data Architecture and Data Science: What is the Intersection?
Data Science, in practice, should ultimately combine the best practices of information technology, analytics, and business. On the other hand, Data Architecture enables data scientists to analyze and share data throughout the enterprise for strategic decision-making. Thus, without a sound Data Architecture in place, data scientists will remain severely handicapped in their abilities to develop […]
Data Strategy Trends in 2020
When it comes to having a Data Strategy, are you there yet? Remember, a real Data Strategy isn’t a road stop. It’s the destination. There’s optimism that Data Strategy in 2020 will be on the highway somewhere between those two points. Much of the good vibe is created by the fact that business stakeholders are […]
Data Strategy vs. Business Strategy
For any transformational Business Strategy, data-driven intelligence must be “readily accessible, interpretable, and actionable” whenever necessary. At the macro level, a data-driven culture has to be consciously propagated throughout the organization, end-to-end. Digital businesses have acknowledged the importance of data accessibility and have embraced this culture within their business model to remain competitive. The late […]
Data Governance Trends in 2020
Data Governance always has been a complicated issue for most organizations. That won’t change in a big way in 2020. In fact, the increasing prevalence of technologies like artificial intelligence (AI) and machine learning (ML) may show up some of the pains even more. Don’t take that to mean that companies aren’t becoming more mature […]
Data Governance and Data Quality Use Cases
Given the high volume of erroneous data floating across the enterprise, it is increasingly difficult for industry operators to make business decisions or plan any course of action based on such poor-quality data. Moreover, what’s the point of applying advanced analytics or BI technologies on data that is flawed? A whitepaper titled Getting Ahead of […]
Developing a Functional Data Governance Framework
Data Governance practices need to mature. Data Governance Trends in 2019 reports that dissatisfaction with the quality of business data continues in 2019, despite a growing understanding of Data Governance’s value. Harvard Business Review reports 92 percent of executives say their Big Data and AI investments are accelerating, and 88 percent talk about a greater […]