Business intelligence (BI) ensures organizations and enterprises make measured decisions. And teams are aware of its importance. However, many analytics teams in businesses struggle with slow, fragmented, or downright counterproductive BI systems. What’s interesting is that these challenges do not emerge due to a lack of sophisticated technologies or adequately trained employees. The main culprit […]
Harnessing Data Lineage to Enhance Data Governance Frameworks
At a time when even the smallest organizations have data from multiple sources undergoing various transformations, ensuring data accuracy, security, and compliance has never been more critical. This reality has led to a proliferation of robust data governance frameworks, i.e., the systems, policies, and procedures that manage data as a strategic asset. One vital ingredient […]
Book of the Month: “The One About Data”
In this month’s Book of the Month, we’re looking at Fuad Hendricks’ “The One About Data … The Coffee Shop Chats.” This is the first in what is becoming a series of coffee shop chats. The book sets up a true-to-life scenario of a bunch of peers having coffee and solving the world’s data problems […]
Mind the Gap: Assessing Data Quality Readiness
This is the second in a two-part series exploring data quality and the ISO 25000 standard. OK. You’re with the program. You recognize that having quality data is important for accurate AI models. You would even concede that it’s important for other stuff too, but whatever, because AI is getting all the attention right now. […]
Why One-Size-Fits-All Data Governance Doesn’t Work in the Age of AI
Data has evolved from a back-office function into a central driver of innovation, customer experience, and regulatory compliance. Yet, many organizations still apply a one-size-fits-all approach to data governance frameworks, using the same rules for every department, use case, and dataset. Here’s the issue: What works for managing a legacy HR system doesn’t work for […]
DGIQ + AIGov Conference: Takeaways and Cross-Cutting Topics
In this series of blog posts, I aim to share some key takeaways from the DGIQ + AIGov Conference 2024 held by DATAVERSITY. These takeaways include my overall professional impressions and a high-level review of the most prominent topics discussed in the conference’s core subject areas: data governance, data quality, and AI governance. In the first three […]
Ask a Data Ethicist: How Is Price Optimization a Data Ethics Issue?
Companies tend to want to optimize their pricing, while consumers generally try to find the best deal possible. Traditionally, we’ve navigated the tension in ways that respect ethical norms and, of course, laws such as anti-gouging and anti-price discrimination where applicable. At a moment when tariffs are set to raise prices and the cost of […]
4 Ways to Build a Culture of AI Compliance
For years, AI innovation has outpaced regulation, allowing companies to develop and deploy AI systems with relatively little oversight. That era is coming to an end. Governments around the world are introducing comprehensive AI regulations, from the European Union’s AI Act, to NIST, down to state and local laws. As scrutiny intensifies, companies simply can’t […]
How Dirty, Duplicate Data Prevents Businesses from Being Data-Driven
It’s a data-driven world, yet most businesses are struggling with dirty data; worse, many are still unable to perform basic tasks like deduplication and record linkage efficiently (and affordably). A recent report from my company, “Inside 2024’s Data Quality Challenge: Insights from the Frontlines,” reveals some eye-opening insights drawn from real-world conversations with customers. Companies […]
Book of the Month: “Non-Invasive Data Governance Unleashed”
In April’s Book of the Month, we’re looking at Bob Seiner’s “Non-Invasive Data Governance Unleashed: Empowering People to Govern Data and AI.” This is Seiner’s third book on non-invasive data governance (NIDG) and acts as a companion piece to the original. It provides some focus on how to apply NIDG principles and leverage data governance to […]