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Crossing the Data Divide: A Case for Data Leaders Embracing Process Modeling
In the early days of enterprise data and business systems, process modeling and data modeling went hand-in-hand. It was standard practice to design processes and data structures simultaneously, ensuring a seamless alignment between how work was done and how information was captured, stored, and used.   Tools like flowcharts, data flow diagrams, and entity-relationship diagrams were […]


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Author: John Wills

Data Professional Introspective: Your Organization Can’t Create an EDM Strategy
Some countries successfully create long-term strategic plans. For example, China’s first 100-year plan was aimed at the elimination of extreme poverty by 2020. In 1980, there were 540M people living in extreme poverty; by 2014, there were only 80 million. The second 100-year plan, targeted for 2050, calls for achieving 30% of global GDP, to […]


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Author: Melanie Mecca

Decentralized, Centralized, and Federated Data Governance
In my discussions with CIOs over the last several years, they have repeatedly told me that they strongly dislike traditional data governance. And asked at times, could they just be data custodians. When I asked why, they said they either forced it top-down on their organization, and everyone disliked them for doing it; or, IT […]


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Author: Myles Suer

From Chaos to Clarity: The Stealth Guide to Data Governance Success
In today’s fast-paced business world, data governance often feels like an insurmountable challenge. While teams focus on product development, innovation, and revenue generation, governance can seem like an abstract and expensive luxury. But as data volumes surge and complexity grows, the absence of proper governance creates a widening gap. Organizations are missing critical insights and […]


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Author: Subasini Periyakaruppan

Legal Issues for Data Professionals: In AI, Data Itself Is the Supply Chain
Data is the supply chain for AI. For generative AI, even in fine-tuned, company-specific large language models, the data that is input into training data comes from a host of different sources. If the data from any given source is unreliable, then the training data will be deficient and the LLM output will be untrustworthy. […]


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Author: William A. Tanenbaum and Isaac Greaney

Data Monetization: The Holy Grail or the Road to Ruin?


Unlocking the value of data is a key focus for business leaders, especially the CIO. While in its simplest form, data can lead to better insights and decision-making, companies are pursuing an entirely different and more advanced agenda: the holy grail of data monetization. This concept involves aggregating a variety of both structured and unstructured […]

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Author: Tony Klimas

How to Foster a Cross-Organizational Approach to Data Initiatives


In today’s business landscape, data reigns supreme. It is the cornerstone of effective decision-making, fuels innovation, and drives organizational success. However, despite its immense potential, many organizations struggle to harness the full power of their data due to a fundamental disconnect between IT and business teams. This division not only impedes progress but also undermines […]

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Author: Abhas Ricky

Mind the Gap: Ask for Business Actions, Not Business Value


I’m not sure I know anyone in the data and analytics field whose platform doesn’t face budget scrutiny. Analytics is expensive. And when cost-cutting is the order of the day, analytics is a big target. Up shields. Time for another business value inventory. I’ve spoken with consultants who have completed analytics business value inventories at […]

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Author: Mark Cooper

Chief Officers: Do You Know What Your Data is Costing You?


CXOs this year have witnessed a rollercoaster economy amid plenty of turbulent events – from ongoing inflation affecting consumer spending to large stock market swings, major overseas conflicts, and the uncertainties of an election year. Not surprisingly, the economic forecast remains murky at best. According to a CNBC CFO survey, CFOs seem to agree that […]

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Author: Benjamin Henry

Unleashing the Power of People and Culture: The Ultimate Drivers of Data Governance Success


In the high-stakes world of data governance, where organizations strive to protect and leverage their most valuable asset, one truth stands out: technology alone won’t get you there. The secret sauce? People and culture. They are the lifeblood of any successful data governance strategy, the pulse that drives data literacy, and the force that propels […]

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Author: Gopi Maren

Data Lake Strategy: Its Benefits, Challenges, and Implementation


In today’s hyper-competitive business environment, data is one of the most valuable assets an organization can have. However, the sheer volume, variety, and velocity of data can overwhelm traditional data management solutions. Enter the data lake – a centralized repository designed to store all types of data, whether structured, semi-structured, or unstructured.  Unlike traditional data warehouses, data […]

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Author: Rohail Abrahani

Data Quality: The Hidden Cornerstone of Digital Transformation Success
As organizations rush headlong into digital transformation initiatives, a critical factor often gets overlooked: data quality. In the race to implement cutting-edge technologies and overhaul business processes, many companies fail to recognize that the success of these efforts hinges on the accuracy, completeness, and reliability of their underlying data. This oversight can lead to disastrous […]


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Author: Christine Haskell

Beyond the “IT Guy” Stereotype: How Technology Leaders Drive Business Success


Traditionally, IT departments have been viewed as support functions primarily responsible for maintaining hardware, troubleshooting software issues, and ensuring basic connectivity. IT leaders are often treated like technical experts running a cost center, relegated to a dim back office and only emerging when summoned to address a problem.  But that couldn’t be further from the […]

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Author: Manjula Mahajan

It’s Not the Tools, It’s the Culture: How to Roll Out Data Democratization


You want to implement data democratization, so you deployed all the new tooling and data infrastructure. You have a data catalog to manage metadata and ensure data lineage and a data marketplace to enable data discovery and self-service analytics. You’ve invested in the latest technologies to enable full self-service operation.  The data management architecture you […]

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Author: Marek Ovaceck

Data Is Risky Business: Scaling Data Governance to the National Stage
I recently started a doctorate. And because I obviously have too much free time after running my business, teaching, and writing columns for august publications like this, I’m looking at data governance. But not at the level of the organization. My doctoral research will be a deep dive into some oft-neglected human factors that need to […]


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Author: Daragh O Brien

Book of the Month: Insights from “Humanizing Data Strategy”


Welcome to our new series, “Book of the Month.” In this series, we will explore new books in the data management space, highlighting how thought leaders are driving innovation and shaping the future. This month, we’re grabbing a cup of coffee, settling into our favorite reading nook, and diving into “Humanizing Data Strategy: Leading Data […]

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Author: Mark Horseman

The Data Difference: How SMBs Are Getting Ahead of the Competition


The cost of complacency is becoming crystal clear in the small and medium-sized business (SMB) space. There’s little room for those who rest on their laurels, especially when they make up over 95% of businesses globally emerging all the time. Amid fierce and crowded competition, innovation increasingly sets apart the high performers from those struggling to stand their […]

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Author: Claire Gribbin

The Relationship Between Storage Consolidation and a Hybrid Multi-Cloud IT Strategy


When you are presenting a way for IT to save money and have a better strategy to leverage the cloud, here’s a pro tip that can benefit any and all enterprises: A hybrid multi-cloud approach, with a strong private cloud configuration, creates the opportunity to consolidate storage arrays for maximum efficiency. Consolidation of storage saves on […]

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Author: Eric Herzog

Eyes on Data: Understanding Data Products and Their Role in Data Marketplaces
In the rapidly evolving landscape of data management, the concept of data products has emerged as a cornerstone for effective data utilization and governance. Industry experts have shed light on the critical nature of data products, their distinction from data assets, and their pivotal role in data marketplaces. As organizations strive to maximize the value […]


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Author: EDM Council

When Business Growth Strategy Drives Data Strategy


What are the biggest data strategy challenges facing you and your company? If you are like most, the main reason for developing a data strategy is to be capable of supporting the growth strategy of each type of business in an exclusive way – to offer competitive resilience with balance and maturity to defend and […]

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Author: Carlos Cruz

How Changes to Cloud Egress Fees May – or May Not – Help You Save Money 


For years, cloud egress fees – the costs incurred when data moves out of a cloud environment – were like death and taxes. They were unavoidable for any organization that used the cloud. But that has changed over the past few months as major cloud providers Google, Amazon and Microsoft have announced the discontinuation of […]

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Author: Krishna Subramanian

Enterprise Data World 2024 Takeaways: Trending Topics in Data Management


I was privileged to deliver a workshop at Enterprise Data World 2024. Publishing this review is a way to express my gratitude to the fantastic team at DATAVERSITY and Tony Shaw personally for organizing this prestigious live event. Participating in such events has multiple advantages, including becoming familiar with trending topics in the data management […]

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Author: Irina Steenbeck

The Importance of Data Strategy in Digital Transformation
The term digital transformation may mean different things to different companies. At its most fundamental, digital transformation is the movement of processes, actions, and tools from an offline to an online environment.  However, digital transformation might involve anything from re-formatting and digitally enabling an entire organization to building up a mobile application, website, or process. […]


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Author: Hazel Raoult

Key Considerations for C-Suite Leaders Involved in Digital Transformation Initiatives


With spending on digital transformation initiatives worldwide projected to hit $3.9 trillion by 2027, the pressure is on organizations – and specifically the C-suite – to ensure that not only are they best positioned to tackle the digital challenges of today but that they can quickly adapt to those of tomorrow as well.  C-suite leaders find themselves […]

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Author: Cory McNeley

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