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Combat Governance Dilution: The CGO Solution
The term “governance” has become so widely used that it has lost much of its impact and precision. Originally, governance referred to the frameworks and processes for formalized and effective organizational control and accountability. However, its frequent and broad application across various contexts — ranging from IT to corporate, data, information, and AI governance — […]


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Author: Robert S. Seiner

Artificial vs. Augmented Intelligence
Terms like artificial intelligence (AI) and augmented intelligence are often used interchangeably. However, they represent fundamentally different approaches to utilizing technology, especially when it comes to data governance. Understanding these differences is crucial for organizations looking to implement non-invasive and effective data governance frameworks. This article explores the distinctions between artificial intelligence and augmented intelligence, […]


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Author: Robert S. Seiner

Data Governance Doesn’t Have to Be Scary
The mere mention of “data governance” can send shivers down the spines of executives and employees alike. The thought of implementing stringent rules and procedures for managing data often conjures images of bureaucratic nightmares and stifled innovation. However, it doesn’t have to be this way. Contrary to popular belief, the implementation of an effective and […]


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Author: Robert S. Seiner

The Risk and Promise of AI
Artificial intelligence (AI) is rapidly reshaping our world, influencing everything from the way we work to the way we live. It’s like a double-edged sword, offering incredible potential while also posing significant risks. At the heart of this transformation lies data, the fuel that powers AI systems. How we manage this data can determine whether […]


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Author: Robert S. Seiner

Getting the BELT: Empowering Executive Leadership in Data Governance
The expression “Getting the Belt” has several meanings. This phrase most commonly refers to a form of corporal punishment where a belt is used by an authority figure to spank or hit someone as a punitive measure. This form of discipline is now, thankfully, regarded as inappropriate and harmful. Additional meanings signify winning a championship […]


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Author: Robert S. Seiner

Stop Complaining About Your Data – And Do Something About It
Organizations are drowning in a sea of data, facing challenges that range from inconsistent quality to inefficient and ineffective management. It’s easy to complain about the state of your data, but a more productive tactic involves taking actionable steps to address these issues. Enter Non-Invasive Data Governance (NIDG) — a methodology that empowers organizations to […]


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Author: Robert S. Seiner

All in the Data: The Search for Intelligent Life in Your Organization
An invisible, yet universal, force exists that is shaping the very fabric of data-driven decision-making, data practices, and operational data management functionality. This force is “informal governance,” an astral influence orchestrating the celestial bodies of an organization. Acknowledging the existence of this informal governance marks the launch of a profound journey — a quest for […]


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Author: Robert S. Seiner

Where Data Governance Should Live
Determining the optimal administrative placement for a data governance program, and specifically a Non-Invasive Data Governance program, is a pivotal decision that can significantly influence its success. This critical choice often boils down to three primary areas within an organization: a specific business area, information technology (IT), or a shared services part of the organization. […]


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Author: Robert S. Seiner

Game-Changing Data Definitions You Cannot Afford to Ignore
In today’s data-driven world, the terms “data governance” and “data stewardship” have become buzzwords, often thrown around without a clear understanding of their significance. However, defining these terms is not about adding complexity, it’s about establishing clarity and accountability and providing a sense of practicality and pragmatism. As I define it, data governance is “the […]


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Author: Robert S. Seiner

A Halloween Tale That Turns Non-Invasive
Once upon a dark and eerie night, in the heart of the bustling city, there lived a data governance practitioner named Victor. Victor was known for his sharp mind and forward-thinking ideas, but he faced a daunting challenge: convincing his old and set-in-their-ways management that non-invasive data governance was the least scary of alternatives to […]


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Author: Robert S. Seiner

All in the Data: The TDAN.com Tradition
I have published The Data Administration Newsletter (TDAN.com) for a large portion of my professional life. Actually … a large percentage of my life. It has been an honor and privilege to provide thought-provoking data-focused content to an audience as special as the international data management community. More about the community in a minute. It’s […]


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Author: Robert S. Seiner

Data Product Success With Non-Invasive Data Governance
The role of data products has become pivotal, driving organizations towards insightful decision-making and competitive advantage. However, ensuring the achievement of these data products demands the strategic integration of Non-Invasive Data Governance (NIDG). This approach fortifies data quality, security, compliance, and collaboration while expertly navigating user queries and concerns. Central to this cooperation is the […]


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Author: Robert S. Seiner

Making the Case for Data Enablement (Rather Than Data Governance)
There is a movement in the business and academic worlds to consider relabeling the name of the long-time data discipline of “Data Governance” to “Data Enablement”. Usually, when someone tells me something like this, my first response is to chuckle and nod my head. It takes a sizable formal movement to change the name of […]


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Author: Robert S. Seiner

All in the Data: Becoming a CDO When There is No Role
I work with a lot of organizations that do not (yet) have a person in the role of Chief Data Officer (CDO) or Chief Data and Analytics Officer (CDAO). I also work with a significant number of people in these organizations who have the desire to be elevated into one of these roles. The latter […]


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Author: Robert S. Seiner

Where Data Governance Must Focus in AI Era
In today’s rapidly changing and advancing world of artificial intelligence (AI), generative AI, and large language models (LLMs), data has become the lifeblood of innovation. Data fuels algorithms, powers decision-making processes, and shapes the future impact of technology. By formalizing existing levels of accountability (truly a non-invasive approach), respecting people’s privacy, promoting ethical practices, and […]


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Author: Robert S. Seiner

Effective Use of Generative-AI
While Generative-AI has undoubtably demonstrated powerful capabilities in generating images, music, and text, it is essential to approach the technology’s potential with a balanced and realistic outlook. The notion that Generative-AI will serve as a universal panacea for all industries is overly optimistic. The true value lies not in the technology itself, but in how […]


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Author: Robert S. Seiner

NIDG Perspective: A Trusted Trainer for Data
This column is a stand-in for a new column that will be announced for the 3rd month each quarter starting next cycle. I am pleased to fill in essays like this from time-to-time that provide additional perspective to the Non-Invasive Data Governance approach. In the discipline of data management, adopting the non-invasive approach to data […]


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Author: Robert S. Seiner