By Ronald G. Ross · 2026

Concepts, Controls, Data, and Reality

First Edition239 pagesPaperbackISBN 979-8-253-66530-5
Inside the Mind of an Organization — front cover
Inside the Mind of an Organization — back cover

Organizations think, decide, remember, and act – but not by accident. They act as if they have a mind.

Inside the Mind of an Organization shows why so many modern failures – conflicting answers, ambiguous policies, unreliable data, and GenAI hallucinations – are not technology problems at all. They are failures of meaning.

The Thesis

This book introduces a rigorous yet deeply human worldview for business and government – one that treats concepts, controls, and data as the core elements of organizational mind-space.

Drawing on decades of practical experience, Ron explains how shared understanding is formed, how it breaks down at scale, and how it can be deliberately engineered so that automation amplifies clarity instead of confusion.

This book also explains how concepts, controls, and data combine to form an organization’s collective mind-space, and how that mind relates to the reality it seeks to influence. It offers a clear worldview for understanding why meaning matters, why controls fail, and why many organizational problems are conceptual at their core.

“I think it’s very likely that how business applications are created (or replaced) will change dramatically in the next 5-10 years. Clearly, what we've done for the past 50 years is pretty much unsustainable (read ‘poorly engineered for knowledge’). Whatever happens, proper conceptualization will be key to adding value and avoiding risks in business and government.”
— Ronald G. Ross

Because in the end, an organization’s most valuable asset is not its technology or its data – but what it can say with confidence, and mean beyond reasonable doubt. Before fixing data or systems, understand the mind behind them.

Written For

Written for executives, architects, data and AI leaders, policy designers, and anyone responsible for trustworthy knowledge, this book is not a methodology or a tool guide. It is a call to responsibility.

Listen

Hear the book in the author’s own voice.

Four passages, read by Ron — or by a narrator if you prefer. Toggle the voice on any track.

The Key to Adding Business Value0:00 / 0:00
Listen to the Preface0:00 / 0:00
What Does This Book Have to Say About Cognitive Dissonance Inside the Mind of Your Organization?0:00 / 0:00
Listen to the Conclusion0:00 / 0:00
A New Worldview for Knowledge and Data — Go In-Depth0:00 / 0:00
AI-hosted deep dive · NotebookLM
Ronald G. Ross presenting their book
What You'll Learn

Eight shifts in how you see your organization.

  • How to create a coherent foundation that aligns language, data, and systems
  • Why ambiguity undermines trust, governance, and decision-making—and how to eliminate it
  • What it takes to truly understand and operationalize organizational knowledge
  • Why fragmented fixes fail—and what a holistic approach requires
  • How to enable reliable, explainable business knowledge (including for GenAI)
  • What’s required to strengthen governance, compliance, and KPI integrity
  • How to unlock and share knowledge across systems and teams
  • How to build a scalable foundation for onboarding, agility, and long-term stability
The Conceptualist Worldview

A worldview for business and government — the things of the mind, and the things of the world.

Organizations are ill-prepared for the challenges AI poses for their knowledge and data. We need a new worldview, one that recognizes that each business or government has its own unique mind-space. Key to success is conceptualization and the ability to communicate what the business or government knows. Creating trustworthy knowledge is a deeply human problem, one for which you will need true Conceptualists.

The Conceptualist Worldview for Business and Government — concept diagram
About the Business Mind-Space

Humans will never have a hive mind like bees or ants. We're simply not that kind of species. (Thank goodness!)

When we organize ourselves in a formalized group like a business or government, however, we're able to marshal our collective intelligence and problem-solving abilities toward the organization's mission and goals. In doing that, we create a business mind-space, enabled by our unique strength in conceptualizing-and-communicating.

'Mind-space' is normally associated with individual people, referring to their mental state, capacity for thought, consciousness, experiences, etc. Significant resources and energy are devoted to influencing a person's mind-space (think education, training, advertising, etc.), but the exact disposition of an individual's mind-space is forever private ('behind the veil'). All we can know about it is through the communications and actions of a person (what the person says and does).

Similarly, a business or government has a mind-space -- a collective one -- which is the basis for its communications and actions (what it says and does). Significant resources and energy are devoted to influencing this collective mind-space, since the organization's ability to execute its mission and achieve its goals depends on the concerted effort of many people.

A business or government is also collectively responsible for what it says and does. In fact, a business or government is usually a legal person. How could it be a legal person without some kind of collective mind-space?!

The basic principles (the 'givens') underlying the notion of the business mind-space include the following:

  • A business or government always has some collective mission and goals.
  • To function, a business or government requires a collection of people -- always more than a single individual.
  • What makes a business or government different from simply a community of people, or simply a collection of systems, is that it has at least some superseding authority to exercise its controls -- as well as the agency to do so.
  • To some degree, a business or government acts as if it has consciousness or awareness of its own -- in other words, a collective mind-space -- which is predicated on shared understanding.
  • For a business or government to minimally function, some conformity is necessary for this mind-space, especially in conceptualization-and-communication.

The bottom line is that organizational efficiencies in business and government ultimately arise from effective communication of meaning among different people and groups -- and these days with GenAI.

This book shows you how to think about that meaning, and how to conceptualize and model it, so you can bring greater cohesion to the business mind-space -- and everything that depends on it. It's not about technology -- first and foremost it's about getting people all on the same page.

Praise

What early readers are saying.

WOW! I’m going to embroider a shirt emblazoned Data: It’s Not Yours to Hoard!
Dagmar Cole
Remarkable! Simply brilliant! A thoughtful, original, and intellectually strong work – one that will help readers see business knowledge in a deeper and more structured way. A wealth of information and food for thought.
David Lyalin
The business mind-space is a new and powerful idea. I’ve never heard anyone talk about it before. Without 'semantic interoperability', a 'technical interoperability' is not even possible. This book explains what true interoperability entails.
Jörgen Larsson
This book explains why the ability to conceptualize-and-communicate is crucial for any organization to thrive in the era of data and technology. Ron provides a common worldview to kickstart your journey into conceptualization. A must-read for anyone working with data, no matter whether a business person or an IT person.
Johan Nodén
This book does something rare: it treats meaning, language, and structure as actual foundations of responsible business and government. What he calls the "conceptualist worldview" is a disciplined way of preventing organizations from slowly losing track of what they think they know. This book is for people who are tired of systems that function while understanding collapses. It deserves to be read slowly – and be taken seriously.
Sune Selsbæk-Reitz
In a world where data, AI, and automation are advancing faster than our shared understanding, this book tackles a surprisingly human problem: how people form, share, and align the concepts behind the words they use in business. Ron has a rare ability to take ideas that are often treated as technical or abstract and make them understandable. What sets this book apart is its focus on disambiguation and shared understanding – showing why conceptual clarity and communication must come before systems, data, or AI can work effectively. Whether you are new to these ideas or already grappling with their implications, this is a thoughtful and grounding guide.
Laura van Weegen
The book tactfully explores the notion of collective mind-space and, ultimately, the organizational efficiencies in business and government that arise from the effective communication of meaning among different people and groups. Useful for a variety of technical and non-technical folks.
Craig Atkinson
Inside the Book
Inside the Mind of an Organization
Concepts, Controls, Data, and Reality
First Edition · 2026239 pagesPaperbackBusiness Rule Solutions, LLCISBN 979-8-253-66530-5
Preface
Part I
  1. Introduction: Trustworthy Business Knowledge
  2. 1Conceptualizing-and-Communicating
  3. 2Sentences and Propositions
  4. 3Sentences and Ambiguity
  5. 4Concept Model Diagram for Business Semantics
Part II
  1. Introduction: Conceptualist Worldview for Business and Government (CWBG)
  2. 1Concepts
  3. 2Controls
  4. 3Data
  5. 4Parties
  6. 5Material Objects
  7. 6States of Affairs
  8. 7Time
  9. 8Space
  10. 9Laws of Nature
Conclusion
Glossary
Index
Appendices
  1. A1Concept Models Ontologies and Data Models
  2. A2Langdata
  3. A3Verbs, Events, and States of Affairs
  4. A4Brief Examples of Conceptualizing Contractual Arrangements
  5. A5Diagramming Temporal Constructs
  6. A6How the Things of Your Business Fit in a Concept Model
The Author
Ronald G. Ross

Ronald G. Ross

Co-Founder, Business Rule Solutions, LLC

Ron is one of the world’s foremost authorities on both structured and unstructured data. He is Co-Founder and Principal of Business Rule Solutions, LLC (BRS). At BRS, he has helped create concept models at hundreds of companies and government bodies.

Ron is Chair of Building Business Capabilities (BBC), the official conference of the International Institute of Business Analysis (IIBA®). He is best known for his industry-leading work on business rules, and before that, for his contributions in the field of data design and database. He was a founder and is a principal in standards work at OMG on SBVR (Semantics of Business Vocabulary and Business Rules), the ground-breaking standard behind concept models.

Ron has keynoted dozens of conferences and given seminars to many thousands of people worldwide. He is currently Executive Editor of BRCommunity.com and its flagship on-line publication, Business Rules Journal. Ron is recognized internationally as the ‘father of business rules.’

Ron is the author of ten professional books including the first on data dictionaries and data administration in 1981. Books on business rules include the classic Business Rule Concepts: Getting to the Point of Knowledge 4th ed. (2013) and Building Business Solutions: Business Analysis with Business Rules 2nd ed. with Gladys S.W. Lam (2015). He is co-author with John Zachman and Roger Burlton of the 2017 Business Agility Manifesto.

Ron received DAMA International’s Individual Achievement Award for 1995. He was formerly Editor of the Data Base Newsletter from 1977 to 1998. Ron holds an M.S. in information science from the Illinois Institute of Technology and a B.A. from Rice University.

Ronald G. Ross is Co-Founder, Business Rule Solutions, LLC.

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