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Part 15 - AI-Buddy... what is the difference between information and knowledge?

Writer: Magne Bjella
Magne Bjella
20 hours ago
4 min read

The Internet is full of information. Yet many people find it increasingly difficult to find what they really need. Why? Perhaps because information and knowledge are not the same. In this article, we take a closer look at the difference – and why the websites of the future should not just publish information, but help people actually learn something.


A detailed watercolor illustration shows Magne and his AI buddy walking in front of the iconic Sentinel Building, also known as the Columbus Tower, in San Francisco. The distinctive green copper building with its pointed tower dominates the motif, while a historic Cable Car drives through the intersection of Columbus Avenue and Kearny Street. Magne has his characteristic blue knit sweater, light pants and natural hairstyle, while his AI buddy has glasses, a brown jacket, a dark turtleneck and jeans. Modern skyscrapers contrast with the historic architecture and symbolize the meeting between tradition and innovation. The illustration visualizes the themes of information, knowledge, insight, artificial intelligence, digitalization, knowledge management, SEO, learning, user experience and long-term value creation through professional content.

Magne & the Friend


Magne

Friend...


We've talked about content.


Articles.


Technical terms.


Theme clusters.


Knowledge universe.


But suddenly it hit me.


Is all information really knowledge?


The buddy

No.


And that is precisely one of the most important differences we can understand.


Information is the building blocks.


Knowledge is the house you build from them.


An educational watercolor shows Magne and his AI buddy in front of a large green board with a view of the Sentinel Building and the Cable Car in San Francisco. The board explains the difference between information and knowledge using the metaphor of building blocks and a finished house. Information is described as individual facts and data, while knowledge is built through context, explanations, experience, examples and reflection. The characteristic SF coffee cup, green teapot, notebooks and textbooks create a warm learning environment. The illustration shows how websites can move from publishing information to developing understanding through artificial intelligence, SEO, digital competence and educational content.

Magne

Can you give an example?


The buddy

Certainly.


If I say:


"Water boils at 100 degrees."


Then I have given you information.


But if I explain:

  • why water boils at different temperatures,

  • what does altitude mean,

  • how this affects cooking,

  • and why it is important in industry,


...then we begin to build knowledge.


A detailed chalkboard watercolor shows Magne and his AI buddy in front of a large green chalkboard that illustrates the DIKW model – the journey from data to information, knowledge, insight and wisdom. The chalkboard shows how raw data gains meaning when put into context, explained and used in practice. Through the windows, the Sentinel Building, Cable Car and San Francisco’s characteristic urban environment are visible. Oxford references, notebooks, trade books, SF coffee cup and green teapot emphasize the series’ educational identity. The illustration shows how knowledge management, artificial intelligence, SEO, learning and reflection build better decisions and greater value creation.

Magne

So...


Knowledge is about connection?


The buddy

Yes.


Context.


Explanations.


Experience.


Examples.


Reflection.


The more connections we build between information, the greater the understanding.


A warm and detailed watercolor shows Magne and his AI buddy in front of a large green board that explains why information does not automatically become knowledge. The board shows five important steps: connecting information, explaining why, using practical examples, discussing and reflecting, and applying knowledge in practice. Outside the windows, the Sentinel Building and the historic Cable Car stand as a symbol of the meeting between history and the future. The illustration shows how reflection, dialogue, experience, artificial intelligence, knowledge management, SEO and educational communication help people understand – not just read.


Magne


We didn't just learn theories.


We discussed them.


We compared them.


We challenged them.


We used them in practice.


The buddy

And that's precisely why you still remember them.


People rarely learn from facts alone.


We learn when facts are put into context.


Magne

So...


If we want to become a professional website...


Shouldn't we just publish information?


A comprehensive educational watercolor shows Magne and his AI buddy in front of a large green board where the DIKW model is translated into practical learning. The board shows how people move from information to knowledge, then to insight, better decisions and finally wisdom through experience, ethical reflection and practical application. On the table are the characteristic SF coffee cup, a green teapot, notebooks and professional books, while the Sentinel Building and Cable Car form an iconic background outside the windows. The illustration shows how a modern professional website can help people develop understanding, make better decisions, build trust and create lasting value through artificial intelligence, SEO, knowledge management and digital competence.

The buddy

No.


You are supposed to help people understand.


That's a completely different ambition.


And perhaps the most important difference between a website that is read once and a website that people come back to.


Academic specialization

From information to insight


We can build a simple model:

  • Data – Some facts and measurements.

  • Information – Data put into context.

  • Knowledge – Information that is explained, understood and applied.

  • Insight – The ability to use knowledge to make better decisions.

  • Wisdom – Using insight with good judgment, experience, and ethical awareness.


We can mention that this line of thinking is based on well-known models in knowledge management, often referred to as the DIKW pyramid (Data, Information, Knowledge, Wisdom), while also showing how it can be used in practice.


From data to wisdom

Level

What does that mean?

Example

Data

Isolated facts without context.

"27°C"

Information

Data inserted into a context.

"It's 27°C in Bergen today."

Knowledge

Information explained and understood.

"The high temperature affects electricity consumption, health and the working environment."

Insight

Knowledge used to understand a situation.

“We should move outdoor work to the morning on warm days.”

Wisdom

Insight combined with experience and good judgment.

"We are changing our routines to take care of both employees and quality."





New terms in this article

English technical term

Short explanation

Data

Isolated facts or measurements without explanation or context.

Information

Data that is organized and put into context so that it makes sense.

Knowledge

Information that is understood, explained and can be used in practice.

Insight

A deeper understanding that makes it easier to make good decisions.

Wisdom

The ability to use knowledge and insight with experience, judgment and ethical reflection.

Knowledge Management

The work of developing, sharing and using knowledge in a business.

Learning

The process by which people develop new understanding through experience, reflection, and practice.

Reflection

To reflect on experiences and knowledge to create deeper understanding.

Context


The background that gives information meaning.

DIKW Model

A model that describes the development from data to information, knowledge and wisdom.

We have only just begun.


Magne

Friend...

If our goal is to build knowledge...

How do we know if the reader has actually learned something?


The buddy

Hehe...


There we come to perhaps the most difficult task of all.

Not to publish.

But to create learning.

And that's exactly where we'll continue next time.






Academic background and further reading

This series also builds on my own professional journey through the Web Design study , the eMarketing study , Innovation and Commercialization and professional seminars in San Francisco and Oxford . Here you will find the background, professional environments and experiences that have followed the development from the early years of the web to today's digitalization.




Icon symbolizing the table of contents in the knowledge universe about artificial intelligence on The Invisible Capital. The icon leads to the complete overview of the subject series' articles, themes and learning journey, from a basic understanding of artificial intelligence to knowledge, trust, value creation and competitiveness.






Icon of an open book symbolizing recommended literature in the knowledge universe about artificial intelligence on The Invisible Capital. The icon leads to a specialist library with recommended books on artificial intelligence, digitalization, content strategy, innovation, customer experiences, leadership, value creation and modern business development.






Recommended books from our library



Book cover for The Coming Wave by Mustafa Suleyman – an international bestseller that explores how artificial intelligence will change the world of work, business and society. An inspiring book for anyone who wants to understand the technology of the future and what role artificial intelligence will play in the years to come. A book we highly recommend to anyone with an interest in digitalization, innovation and AI.

The Coming Wave


Author: Mustafa Suleyman


Short review

The Coming Wave explores how artificial intelligence and other breakthrough technologies will transform work, business, and society in the coming decades. Mustafa Suleyman, one of the founders of DeepMind, combines his own experiences from AI development with analyses of the technology's opportunities, risks, and significance for the future.


Why we recommend the book

One of the most important books on the future of artificial intelligence, the book provides a unique insight into how AI will impact people, businesses and society – and why responsible technology development is becoming increasingly important.





Book cover for Rebooting AI by Gary Marcus and Ernest Davis – one of the most acclaimed books on artificial intelligence, machine learning, and the limitations of language models. A book that challenges established truths and provides a deeper understanding of how humans and artificial intelligence can complement each other. A valuable reference work for anyone who wants a nuanced understanding of AI.

Rebooting AI


Authors: Gary Marcus and Ernest Davis


Short review

Rebooting AI challenges many of the myths surrounding artificial intelligence. The authors explain what today's AI can actually do, where its limitations lie, and why human judgment is still crucial. The book bridges the gap between research, technology, and practical application.


Why we recommend the book

A thought-provoking book that provides a balanced perspective on artificial intelligence. Perfect for those who want to understand both the strengths and weaknesses of today's language models and AI systems.





Book cover for Atlas of AI by Kate Crawford – an award-winning book that places artificial intelligence in a broad societal perspective and explains how technology, data, people and value creation are interconnected. An inspiring book for anyone who wants to understand artificial intelligence far beyond algorithms and software. A book that deserves a place on the bookshelf of anyone working with digitalization, innovation and societal development.

Atlas of AI


Author: Kate Crawford


Short review

Atlas of AI shows that artificial intelligence is about much more than algorithms and technology. Kate Crawford explores how data, energy, people, politics, and economics are interconnected with the development of artificial intelligence. The book places AI in a broader societal perspective.


Why we recommend the book

An essential book for anyone who wants to understand how artificial intelligence is impacting society. It shows that AI is not just about technology – it is also about people, resources, power, knowledge and value creation.








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