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From Data to Decisions
We share ideas, stories, and reflections on how organisations can use strategy, data, and AI to create meaningful change.
From leadership insights to system design, our writing helps mission-driven teams move from information overload to intelligent action.

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The Data Strategy That Works: A 6-Step Framework
Step One: Understanding Your Business
This sounds obvious. Most leaders will tell you they understand their business. But understanding a business well enough to build a data strategy around it requires a specific kind of honesty, one that describes how things actually work today, not how you wish they worked or how they looked on the last strategy slide.
The starting point is a simple question: how does your organisation create, deliver, and capture value right now?
oyewale daniel
8 min read


Natural Language Processing (NLP) – Teaching Machines to Understand Us
NLP is a field within artificial intelligence that focuses on the interaction between computers and human language.
Fitzroy Petgrave
5 min read


Deep Learning – Mimicking the Human Brain for Smarter AI
If machine learning is about teaching a computer to learn from data, deep learning is like teaching the computer to think more like us.
Fitzroy Petgrave
5 min read


Machine Learning – The Brain Behind AI
At its core, machine learning is about teaching computers to learn from data the way we learn from experience.
Fitzroy Petgrave
5 min read


How Does Artificial Intelligence Really Work?
It’s a combination of learning from data, following algorithms (like a recipe), and making decisions based on probabilities.
Fitzroy Petgrave
5 min read


Can Technology Really Solve Our Environmental Crisis?
As climate change accelerates, we constantly hear about the need for digital transformation to help achieve sustainability.
Fitzroy Petgrave
3 min read


What does sustainability mean from a data perspective?
Data helps us find and maintain that balance between people, the planet, and profit, offering insights that lead to smarter decisions.
Fitzroy Petgrave
3 min read


Can Data Alone Solve the World’s Problems?
Data gives us numbers, but it doesn’t tell us why those numbers matter or what kind of change we’re actually aiming for.
Fitzroy Petgrave
3 min read
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