A single piece of data can change lives. I realised this in my career when I helped an organisation to predict customer churn. That moment made me see that data differently, about solving real-world problems, saving lives, and shaping the future. I have spent part of the last decade using data science and artificial intelligence (AI) to turn raw information into powerful insights that drive real-world impact. Initially, I was running a business intelligence consulting company but became more deeply involved in data science and  AI when I saw how powerful AI is in solving real-world problems ─ from predicting trends in healthcare to helping governments make better decisions. This directed my next career steps.

I realised that AI is not just a tool ─ it is shaping industries, policies, and even national security. This led me to work on projects that combine analytics, machine learning, and AI-driven policymaking. Through my research, I have seen how AI can improve decision-making, reduce inefficiencies, and drive innovation in key sectors like healthcare, governance, and economic development.