In an era increasingly shaped by algorithms and artificial intelligence, Professor Arnold Adimabua Ojugo emerged as a prophetic voice of reason and innovation at the 10th Inaugural Lecture of the Federal University of Petroleum Resources, Effurun (FUPRE). On April 11, 2025, the renowned computer scientist and pioneer Dean of the College of Computing took the stage to demystify the complex dynamics of biased data and unveil the transformative power of intelligent systems.

Delivering his lecture titled “Riding the Stormy Dynamics of Biased Data: Knowledge-Driven Opportunities and Implications for Society,” Prof. Ojugo challenged the academic and broader community to embrace data science and AI as crucial tools for shaping the future. With over 16 years of research and teaching under his belt, he offered a clear roadmap on how artificial intelligence, machine learning, and data mining are creating solutions to real-world problems in health, education, oil and gas, cybercrime, agriculture, and governance.

“Machine learning gives us intelligent systems to find order and purpose in a chaotic world,” Prof. Ojugo declared, emphasizing that properly harnessed data—despite its biases and noise—can reveal valuable insights when filtered through well-designed, knowledge-driven algorithms.

A highlight of the lecture was his presentation of the productivity equation, showing how AI tools enhance workflow, reduce rework, and expose hidden inefficiencies—particularly relevant in the era of hybrid and remote work, as underscored during the COVID-19 pandemic.

In education, Prof. Ojugo introduced a learner-centric AI model incorporating visual (40%), kinesthetic (40%), and auditory (20%) tools. This adaptive framework, he explained, not only personalizes learning but also bridges the gap between theory and practice—ushering in a new age of smart education.

He concluded with a powerful reminder: “Real knowledge must lead to service, purpose, and productivity.” While endorsing intelligent systems, he warned against viewing machine learning as a cure-all, stressing the importance of data quality, structure, and domain relevance.

FUPRE Vice Chancellor, Prof. Akpofure Rim-Rukeh, praised the lecture as “well-researched, beautifully articulated, and highly relevant.” He presented Prof. Ojugo with a commemorative plaque and medal, honoring his academic excellence and contributions to strengthening university-industry collaboration.

Among the distinguished guests were Prof. Doris Fovwe Ogeleka, Prof. Goodswill Oreva Ofualagba, Dr. Jane Omoyime, Mr. Garba Nabayi, Prof. Mercy Anyaegbu, as well as external dignitaries like Dr. Chris ‘E Onyemenam, Prof. R.B. Ikomi, Hon. Frank Esenwa, and Ms. Rita Okonjo of the National Universities Commission.