What the Machine Cannot Learn: Protecting Value Through Business Analysis

The age of AI offers business analysis a defining opportunity: to help organisations turn technological potential into real value. As AI and automation accelerate work across organisations, accurate processes matter more than ever. When processes are unclear, poorly designed, or based on faulty assumptions, AI scales those weaknesses as quickly as it scales efficiency.

This session presents a practical, multidisciplinary approach that combines systems thinking, engineering discipline, and business analysis to reveal how work gets done, identify what must be protected, uncover evidence that only people can provide, and design solutions that improve outcomes and generate lasting value.

You’ll leave this session able to assess processes more critically, identify where human evidence is essential, and use business analysis to shape technology-driven change that delivers real organisational value.

Key Takeaways

• Apply systems thinking, engineering discipline, and business analysis together to design processes that enable successful, value-generating solutions.
• Identify the exceptions, workarounds, and real-life situations that reveal how work is performed rather than merely how it is documented.
• Recognise the human context that machines cannot easily learn and the critical evidence organisations cannot afford to overlook.

About the Speaker

Hugo Capelao is Head of Business Re-engineering in the banking industry, where he leads a team of business analysts. His expertise includes process design and re-engineering, continuous improvement, and business analysis. He brings 19 years of experience across retail banking, IT consulting, and business analysis, including 12 years as a business analysis practitioner. His work focuses on ensuring that technology-driven change benefits individuals and organisations through deliberate process design, clear accountability, and tangible value. He believes technology should expand opportunities and improve quality of life rather than create new barriers, and he helps teams take ownership of their work and deliver better customer outcomes.