In Episode 5, of Season 7 of Driven by Data: The Podcast, Kyle Winterbottom was joined by Richard Masters, Vice President of Data & AI at Virgin Atlantic where they discuss how a "signal over noise” mindset helps cut through complexity, and enables better decision-making and real business impact, which includes;

• How an astrophysics background shaped a “signal over noise” mindset for data and decision-making.
• How reducing data noise and surfacing the right signal drives meaningful business action.
• Why decision support should be the North Star for every data team.
• How aligning data work to business strategy requires constant iteration, challenge, and course correction.
• Why iterative improvement wins the day.
• How data context and metadata are critical to trust, usability, and adoption.
• Why data lineage, governance and trust are foundational to scaling AI successfully.
• How prioritisation should be driven by impact vs feasibility, not technical curiosity.
• Why a product mindset enables reuse, scalability, and faster value realisation.
• How platforms act as the governed foundation for reusable data, AI and decision-making capabilities.
• Why simplifying to fewer platforms improves trust and speed of delivery.
• How observability and adoption tracking link data products to real decision-making and P&L impact.
• Why AI success depends on evaluation frameworks (“is it right?”) and human-in-the-loop validation.
• How AI is shifting roles from coders to builders using and diversifying D&A talent beyond traditional STEM backgrounds.