Introduction: The Growing Concern of Energy Bills With energy prices soaring in recent months, consumers are feeling the strain on their households. Rising energy bills have become a significant concern across the UK, prompting discussions on energy efficiency and affordability. The impacts of geopolitical events, supply chain disruptions, and climate policies have made it imperative