We estimate that the supply of skills is largely balanced at existing levels of heat pump demand, but will need to grow substantially to match the pace and scale of the heat transition. We have partnered with Skills Development Scotland to undertake a ‘Heat in Buildings Workforce Assessment Project’ which will help us better understand the timing of workforce growth and how best to support people transitioning into key sectors, including low carbon heating.