and bidding volumes, and supports the development of optimised bidding strategies that can maximise financial returns for market participants. Flexibility is an essential pillar supporting the energy transition. Aggregators and VPPs are an effective way of unlocking the potential of demand response, distributed generation and storage. A recent order by the US Federal Energy Having access to clean, comprehensive datasets is important for developing and applying effective Al models. Regulators and market operators can work towards making more of their data accessible and machine-readable, which can contribute transmission and distribution networks effectively, to avoid grid strain and maintain a secure supply of electricity. In many regions, grid congestion and connection