The case is different for a country such as the United Kingdom, where back-up will be provided by relatively high-cost gas turbines. In general, balancing costs increase more than proportionally with the level of penetration of variable energy sources. This reflects the fact that overall system variability is lower at low penetration levels and the system has relatively more low-cost dispatchable capacity available.