 The average COP over seasonal variation is typically 2.5-2.8, with exceptional models able to exceed this in mild climates.The heating output of low temperature optimized heat pumps (and hence their energy efficiency) still declines dramatically as the temperature drops, but the threshold at which the decline starts is lower than conventional pumps, as shown in the following table (temperatures are approximate and may vary by manufacturer and model)