Our global analysis assess temperature annual cycle and its changes using an innovative statistical approach. We reveal, e.g., slight temperature decreases during the historical period in some parts of the year. Future projections show different rates of warming between seasons, resulting in changes in the amplitude. The diagnostics introduced here can be tailored for different purposes and applied to other climatic variables, without making any prior assumptions about the annual cycle shape.