This disclosure provides methods, devices and systems for encoding data for wireless communication to achieve a desired amplitude distribution. Some implementations more specifically relate to performing an encoding operation to shape the amplitudes of the resultant symbols such that the amplitudes have a non-uniform distribution. In some implementations of the non-uniform distribution, the probabilities associated with the respective amplitudes generally increase with decreasing amplitude. In some implementations, the first encoding operation is or includes an arithmetic encoding operation, a prefix encoding operation or other encoding operation that adds redundancy to the input data bits by expanding the number of data bits. The redundancy may be added such that the probabilities associated with encoding input data bits into symbols with lower amplitudes are greater than the probabilities associated with encoding input data bits into symbols with higher amplitudes.