Temperature is the main factor to influence the scale factor of the accelerometer. The temperature coefficient of scale factor describes the extent of change of the scale factor when temperature changes. Based on the working principle of the pendulous accelerometer, this article firstly analyzes how the change of temperature influences the scale factor, and then, we set forth the compensation theory and method of the temperature coefficient of the scale factor. Finally, we validated it by the way of experimentation.