The power law model describes a functional relationship between two quantities where one quantity varies as a power of another, often used to model phenomena with heavy tails or scale invariance. It is characterized by the formula y = ax^k, where a and k are constants, and is prevalent in fields such as physics, economics, and network theory due to its ability to capture the distribution of rare events and extreme values.