The programming paradigm that focuses on the use of functions and their calls is known as functional programming. In this paradigm, computation is treated as the evaluation of mathematical functions, avoiding changing state and mutable data. This approach allows for higher-order functions, enabling functions to be passed as arguments or returned as values, leading to more modular and maintainable code.