Time Complexity Hierarchy refers to the classification of algorithms based on their time complexity, which is a measure of the computational resources required as the input size grows. This hierarchy helps determine the efficiency of algorithms and guides the selection of the most appropriate algorithm for a given problem based on performance constraints.