A Time-stepping Algorithm is a Numerical Method used to solve Time-dependent Differential Equations by advancing the solution incrementally over Discrete Time Steps. It is crucial for Simulations in dynamic systems, ensuring Stability and accuracy while balancing Computational Efficiency.