Pathwise Analysis involves examining the individual paths of Stochastic Processes to gain insights into their behavior, often in the context of Financial Mathematics or Stochastic Calculus. It is crucial for understanding phenomena that evolve in time in a probabilistic setting, such as Asset Prices and Interest Rates, and often leverages tools like Itô Calculus.