Slope analysis is a mathematical method used to determine the steepness and direction of a line, often applied in calculus to identify the rate of change or in geography to assess terrain. It plays a crucial role in various fields such as economics, physics, and environmental science by offering insights into trends and patterns in data sets or physical landscapes.