Newton's Divided Difference Formula is a method for polynomial interpolation that constructs an interpolating polynomial using a recursive division process of differences. It is particularly useful for constructing polynomials when data points are not evenly spaced, and it provides a way to efficiently update the polynomial when new data points are added.