A martingale difference sequence is a sequence of random variables where each term has an expected value of zero given the past history, making it a useful tool in time series analysis and econometrics for modeling unpredictable changes. It is crucial for understanding the properties of stochastic processes and serves as a foundational concept in proving the convergence of certain types of sequences and sums.