The curse of dimensionality refers to the exponential increase in volume associated with adding extra dimensions to a mathematical space, which can lead to sparsity and challenges in data analysis and machine learning. This phenomenon makes it difficult to organize and analyze data efficiently, often requiring more data to achieve reliable results as dimensions increase.