Elena discusses the complexities of annotating data in machine learning, particularly in the humanities where expert input is often necessary. While unskilled workers can handle simpler tasks, specialized projects require significant investment in time and resources. The approach of annotating single characters rather than entire words is proposed as a solution to manage the challenges of skewed distributions in diverse texts.