Text annotation is the process of adding metadata or labels to unstructured text data to make it more understandable and useful for machines and humans. It involves tasks like categorization, entity linking, and semantic annotation. Text annotation is essential as it enables accurate information retrieval, improves natural language processing models, and enhances data analysis and decision-making processes.