Punctuation removal is a preprocessing step in text analysis and natural language processing that involves eliminating punctuation marks from text data to simplify analysis and improve model performance. This step is crucial for tasks like tokenization and sentiment analysis, where punctuation can introduce noise or alter the meaning of text elements.