Data annotation plays a vital role in AI because machines don't have built-in knowledge about the world. Without data annotation, every image or piece of information would look the same to them. Data annotation helps make AI systems provide accurate results by labeling and marking different elements in the data. This is especially important for training computer vision and speech recognition models. By annotating data, AI systems can learn and understand patterns, which ultimately improves their ability to perform various tasks effectively.