For AI applications to learn how to respond to different interactions with humans, they must learn about the human input such as their voice, their text entry in a chatbot and so on. In order for that to happen, large amounts of data must be prepared for machine consumption. This type of work involves transcribing speech to text, transcribing handwritten text, describing content in photos and so on.