Abstract: Methods and systems for captioning speech in real-time are provided. Embodiments utilize captionists, who may be non-expert captionists, to transcribe a speech using a worker interface. Each worker is provided with the speech or portions of the speech, and is asked to transcribe all or portions of what they receive. The transcriptions received from each worker are aligned and combined to create a resulting caption. Automated speech recognition systems may be integrated by serving in the role of one or more workers, or integrated in other ways. Workers may work locally (able to hear the speech) and/or workers may work remotely, the speech being provided to them as an audio stream. Worker performance may be measured and used to provide feedback into the system such that overall performance is improved.