Most alternative data users will be familiar with applications of NLP-based sentiment analysis on corporate earnings call transcripts, but few are acquainted with sentiment analysis on the audio itself. Below, we review literature that showcase how audio analysis can be used to gauge distress through the tone of C-suite executives in corporate earnings calls.