This study reveals how EEG burst activity changes with progressive hypoxia, offering insights into its neural correlates. Increased burst features in specific frequency bands correlate strongly with physiological, such as decreasing peripheral oxygen, task performance, such as declining accuracy, and symptom measures, such as increasing report rate. Our findings characterize a neural signature with potential use for real-time EEG monitoring to enhance hypoxia detection in aviation, potentially improving flight safety.