Our goal is to quantify muscle activity and fatigue using LED spectroscopy to track oxygen trends in muscle tissue over time. Near-infrared light penetrates tissue better than visible light and can detect deoxygenated hemoglobin and myoglobin in muscle. Using a single infrared LED, we can track relative oxygen saturation trends but cannot account for changing path length within muscle during movement. To normalize signals across subjects, we measure maximal deoxygenation during induced ischemia. Infrared signal declines seen in most samples may indicate decreased blood flow or oxygen consumption exceeding supply during static loads. Moving forward, combining ultrasound and infrared signals could help separate muscle influence from oxygen changes and classify activity.