Systems and methods for computationally efficient non-invasive blood quality measurement

In some embodiments, a system comprises a wearable member configured to receive first energy, generate first signals, select a first subset of the time series data, and determine a standard deviation indicating a quality at a low percentile and a high percentile of values associated with windows of the time series data.