B. Everett Jordan Lake reservoir, located in Chatham County, North Carolina, provides drinking water for approximately 250,000 people in the state. Since 1974, the same year construction of the reservoir was completed, excessive nutrient levels from wastewater treatment plants and agricultural runoff has led to eutrophic and hyper-eutrophic conditions in the reservoir. As a result, the lake was determined to have Nutrient-Sensitive Waters (NSW) and declared "impaired" by the North Carolina Environmental Management Commission. The Jordan Lake Nutrient Management Strategy was established to improve water quality. Monitoring of water quality is performed by the United States Geologic Survey (USGS) at six sampling sites on a bi-monthly basis in order to guide management and policy decisions. However, more frequent data collection would allow regulators to better understand how nutrient levels and management policies affect the lake. A GIS-based tool was developed to monitor nitrogen and phosphorus levels in Jordan Lake using Global Precipitation Measurement (GPM) satellite data, ancillary data sources, and in situ data, at a weekly latency. The Soil & Water Assessment Tool (SWAT) was calibrated and validated for Jordan Lake using ArcSWAT, and an operational tool was provided to project partners. This project is the first to model water quality using Earth observations in conjunction with the SWAT model within the reservoir and provides near-real time monitoring of nutrient levels for improved water management.