High spatial and temporal resolution satellite imagery provides a reliable resource for crop monitoring throughout the growing season. Spectral indices including NDVI, SAVI and NDWI deliver crucial information about crop health to aid growers with decision making for precision agriculture practices. These vegetation and water indices show crops’ response to changing weather conditions and indicate critical times where extra irrigation or nutrients are needed. NDVI and slope are critical indicators for yield prediction. Using the Idaho potato yield data and taking into consideration different potato varieties, we are able to predict yield values for crops in Lebanon.