Although lawns benefit greatly from a late fall fertilizer, trees and shrubs do not. The fertilizer, which is mainly nitrogen, encourages new shoot growth in woody plants. Encouraging new growth at the end of the growing season may allow a greater chance of winter damage. Late fall pruning is also not recommended, unless the branches are damaged or my break to a heavy snow load.