Why does spark-submit and spark-shell fail with “Failed to find Spark assembly JAR. You need to build Spark before running this program.”?

On Windows, I found that if it is installed in a directory that has a space in the path (C:\Program Files\Spark) the installation will fail. Move it to the root or another directory with no spaces.