Sometimes I hold down the Start and R keys and quickly type wordpad or calculator. It works but then I realise I'm basically back to the MS-DOS prompt where I started 20 years ago. But minus the 4dos autocomplete enhancement.
Your method only works if the program you want is on the PATH, and if you type the full name of the executable.