I am on Ubuntu system, and I want to create "limited" user. I want all processes started by this user to have lower than normal priority. It would be great if I/O priority could be decreased as well (but it is not a must).
You do do this using Pluggable Authentication Module (PAM) limits. See this link. The default configuration file is /etc/security/limits.conf