I'm trying to find a place where to set the default window size on newly created windows.
In iterm1 there was display profiles, which I do not see iterm2. http://iterm.sourceforge.net/usage.shtml
You have to specify the default window size in rows and columns. The setting can be found in iTerm > Preferences > Profiles > Window.