There is a shortcut key for copying an entire line to the next line (or copy to the previous line)
To copy the line downwards:
Shift + Alt + Down
To copy the line to the previous line
Shift + Alt + Up
Note: The copy action will duplicate the current line contents to a newline, will not override if there is some content already.
Tested in Windows version of vscode.