Hollingworth dates it to the 1840's. Unfortunately, John Mortimer doesn't quote the full song, although one of the (missing) verses refers to the mill owner as "Twitcher at th' Shoddy Croft Mill" which might offer a clue.
BTW Verse 5 refers to the worker's rent.