An oversupply of workers led to lower wages.

An oversupply of workers indeed did lead to lower wages. What also lead to lower wages during the industrial revolution was the fact that people didn't really care about the health conditions workers were in. For that reason the factory workers were able to get away with much lower pay for workers, not caring bout their health.