Nope, factor of 10 in voltage, 100 in power.
You post is not clear, you say you want to "reduce the gain" but you have not told us what the gain is.
Duke assumed you meant you want of gain of -20 db or 0.1. Is this correct? If you plug 0.1 into the gain formula you will find that you need a...