Hi @C175
Yes you're correct you need to carry out market research to try and understand it. AirDNA is one source. You can also contact Manchester Tourist Board and see if they have any footfall reports you can buy.
You can look at what your competitors are charging on Airbnb and other platforms to get an idea of pricing.
You can put together a profit and loss account with costs and likely income to determine likely profit levels.