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I've just gone over my pay threshold for the first time and am expecting to be paid next pay period. I'm assuming no taxes are taken out. Can anyone recommend how much should be put aside for taxman?

Treat it just as you sold something on Ebay, so your selling your own work and taxes should be handled by you accordingly.