Should I change my advisor?

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Right now, I work in a medical research lab with a stipend in Philadelphia. But my professor comes from Korea, so his spoken English is not so good.I want to switch to another advisor for my PhD study, whose interests match my background well. He want me to do a lab rotation for 4 monthes first, in which he would not pay my stipend. After that, he can decide whether he will support me or not. Should I make a switch?

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