Yes, the guy running the exit node can read the bytes that come in and out there. Tor anonymizes the origin of your traffic, and it makes sure to encrypt everything inside the Tor network, but it does not magically encrypt all traffic throughout the Internet.
This is why you should always use end-to-end encryption such as SSL for sensitive Internet connections.
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Fortunately HTTPS adoption is much better now :)