I plan to visit Harbin early Dec. Would it be advisable/easy to move around without a tour guide?

Since you can speak Chinese, you can move around easily on your own. Going to attractions near the downtown, the public transportation is an ideal choice. And I suggest you live near the railway station or the Central Avenue (Zhongyang Dajie), where you can have easy access to most attractions, transportation and accomodation.