Abstract This paper revealed the weakness of high school chemistry significant figures teaching through a teaching case, emphasized that objective, correct, and proper use of significant figures was one of the basic qualities necessary for all chemistry practitioners. Besides, this paper discussed the phenomena and reasons for students’ non-standard recording and processing of data, and then put forward some improvement measures.