One of main reasons for rejection of manuscript written by Chinese scientists by international journals is the inadequate or incorrect statistical data analysis. Over the last two decades, there have been significant developments in statistical methodology and implementation of statistics as computer software. However, most plant pathologists in China are still using conventional ANOVA or ordinary analysis for types of data that should be analyzed by more appropriate methods. In this short paper, we briefly introduce some statistical methods that are most likely to be appropriate for common data types encountered in plant pathology. We hope this would enable researchers to read more in a particular topic and to collaborate with applied statisticians.