Previous studies comparing holistic scoring to analytic scoring of second language writing have given mixed results. Some of them suffer from methodological drawbacks, such as limited writing sample size, limited number of raters, and lack of direct comparison of the two methods. Based on 300 writing samples graded by 14 raters, this research continues the comparison of the two scoring methods in two ways: examine rater reliability for each method and investigate the discrepancy of the scores assigned by them. Results show while rater reliability is quite high and similar for the two methods when a large number of raters are used, the scores assigned can be quite different. Specifically, students with lower writing proficiency tend to receive higher scores under analytic scoring while students with higher proficiency score higher under holistic scoring.