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We performed an analysis on 11,115 bug records of Eclipse JDT and found that bug resolution time is log-normally distributed and varies across fixers, technical topics, and bug severity levels. We then propose FixTime, a novel method for bug assignment. The key of FixTime is a topicbased, log-normal regression model for predicting defect resolution time on which FixTime is based to make fixing assignment recommendations. 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