An advanced data analysis method for time-to-event data (e.g., response times, saccade latencies, fixation durations, etc.) that replaces ANOVA on mean RTs, is a longitudinal or distributional method known as event history analysis, survival analysis, hazard analysis, transition analysis, and duration analysis:
Article Analyzing Response Times and Other Types of Time-to-Event Da...