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We analyzed a population-based cohort (N range=7,182-8,210; kindergarten Mage =67.5 months) to identify modifiable factors by kindergarten predictive of being a bully, victim, or bully-victim during third, fourth, or fifth grade. Chi-squared analyses supported the bully-victim subtype. Greater achievement lowered children’s risk for being bullies (odds ratio [OR] range = .66 to .75), victims (OR =.83 to .85), and bully-victims (OR = .72 to .76). Externalizing problem behaviors increased children’s risk for being bullies (OR = 1.84 to 2.16), victims (OR = 1.35 to 1.43), and bully-victims (OR = 1.90 to 2.17). Internalizing problem behaviors and parenting did not consistently predict bullying victimization. Achievement and behavior but not parenting constitute modifiable targets of bullying victimization screening/intervention efforts in elementary schools.