The "achievement gap" has long dominated mainstream conversations about race and education. Some scholars warn that the discourse around racial gaps perpetuates stereotypes and promotes the adoption of deficit-based explanations that fail to appreciate the role of structural inequities. I investigate through three randomized experiments. Results indicate that a TV news story about racial achievement gaps (versus a control or counter-stereotypical video) led viewers to express more exaggerated stereotypes of Black Americans as lacking education (study 1: ES=0.30 SD; study 2: ES=0.38 SD) and may have increased viewers' implicit stereotyping of Black students as less competent than White students (study 1: ES=0.22 SD; study 2: ES=0.12 SD, n.s.). The video did not affect viewers' explicit competence-related racial stereotyping, the explanations they gave for achievement inequalities, or their prioritization of ending achievement inequalities. After two weeks, the effect on stereotype exaggeration faded. Future research should probe how we can most productively frame educational inequality by race.