The YouthAstroNet project is scaling up a program & online learning platform for youth ages 11-14 that features customized access to robotic telescopes, support for learner-driven engagement with scientific and computational analysis tools and practices, and interactions with digital STEM mentors. Our research will generate insights about how learning innovations can be effectively scaled up in ways that sustain impact on learners while providing both equity of access and equitable participation.