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The Next Generation Science Standards have emphasized science teaching that promotes inquiry-based learning rather than rote memorization and is meaningfully integrated in authentic science practice. ChemVLab+ is one intervention that aims to bring the three dimensions of NGSS into high school chemistry classrooms, with special attention to chemistry-specific reasoning and experimentation. Prior work examined a randomized control trial of ChemVLab+ and found that ChemVLab+ students outperformed their active control peers. The current paper extends these results by examining score distributions to shed light on the pattern of variation between treatment and control students, presenting a sample scoring rubric to demonstrate how difficult-to-assess skills were measured, and using regression techniques to investigate the relationship between virtual lab engagement and student outcomes.