What a physics rubric must include that a generic one misses
In a Grade 9 forces investigation, students don’t just “explain clearly.” They must choose models, label vectors, keep SI units consistent, and justify relationships with data. A workable AI-generated rubric should surface these physics moves explicitly. Strong categories for middle and high school include: conceptual understanding (e.g., net force vs. equilibrium), representation and modeling (free-body diagrams, graphs with slope units), mathematical reasoning (equations, proportionality, derived units), experimental method (variables, uncertainty, repeatability, safety), and communication of reasoning (linking math to physical meaning).
Avoid purely generic criteria like “organization” unless anchored to physics artifacts: titled graphs with axes and units, correctly scaled vectors, uncertainty stated as ± with units. For GCSE or NGSS, keep descriptors concrete—“resolves weight into components with correct trigonometry” is stronger than “uses vectors well.” If you’re drafting inside ClassPods, you can set performance levels that name the physics at each band (“calculates acceleration but omits units” vs. “calculates and justifies units from first principles”). To try a physics-focused layout fast, open the rubric generator and start from a real task description.