Understand and update
Evaluate Lens reliability and whether updated profiles improve recommended next steps.

Riverin / Resources
Explore the knowledge–skills framework, research references and the questions we plan to test with students and teachers.
Understanding a concept and using it in a new situation are different kinds of evidence. Riverin keeps both in view.
Infiltration
Surface runoff
Evaporation
Explain a mechanism
Compare conditions
Design an investigation
Illustrative AP Environmental Science knowledge–skills framework, not a scored student profile.
Riverin Library connects relevant articles and videos to the task at hand. Students choose whether to use them; the learning path does not require an extra resource at every step.
Development and internal testing are underway. Next are small, supervised student and teacher trials with independent expert review.
Evaluate Lens reliability and whether updated profiles improve recommended next steps.
Compare tailored pathways, tools and support with shared defaults. Measure usability and independent performance separately.
Test retention and transfer using new tasks immediately after learning and after a delay.
Assess assignment workflows, follow-up decisions and the time teachers need to use the evidence.
Planned research. Success criteria will be set before each trial; critical failures will be addressed before wider rollout.
External references inform our work. They are not validation or endorsement of Riverin.