How evaluation data is transformed into personalized student action plans with targets, practice, and milestones.
The Student Action Plan API powers the Personalization Layer. It turns evaluation outputs into structured student targets, practice tasks, and milestones, feeding downstream into AI Studio and refined by ClassTrack.
In the Student Action Plan workflow, how do evaluation results turn into student targets and milestones?
Once student work is scored (targeting 95% accuracy) by the Evaluation layer, the results are passed into the Student Action Plan API. The API generates personalized targets, adaptive practice recommendations, and milestones, with human-in-the-loop controls for educator review and approval. Plans remain CBSE/ICSE/GDPR aligned for curriculum and privacy fit.
What inputs does the Student Action Plan API consume, and what does it return to our app?
It consumes structured evaluation outputs (scores, rubric/model‑answer insights, feedback JSON) produced by CrazyGoldFish’s evaluation APIs. It returns a structured student plan with goals, recommended practice tasks, and milestones that can be rendered in a white‑label UI or pushed into your LMS/ERP via API.
How do Student, Teacher, and Parent plans stay in sync across the workflow?
Student Action Plans are generated directly from evaluation data and align with Teacher Action Plans (which group learners by misconceptions and suggest reteach strategies). Parent Action Plans convert those same results and student plan context into simplified activity packs and progress updates. This keeps all stakeholders coordinated on the same competencies and targets.
Can teachers review or override Student Action Plans before publishing?
Yes. A human‑in‑the‑loop workflow lets educators review, edit, or approve plan elements and preserves audit trails. This maintains trust and policy compliance while retaining the system’s speed and accuracy at scale.
Does the Student Action Plan workflow support multimodal submissions like handwriting, diagrams, audio, or video?
Yes—multimodal evaluation is handled upstream (text, handwriting, diagrams, audio, video) using rubric/model‑answer logic. The Student Action Plan API then personalizes goals and practice based on those evaluation results, ensuring plans reflect the full range of student evidence.
How do we integrate Student Action Plans into our LMS or ERP with minimal changes?
Use the REST APIs to pull plan JSON and push it into your existing LMS/ERP dashboards; white‑label modules are also available for embedding. Integration follows the same API‑first patterns used across CrazyGoldFish (evaluations, action plans, content) and supports role‑based access and exportable reports for governance.
How is curriculum alignment handled for Student Action Plans across boards like CBSE/ICSE?
Plans are generated with mappings to competencies and board standards, keeping outputs CBSE/ICSE aligned. The same standards tagging is used across Student/Teacher/Parent plans and AI Studio materials, ensuring consistency from assessment through remediation.
What triggers plan updates after a new exam or classroom observation?
The Evaluate → Personalize → Generate → Observe loop continuously refreshes plans: new evaluation results regenerate Student Action Plans, and ClassTrack observations feed insights that refine strategies. This creates a closed loop where assessments, instruction, and observation improve each subsequent cycle.
What governance and privacy controls apply to Student Action Plans?
Workflows are GDPR aligned with data minimization, role‑based access, and audit trails. Human‑in‑the‑loop checkpoints can be enabled for sensitive scenarios to maintain oversight and compliance while operating at scale.
How does the Student Action Plan connect to generated content like lesson plans and worksheets?
Student plan targets feed AI Studio to generate curriculum‑aligned lesson plans, worksheets, and model answers tailored to the identified gaps. These materials can be edited by teachers and kept aligned with the same standards used in the plans, accelerating remediation.