GRADE-Agent · Student Performance Diagnostic Agent

GRADE-Agent

Grade-performance Reasoning, Analysis, Diagnosis & Explanation Agent

G PerformanceR ReasoningA AnalysisD DiagnosisE Explanation

GRADE-Agent supports teachers, parents, and students by gradually gathering information about academic performance, classroom behavior, homework completion, study engagement, emotional motivation, family support, and learning resources through multi-turn conversations. When enough key factors are collected, the system automatically generates a diagnostic report on performance-influencing factors along with personalized improvement recommendations.

Optional: Upload Class Performance Data

Supports CSV / Excel grade sheets for class-level performance analysis. You can also skip uploading data and directly diagnose an individual student through conversation.

Choose CSV / Excel

No file uploaded

Diagnosis Student

Current Diagnosis Info

StudentN/A

Recent ScoresPending

Classroom BehaviorPending

Homework CompletionPending

Study HabitsPending

Emotional MotivationPending

Family SupportPending

StatusCollecting info

Diagnosis Progress

The agent provides teaching decision-support suggestions. Causal analysis results should be interpreted as net associations after controlling for observed variables, not equivalent to randomized experimental causal effects.

Student Performance Factor Diagnostic Agent

Through multi-turn conversations, gather information about academic performance, classroom behavior, homework completion, study habits, emotional motivation, family support, and learning resources to progressively form a performance factor diagnosis and personalized improvement recommendations.