Compound Line Graph lesson (Jiangsu Education Edition, Grade 5) integrating AI prediction comparison into mathematics instruction¶
Design · All designs
Evidence · 2 claims (2 for) · 1 study (1 qualitative),q2· 0 of 1 report an effect size · 2 claims rest on one study
Description¶
A Stage 2 lesson built on the textbook's vacuum-flask temperature dataset, in which "The lesson was organized into three instructional segments: Mathematical Inquiry (15 minutes), AI Prediction Comparison (8 minutes), and Reflection on Prediction Failures (5 minutes)." Students construct compound line graphs, estimate when the stainless steel flask reaches 70°C (around the 130-minute point, dropping about 6°C per 30 minutes), compare their estimates with an AI prediction, and then reflect on a prediction failure caused by an opened lid. Mathematical literacy objectives are core; AI cognitive objectives are extended.
Design Implications¶
Context¶
Requirements¶
- Multimedia display capability, with the predictive demonstration software executed and debugged prior to the session
- Introduction after students have mastered data extraction and trend analysis using single-line graphs
Constraints¶
- The case validates only Stage 2 of the three-stage pathway
Target Learners¶
- Grade 5 elementary mathematics students
Learning Goals¶
- trend analysis and estimation from compound line graphs
- explaining the basic logic of AI trend prediction and its limitations
Claims¶
- Reflection on a prediction failure shifted students' isomorphism awareness from structural recognition to boundary awareness [+W]
- Dual-track comparison of manual estimation with AI prediction activated students' isomorphism awareness in a Grade 5 lesson [+W]
Related Designs¶
Examples¶
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Key Sources¶
- Li Li, Yu Cao. (2025). Awareness of Technological Isomorphism: Integrating AI into Elementary Mathematics Teaching on Data and Prediction, A Case Study of the Compound Line Graph.
Page metadata
| Field | Value |
|---|---|
type |
design |
id |
compound-line-graph-ai-integration-lesson |
title |
Compound Line Graph lesson (Jiangsu Education Edition, Grade 5) integrating AI prediction comparison into mathematics instruction |
description |
A Stage 2 lesson built on the textbook's vacuum-flask temperature dataset, in which "The lesson was organized into three instructional segments: Mathematical Inquiry (15 minutes), AI Prediction Comparison (8 minutes),... |
status |
review |
generated |
by process:settle-candidates on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — li-li-2025 |
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