Five-level pyramid hierarchy for AI-integrated engineering curricula based on scaffolded instruction¶

Design · All designs
Evidence · no claims cited

Description¶

The MLME course is organized as a pyramid representing scaffolded instruction, in which guidance is gradually reduced as students gain mastery. The article states the course "is a project -based course designed according to the principles of scaffolded instruction [44], i.e., gradually reducing guidance as students gain mastery, which is represented as a pyramid in Fig. 2." The levels are, from the base: curiosity and self-motivation as the foundational attitude; foundational STEM knowledge provided just-in-time within each project; an introduction level teaching core ML theories and techniques; an application level practicing algorithms on publicly available datasets; and an advanced level covering thermal theory topics and the four integrative projects.

Design Implications¶

Context¶

Requirements¶

Foundational STEM knowledge must be provided before more complex concepts, with basic matrix operations and programming syntax introduced in the first project and later material given just-in-time aligned with the problem at hand

Constraints¶

Target Learners¶

mechanical engineering students with limited AI and programming background

Learning Goals¶

progressive mastery of ML concepts and their application to thermal engineering problems

Claims¶

Persona progression model: a four-stage AI-instructor persona (Guide→Collaborator→Peer→Launcher) operationalizing the Gradual Release of Responsibility framework for AI-mediated instruction

Examples¶

-

Key Sources¶

Changgen Li, Han Hu, Christy Dunlap, Nathaniel House, and Jonathan Wai. (2025). Giving Mechanical Engineers Intelligent Tools: A Project-Based AI Education Curriculum in Thermal Engineering. https://github.com/hanhuark/machine-learning-for-engineers

Page metadata

Field	Value
`type`	`design`
`id`	`mlme-pyramid-scaffolded-hierarchy`
`title`	`Five-level pyramid hierarchy for AI-integrated engineering curricula based on scaffolded instruction`
`description`	`The MLME course is organized as a pyramid representing scaffolded instruction, in which guidance is gradually reduced as students gain mastery.`
`status`	`review`
`generated`	by `process:settle-candidates` on `2026-10-11`
`trust`	unverified — no one has confirmed this page's content
`sources`	1 — `changgen-li-2025`

Frontmatter is the page's machine-readable record — see the Schema & Guide.