LIGHT HOPE Framework

How MathMap Works

A diagnostic engine built on structural mathematics — not surface-level practice.

Why Not Just More Practice?

The Problem With Generic Tutoring
  • Adds practice without identifying structural gaps
  • Treats symptoms, not root causes
  • Increases quantity without building understanding
  • Doesn't show the student where they actually are
  • Cannot predict which topics will break next
The MathMap Approach
  • Diagnosable: every node has a clear L0-L4 level
  • Structural: shows how ideas connect and build
  • Targeted: repair exactly what is broken
  • Predictive: reveals what gaps will block future topics
  • Bilingual: parents understand the diagnosis too

A student who “doesn't understand polynomials” might have mastered Expressions (L3) and Equations (L2) but completely missing the root-factor-graph connection. Without this map, both the student and tutor are guessing. With MathMap, the gap is visible — and so is the precise repair path.

Structure Diagnosis

Every node in the map is assessed on 3 dimensions:

📊
Level (L0-L4)

How deeply does the student understand this concept? From Not Diagnosed (L0) to Transfer (L4).

🎯
Status

Is knowledge stable, fragile, or exposed? Stability predicts whether the student will hold up under pressure.

🔍
Issues

Specific observed errors and misconceptions — the raw material for targeted repair.

Ability Levels: L0 → L4

Five precisely defined levels of mathematical understanding — each with a Chinese parent explanation.

L0Not Diagnosed
未诊断
Definition

Student has not been assessed on this node.

家长说明

我们还没有评估孩子在这个环节的水平。

L1Recognition
识别
Definition

Can identify the concept or feature when presented.

家长说明

孩子见过这个概念,能认出来,但还不能独立操作。

L2Execution
操作
Definition

Can perform standard operations or solve familiar problems.

家长说明

孩子会做标准题,但换个题型或换个问法可能就不稳了。

L3Explanation
解释
Definition

Can explain why, connect representations, and justify reasoning.

家长说明

孩子不仅会做,还能解释为什么,能把代数、图像、表格等不同方式联系起来。

L4Transfer
迁移
Definition

Can generalize, model, and apply the idea in unfamiliar contexts.

家长说明

孩子能举一反三,遇到没见过的情境也能灵活运用,这是真正扎实的标志。

10 Repair Methods

Proven teaching interventions for building structural understanding

Structure Naming
结构命名

Student labels every component of a mathematical object with its proper name

When to use: L1→L2 transition: student can see it but cannot talk about it precisely
Example

Given 3x⁴ - 2x² + 7: name the degree, leading coefficient, constant term, number of terms

One Problem, Four Representations
一题多表征

Present the same mathematical idea in algebraic, graphical, tabular, and verbal forms

When to use: L2→L3 transition: student can compute but is locked into one representation
Example

Show y = x² - 4 as: equation, graph, table of values, and verbal description

Graph Reconstruction
图像重建

Without looking at the original graph, rebuild it from algebraic information alone

When to use: When graph-algebra connection is weak
Example

Given f(x) = (x+1)(x-2)²: sketch the graph justifying every feature

Reverse Construction
反向构造

Given the answer or result, construct a problem that would produce it

When to use: L3→L4 transition: deepening structural understanding
Example

Write a polynomial that has roots at x = -1 and x = 3 (touching)

Error Classification
错因归类

Analyze an incorrect solution and categorize the type of error

When to use: All levels: builds metacognitive awareness
Example

A student wrote x² - 9 = (x-3)(x-3). What kind of error is this?

Side-by-Side Comparison
同类对比

Place two similar but different objects next to each other and articulate differences

When to use: When concepts are being confused
Example

Compare: x² - 4 = 0 vs x² - 4. One is an equation, one is an expression. What's different?

Verbal Explanation
口头解释

Student must explain their solution process out loud, in complete sentences

When to use: L2→L3 transition: can do but cannot explain
Example

Solve and then explain: why does setting each factor equal to zero give us the roots?

Minimal Diagnostic Set
极简诊断

5-10 carefully designed questions, each testing exactly one structural element

When to use: Initial assessment of a new student
Example

10-question polynomial diagnostic: one question per node in the structure

Structure Transfer
结构迁移

Apply the same structural idea in a completely new context

When to use: L3→L4 transition: testing true understanding
Example

You understand polynomial roots. Now: how does the same idea work for rational functions?

Model Comparison
模型对比

Fit multiple models to the same data and argue which is most appropriate

When to use: Modeling modules: building judgment
Example

This data could be linear or exponential. Fit both. Which is better? Why?

School Pathways

Three U.S. high school math sequences — MathMap works with all of them.

Traditional Pathway

The most common U.S. high school math sequence

Algebra 1(Gr. 8-9)
Geometry(Gr. 9-10)
Algebra 2(Gr. 10-11)
Precalculus(Gr. 11-12)
AP Calculus AB/BC(Gr. 11-12)
Accelerated Pathway

For students who take Algebra 1 in 8th grade

Algebra 1(Gr. 8)
Geometry(Gr. 9)
Algebra 2(Gr. 10)
Precalculus(Gr. 11)
AP Calculus BC(Gr. 12)
AP Statistics(Gr. 11-12)
Integrated Mathematics Pathway

Combines algebra, geometry, and statistics each year

Integrated Math 1(Gr. 9)
Integrated Math 2(Gr. 10)
Integrated Math 3(Gr. 11)
Precalculus / AP Precalculus(Gr. 11-12)
AP Calculus(Gr. 12)
⟨ LIGHT HOPE ⟩

Structural Math Education for the Next Generation

LIGHT HOPE combines rigorous structural math diagnosis with bilingual parent communication to help Chinese-American students build the mathematical depth needed for college and beyond. MathMap V5.3 is our core diagnostic infrastructure.