Learning concept map explained in blocks: pick it up with examples anytime

knowledge record: Learning concept map explained in blocks: pick it up with examples anytime.

Posted Sep 17, 2026 Updated Sep 18, 2026

By Stan Li

10 min read

Chinese version: /zh-hant/knowledge/learning-concept-map-explained/

Purpose: Read this map in independent blocks. On a review, begin with the 30-second pick-up and move to the block you need.
Status: Working guide. It organises the concepts discussed so far; it does not establish mastery.
Created: 2026-09-11
Full map: ../../Diagrams/2026-09-11-learning-concept-map.svg
Text map: Learning concept map: from cognitive supports to mastery

0. 30-second pick-up: what does the whole map say?

Cognitive supports (conditions for processing information)
          +
Knowledge + conceptual model (what you know and how it connects)
          +
Practice + feedback (how weak points become stronger)
          ↓
Understanding (explain, predict, apply, revise)
          ↓
Mastery (reliable, independent, flexible performance in a defined task)
          ↓
Check evidence: correct? stable? unprompted? transferable? can errors be repaired?

Cognitive supports give room to think; knowledge and models tell you how to think; practice and feedback improve accuracy; understanding lets you explain, infer, and use; mastery lets you perform reliably.

Block A — Cognitive supports: the working environment for thinking

A1. What are they?

Cognitive supports are abilities or conditions that help you process information; they are not themselves proof that you understand the content.

Concept	Plain description	Role in learning
Attention	Direct attention to important information	Reduces distraction and helps you follow steps
Working memory	Temporarily hold and operate on information	Compare conditions and perform multi-step reasoning
Self-regulation / executive control	Manage your learning process	Plan, monitor, stop an unhelpful method, and change strategy

A2. Everyday example

The same net force pushes two carts. A is lighter, and B has twice A’s mass. Which has greater acceleration?

Attention: notice the condition “the same net force”; do not assume “heavier” means “less force.”
Working memory: retain a = F/m, that F is fixed, and that m changes.
Self-regulation: if unsure, pause, rewrite the relation, and check for an omitted condition.

These actions make reasoning possible but do not guarantee understanding of Newton’s second law.

A3. Common confusion

“I focus well and have a good memory, so I must understand well.”

Attention and memory help understanding, but are not evidence of understanding by themselves.

A quickly recites F = ma and remembers its definition.
B has ordinary memory but explains that, with net force unchanged, doubling mass halves acceleration; if friction changes, net force must be reconsidered.

B has stronger evidence of topic-specific understanding. A demonstrates memory and concentration supports. This small case cannot rank either person’s overall intelligence.

A4. When to use this block

Check cognitive supports when you think: “I have seen this but get jammed in a problem,” “I forget the beginning of a long question,” “I skip conditions,” or “I cannot do it after interruption.”

Am I missing a conceptual model, or is task load overwhelming my working memory or attention?

Block B — Knowledge + conceptual model: the usable map in your mind

B1. Knowledge is not a conceptual model

Knowledge: facts, vocabulary, formulae, examples, and rules.
Conceptual model: the structure connecting them: what affects what, under which conditions, and why.

Words, formulae, and rules are place names on a map; a conceptual model is the roads, directions, terrain, and relations for reaching a destination.

B2. Supply and price

“Lower supply means higher prices.”

This is knowledge but may be too crude. A more usable model is: prices are jointly affected by supply and demand; lower supply usually pushes prices up, but a sharp fall in demand may prevent that result.

This adds a key variable (demand), conditional language (usually, if, may not), and a structure for predicting new cases.

B3. Mental representation

A mental representation is a compressed, organised map of a situation. A novice may see “supply, demand, price, inventory, buyers.” Someone with a model may see “supply and demand both change, so consider their directions separately.” This is built through targeted examples, feedback, comparison, and revision, not mysterious talent.

B4. When to use this block

The model may be weak when you can memorise a definition but not see what a question asks, treat changed wording as new knowledge, remember only an answer, or treat a counterexample as destroying a rule instead of revealing an omitted condition.

Am I missing a fact, or a causal/conditional model that connects facts?

Block C — Understanding ability: can the model be used?

C1. Simplest definition

Understanding is not merely finding an explanation plausible or repeating a definition. It is using a model to handle change.

Explain → Predict → Apply / Transfer → Diagnose → Revise

C2. Study time and grades

1. Explain

“The longer you study, the better your grades” is not necessarily an explanation because it gives no mechanism or conditions. A better explanation says additional effective time may improve performance through practice, retrieval, and feedback, while method, rest, prior knowledge, attention, and alignment with assessment also matter.

2. Predict

If two more hours involve only rereading, no retrieval practice, and severe fatigue, grades will not necessarily improve; added time may not become effective learning.

3. Apply / transfer

More tutorial watching does not necessarily improve coding. Implementation, errors, feedback, and later independent completion of a small task matter more than viewing time alone.

4. Diagnose

If performance does not improve after two weeks, ask whether method matched the goal, practice remained reading, difficulty changed, sleep or attention changed, or delayed retrieval was checked.

5. Revise

Replace “If I spend more time, I should improve” with: “When the method is effective, concentration is possible, material matches assessment, and feedback plus review occur, additional time is more likely to improve performance.”

C3. Quick check

If I answer only familiar examples, I may have recall or guided application. If changed conditions still allow explanation, prediction, and revision, I have stronger evidence of understanding.

Block D — Deliberate practice: turning knowing into doing

D1. Why repetition alone is insufficient

Repetition can become: same problem type → familiar format → same move → no knowledge of where the error occurred. It can produce familiarity without a better model or transfer.

Deliberate / purposeful practice targets one specific weakness at a time, requires concentration, receives feedback, and then revises.

D2. Mini-case: distinguish understanding and mastery

The goal “I want to understand learning theory” is too vague to practise. A narrow drill is: read four cases and decide whether each shows understanding, mastery, the highest justified level, and why a higher level is not justified.

If you classify ten correct standard questions directly as transfer, feedback should identify the earliest failure: they may share one familiar format and show no changed condition or choice of method. They support independent proficiency, not transfer.

The next drill compares only: A, ten same-type questions without prompts; B, one unfamiliar situation requiring independent method choice and stated conditions.

D3. The loop

Goal → diagnose → narrow drill → attempt → feedback → reflection → next drill → review

Feedback identifies the earliest failed step. Reflection distinguishes knowledge, conditions, strategy, and cognitive load. Delayed review prevents familiarity from being mistaken for learning.

Block E — Mastery: what is real mastery?

E1. Not one correct answer

Mastery means, within a clearly defined task range, performing accurately, consistently, independently, and flexibly when needed. One correct answer is at most one positive piece of evidence.

E2. Example: maintain

Situation	What it represents
You recognise maintain as roughly “keep”	Recognition
You say “keep something at a level or condition”	Understanding / explanation
You complete maintain a healthy lifestyle with a prompt	Guided application
You naturally write maintain service quality in an email	Independent proficiency
You distinguish maintain, sustain, and preserve in new sentences	Transfer
You explain collocations, tone, and common misuse	Creation / teaching

E3. Mastery has scope

Do not say abstractly, “I have mastered English.” Say, for example: “I can use this word set independently and accurately in ordinary work emails; I do not yet have enough transfer evidence in formal negotiation or literary writing.”

Mastery of which task, under which conditions?

Block F — Mastery levels: from exposure to teaching

Level	Meaning	Example: causal claim
1. Recognition	Recognise it, but may not use it	You recognise “correlation is not causation”
2. Explanation	State its meaning and reason	Explain that a third factor may account for correlation
3. Guided application	Use it with a prompt	Identify a confounder after being prompted
4. Independent proficiency	Complete ordinary tasks independently and reliably	Find omitted conditions in familiar everyday claims
5. Transfer / flexible mastery	Use it in changed contexts or tasks	Choose causal analysis in health, economics, and work decisions
6. Creation / teaching	Compare, improve, and teach	Design a small experiment and diagnose an argument

Level 2 means you can talk about causal relations. Level 4 means you independently look for conditions, variables, comparison groups, and evidence limits. Level 4 works in familiar problem types; Level 5 continues to work when wording, context, and method choice change.

Block G — Evidence criteria: do not be fooled by “feeling like I understand”

Criterion	Question	Example
Accuracy	Is it correct?	Doubling mass with unchanged force halves acceleration
Stability	Can you do it again?	You solve changed-number problems two days later
Independence	Can you do it without prompts?	You write `a = F/m` without being prompted
Transfer	Can you do it in a new context?	You transfer conditional analysis to supply, demand, or learning outcomes
Reflection	Can you find and repair an error?	You recognise applied force was confused with net force and correct it

If you first say, “More study time does not guarantee higher grades; method, rest, planning, and review also matter,” that is a good start. Accuracy may be present, but stability, independence, transfer, and reflection still need testing. Record: “Has shown ability to identify some conditions; stability, independence, and transfer remain to be tested.”

Block H — Diagnose a stuck learning problem with the map

H1. Python: you understand while reading but cannot write

You understand a for loop while watching a tutorial, but get stuck writing a program that calculates a shopping-cart total.

Cognitive supports: Is working memory overloaded? Write input, loop, accumulator, and output on paper; handle one part at a time.
Knowledge / model: Do you know syntax but not how each iteration changes a total? Manually trace total = 0 → 10 → 25 → 33.
Understanding: Can you predict what happens if total = 0 is omitted or accumulation is outside the loop? Predict, then run the code.
Mastery level: Following a tutorial is guided application; writing a normal total program unaided may be independent proficiency; designing averages, category totals, and discounts begins to show transfer.
Next narrow drill: Without notes, write a loop that turns [10, 15, 8] into a total, then explain in one sentence what changes each iteration.

One-page review card

Supports help process information → model helps understand relations → understanding enables explanation, prediction, application, and revision → practice + feedback make performance reliable → mastery is reliable, independent, flexible performance under defined conditions.

When stuck, ask:

Do I lack content or a model, or is cognitive load too high?
Do I recognise or memorise, or can I explain and predict?
Can I only follow an example, or can I complete it independently?
Can I transfer when context changes?
Can I identify the assumption or step that failed after an error?

notes, distilled

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