Generated: 2026-03-06
Scope: ~99 L-series entries (L001-L099)
Summary Statistics
- Total L-series entries: ~99 (L001-L099, with gaps)
- Glossary coverage: 0 (no L-series terms currently in Glossary)
- High-value candidates identified: 15
- Recommended for Glossary: 10
Tier 1: Essential Glossary Entries (Create First)
These are foundational theories with broad impact across education, psychology, and NEMAtic applications:
| Rank | SIML Tag | Term | Key Person | Why Essential |
|---|---|---|---|---|
| 1 | L011 | Cognitive Load Theory | Sweller | Foundational for instructional design; Air/σ signal-noise separation |
| 2 | L012 | 4E Cognition | Varela, Thompson, Clark | Embodied/extended mind; challenges computational view |
| 3 | L020 | Flow Theory | Csikszentmihalyi | Optimal experience; Child/✶ harmonic integration |
| 4 | L015 | Self-Determination Theory | Deci & Ryan | Motivation psychology; autonomy/competence/relatedness |
| 5 | L037 | Double-Loop Learning | Argyris & Schön | Transformative learning; questioning assumptions |
Tier 2: High-Value Glossary Entries
Strong theoretical contributions with clear NEMAtic mappings:
| Rank | SIML Tag | Term | Key Person | Value Proposition |
|---|---|---|---|---|
| 6 | L013 | Social Learning Theory | Bandura | Observation/imitation; ρ-Water resonance |
| 7 | L014 | Situated Learning | Lave & Wenger | Context-embedded; communities of practice |
| 8 | L016 | Transformative Learning | Mezirow | Perspective transformation; critical reflection |
| 9 | L017 | Constructionism | Papert | Generative learning; β-Wood branching |
| 10 | L019 | Spaced Repetition | Ebbinghaus/Bjork | Memory science; δγ-Earth cycling |
| 11 | L027 | Scaffolding Theory | Wood, Bruner, Ross | Zone of proximal development support |
| 12 | L039 | Activity Theory | Vygotsky/Leont’ev | Cultural-historical activity; systemic analysis |
| 13 | L043 | Zone of Proximal Development | Vygotsky | Learning potential; developmental edge |
| 14 | L047 | Self-Regulated Learning | Zimmerman | Metacognitive control; learner autonomy |
| 15 | L083 | Communities of Practice | Wenger | Social learning; identity formation |
Tier 3: Specialized/Contextual Entries
Valuable but more domain-specific:
| SIML Tag | Term | Context | Notes |
|---|---|---|---|
| L001 | Jigsaw Technique | Cooperative learning | Good for education focus |
| L004 | Transformative Learning (Bateson) | Learning levels | Meta-learning framework |
| L018 | Experiential Learning | Kolb’s cycle | Concrete/abstract/active/reflective |
| L021 | Behaviorism | Skinner/Watson | Historical foundation |
| L022 | Sociocultural Theory | Vygotsky | Cultural mediation |
| L023 | Connectivism | Siemens | Networked knowledge (digital age) |
| L029 | Bloom’s Taxonomy | Bloom | Learning objectives hierarchy |
| L030 | Metacognition | Flavell | Thinking about thinking |
| L031 | Elaboration Theory | Reigeluth | Instructional sequencing |
| L040 | Multiple Intelligences | Gardner | Diverse capabilities |
| L078 | Embodied Cognition | Varela/Thompson | Physical grounding of mind |
| L079 | Rhizomatic Learning | Deleuze/Guattari | Non-hierarchical knowledge |
Not Recommended for Glossary
These are either too narrow, implementation-specific, or duplicate concepts:
| SIML Tag | Term | Reason |
|---|---|---|
| L006-L010 | CAMIL variants | Too specific (XR learning model) |
| L024 | Andragogy | Knowles — narrower than SDT |
| L025 | Heutagogy | Self-determined learning — overlaps SDT |
| L028 | Cognitive Apprenticeship | Collins — narrower than Situated Learning |
| L032 | Multimedia Learning | Mayer — narrower than CLT |
| L033 | Cognitive Flexibility | Spiro — niche (ill-structured domains) |
| L034-L036 | Discovery/Inquiry/Action Learning | Overlap with Constructionism |
| L041-L042 | Schema/Generative Learning | Overlap with CLT/Constructionism |
| L044-L046 | Attribution/Expectancy/Goal Theory | Motivation micro-theories |
| L048-L050 | Reciprocal Teaching/Script/Subsumption | Instructional methods, not theories |
| L051-L070 | Various conditioning/development theories | Historical or narrow |
| L072-L077 | Dewey/Montessori/Waldorf/Reggio | Pedagogical approaches |
| L080-L099 | Modern variants (adaptive/gamified/etc.) | Implementation-specific |
Quality Assessment
Well-Encoded Entries (Ready for Glossary)
- L011 Cognitive Load Theory — comprehensive, well-structured
- L012 4E Cognition — excellent cross-domain bridges
- L020 Flow Theory — rich phenomenological description
- L037 Double-Loop Learning — clear visual models
Moderate Quality (Usable with editing)
- L015 Self-Determination Theory — good but could expand
- L013-L014 Social/Situated Learning — solid foundations
- L016-L017 Transformative/Constructionist — adequate
Thin Entries (Skip or expand first)
- Most L050+ entries — minimal encoding
- CAMIL variants (L006-L010) — too specific
- Pedagogical methods (L034-L036) — not theoretical
Recommended Glossary Creation Order
Batch 1: Foundational (5 entries)
- L011 Cognitive Load Theory
- L012 4E Cognition
- L020 Flow Theory
- L015 Self-Determination Theory
- L037 Double-Loop Learning
Batch 2: High-Value (5 entries)
- L013 Social Learning Theory
- L014 Situated Learning
- L016 Transformative Learning Theory
- L017 Constructionism
- L019 Spaced Repetition
Batch 3: Education Focus (5 entries)
- L027 Scaffolding Theory
- L039 Activity Theory
- L043 Zone of Proximal Development
- L047 Self-Regulated Learning
- L083 Communities of Practice
Glossary Entry Format Recommendation
Each L-series Glossary entry should include:
---
term: [Theory Name]
category: learning_theory
hex_tag: #[TAG]
source: [Key Person, Year]
created_date: 2026-03-06
elemental_mapping:
[primary_element]: [emphasis 0.0-1.0]
[secondary_element]: [emphasis]
status: canonical
siml_entry: [github link]
---
# [Theory Name]
**One-sentence definition** (500-800 chars)
## Core Concept
[2-3 paragraphs explaining the theory]
## Elemental Analysis
[Primary element at X.XX: explanation
Secondary element at X.XX: explanation]
## NEMETIC STRING
`Φ(Term) = σ(x|y) ∘ ρ(x|y) ∘ ... + ε | :state`
## Key Insight
[The core contribution in one pithy sentence]
**Related:** [2-4 existing Glossary terms]
**SIML Entry:** [link]
Connection to NEMAtic Framework
These learning theories map strongly to NEMAtic concepts:
| Learning Theory | NEMAtic Parallel |
|---|---|
| Cognitive Load Theory | σ-cut (distinction), bow-tie compression |
| 4E Cognition | Habitat coupling, extended mind |
| Flow Theory | ✶-State (harmonic integration), Q-gradient |
| Double-Loop Learning | χ/σ distinction, Z-collapse transformation |
| Situated Learning | Habitat-embedded coordination |
| Transformative Learning | Z→Ω collapse, perspective shift |
| Constructionism | β-branching, generative creation |
| Scaffolding | μ-structure enabling β-exploration |
Final Recommendation
Create 10 Glossary entries from L-series: - Tier 1: All 5 (essential) - Tier 2: Top 5 (highest value)
This provides solid coverage of learning theory foundations without overwhelming the Glossary with pedagogical minutiae.