Learning pyramid¶
A widely circulated but unsupported educational graphic assigning fixed retention percentages to teaching methods.
Core Idea¶
The learning pyramid ranks instructional modes from lecture to teaching others and often attaches precise retention percentages lacking traceable empirical basis. Repeated citation, appealing hierarchy, and false numerical precision make variants propagate despite mutated labels and absent supporting studies. The abstraction is therefore identified by a declared carrier, a transformation or constraint over that carrier, and an invariant that tells an analyst whether the named structure is genuinely present.
The load-bearing residual is not the broad topic of education misinformation. It is the domain-specific identity determined by the identity is the recognizable retention-percentage hierarchy and its status is explicitly recorded as a debunked or unsupported claim.
Scope of Application¶
Learning pyramid belongs to education misinformation and is useful where the analyst can specify the typed education misinformation carrier, defining objects and relations, parameters, conventions, evidence, boundary cases and comparison targets, then evaluate the identity is the recognizable retention-percentage hierarchy and its status is explicitly recorded as a debunked or unsupported claim. The scope is broad within that domain but bounded by the need for the identity is the recognizable retention-percentage hierarchy and its status is explicitly recorded as a debunked or unsupported claim. The entry records a descriptive analytical identity; practical use requires the governing domain's evidence, standards, and safety obligations.
Clarity¶
The abstraction clarifies a crowded vocabulary by making the identity is the recognizable retention-percentage hierarchy and its status is explicitly recorded as a debunked or unsupported claim the center of the account. A claim should name the carrier, the governing operation or relation, the applicable assumptions, and the recognition test. A bare label is insufficient because the name Learning pyramid can be used for a formal identity, an implementation, or a neighboring result unless carrier and convention are stated.
Manages Complexity¶
Without the abstraction, an analyst must reason directly over many local details: the carrier roles, admissibility assumptions, competing conventions, derived invariants, boundary cases, and proof or validation obligations specific to Learning pyramid. Learning pyramid compresses them into the roles in the structural signature. That compression permits comparison across instances without erasing the variables that determine validity. It also exposes which details may be varied safely and which are constitutive.
Abstract Reasoning¶
- Identify the carrier. State what the elements, states, objects, or observations are: the typed education misinformation carrier, defining objects and relations, parameters, conventions, evidence, boundary cases and comparison targets. Reject examples whose alleged carrier belongs to a different problem. 2. Lock the constitutive rule. Express the identity is the recognizable retention-percentage hierarchy and its status is explicitly recorded as a debunked or unsupported claim independently of one notation or implementation.
Knowledge Transfer¶
Knowledge transfers strongly among subfields of education misinformation because they reuse the typed education misinformation carrier, defining objects and relations, parameters, conventions, evidence, boundary cases and comparison targets, Repeated citation, appealing hierarchy, and false numerical precision make variants propagate despite mutated labels and absent supporting studies., and type the carrier, state every parameter and convention in the definition, test that the identity is the recognizable retention-percentage hierarchy and its status is explicitly recorded as a debunked or unsupported claim, compare the nearest accepted identity, and report counterexamples, uncertainty, and limiting cases.
Relationships to Other Abstractions¶
Current abstraction Learning pyramid Domain-specific
Parents (1) — more general patterns this builds on
-
Learning pyramid is a kind of Evidence Prime
The proposed strict upward parent is
prime:evidence.
Hierarchy paths (4) — routes to 4 parentless roots
- Learning pyramid → Evidence → Provenance → Traceability → Observability
- Learning pyramid → Evidence → Provenance → Attestation → Authentication
- Learning pyramid → Evidence → Provenance → Traceability → Transformation → Function (Mapping)
- Learning pyramid → Evidence → Provenance → Custody Transfer → State and State Transition → Phase Space
Neighborhood in Abstraction Space¶
Learning pyramid sits in a moderately populated region (41st percentile for distinctiveness): it has near-neighbors but no dense thicket of look-alikes.
Family — Education, Instruction & Assessment (39 abstractions)
Nearest neighbors
- Tutorial — 0.90
- POGIL — 0.90
- Learning by teaching — 0.90
- Active learning — 0.89
- Teaching method — 0.89
Computed from structural-signature embeddings · 2026-09-08