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Worked-example effect: Works & Art

The worked-example effect is a learning effect predicted by cognitive load theory.[full citation needed] Specifically, it refers to improved learning observed when worked examples are used as part of instruction, compared to other instructional techniques such as problem-solving:233 and discovery learning.[full citation needed] According to Sweller: "The…

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Worked-example effect topic overview

The analysis highlights Works and Art as prominent areas in the source structure around Worked-example effect.

Related topics
15
Source areas
5
Connected nodes
20
Extracted relationships
28
Concept neighborhoods
14
Bridge connections
20

What this topic covers Research coverage

Source areas are shown by the number of related topics found in each part of the analysis. Use smaller areas too: they can reveal specialized angles and content gaps.

Audience · 5 topics
Overview · 5 topics
Developing effective worked examples · 2 topics
Evidence for · 2 topics
Definitions · 1 topics

Smaller areas are not necessarily less important. They contain fewer connections in this analysis and can be useful for finding specialized angles or coverage gaps.

Explore all related topics Closing gaps

Browse the complete topic structure, not only the most central items. Less prominent entities and concepts can reveal missing angles, specialized context and useful research gaps. Each item opens a new analysis centered on that subject.

Overview

Definitions

Evidence for

Developing effective worked examples

Audience

Advanced semantic analysis

Deeper signals for content research, entity SEO and topical coverage. The plain-language headings explain what each technical view is useful for.

How Worked-example effect connects Entity context

The extracted context around Worked-example effect shows recurring relationship patterns in the source. For example, Worked-example effect → Although, Another, As Wise, However, In, Kalyuga, Mayer, Nievelstein, O'Neill, Quilici, The Another extracted example is Worked-example effect → Cooper, Importantly, Pillay, Renkl, Sweller, The, They, While. Use these groups to spot repeated connection types before inspecting the individual relationships.

Worked-example effect

Top relations

related to Expertise reversal effect · 11
Worked-example effect → Although, Another, As Wise, However, In, Kalyuga, Mayer, Nievelstein, O'Neill, Quilici, The
related to Evidence for · 8
Worked-example effect → Cooper, Importantly, Pillay, Renkl, Sweller, The, They, While
is a · 1
Worked-example effect → learning effect predicted by cognitive load theory

Important terminology

Use these terms to understand the vocabulary surrounding the topic, not as a checklist for keyword stuffing.

Important terminology

worked examples learning needed learners cognitive example effect load problem page used skill understanding solving one acquisition novice also problems

Worked-example effect relationships Subject–Predicate–Object triples

TTTA extracted 28 structured relationships around Worked-example effect. Examples in this analysis include Worked-example effect → is a → learning effect predicted by cognitive load theory and problem-solving → instance of → compared to other instructional techniques. The table shows each extracted connection, where it came from and its confidence.

SubjectPredicateObjectConfidenceSrc
Worked-example effectis alearning effect predicted by cognitive load theory0.90text
problem-solvinginstance ofcompared to other instructional techniques0.80text
mechanicsinstance ofargues that both the worked-example effect and the expertise reversal effect that have been previously studied were based on well-structured cognitive tasks0.80text
interpreting poemsinstance ofFor creative pursuits0.80text
or learning contexts where there is an infinite number of potential confounding factors such as conflict resolutioninstance ofFor creative pursuits0.80text
effective leadershipinstance ofFor creative pursuits0.80text
or multicultural communicationinstance ofFor creative pursuits0.80text
solution steps are more difficult to describeinstance ofFor creative pursuits0.80text
worked-out examples may not be the most effective instructional methodinstance ofFor creative pursuits0.80text
Worked-example effectrelated to Evidence forThe0.60section
Worked-example effectrelated to Evidence forSweller0.60section
Worked-example effectrelated to Evidence forCooper0.60section

Related concept clusters Concept neighborhoods

The concept neighborhoods around Worked-example effect bring nearby vocabulary together. In this analysis, examples include Expertise, Reversal and Effect. Use the clusters to find adjacent concepts and terminology that may deserve separate research.

  • Worked-example effect
    • Expertise
    • Reversal
    • Effect
    • Worked-example
    • Effects
    • Best
    • Known
    • Example
    • Problem-solving
    • Students
    • Learners
    • Needed
  • worked-example effect
    • Expertise
    • Reversal
    • Effect
    • Worked-example
    • Effects
    • Best
    • Known
    • Worked
    • Examples
    • Example
    • Problem-solving
    • Students
  • intrinsic cognitive load
    • Load
    • Examples
    • Acquisition
    • Worked
    • Learning
    • Instruction
    • Instructional
    • Problem-solving
    • Skill
    • Used
    • Effect
    • Needed
  • discovery learning
    • Needed
    • Page
    • One
    • Skill
    • Examples
    • Worked
    • Problem
    • Load
    • Solution
    • Effective
    • Cognitive
    • Example
  • faded examples
    • Worked
    • Self-explanations
    • Learners
    • Needed
    • Known
    • Page
    • Learning
    • Problem-solving
    • Renkl
    • Used
    • Load
    • Problem
  • expertise reversal effect
    • Reversal
    • Expertise
    • Worked-example
    • Effects
    • Worked
    • Examples
    • Example
    • Faded
    • Self-explanations
    • Students
    • Learners
    • Learning
  • cognitive tutor
    • Load
    • Examples
    • Acquisition
    • Worked
    • Learning
    • Instruction
    • Instructional
    • Problem-solving
    • Effect
    • Needed
    • Skill
    • Used
  • extraneous cognitive load
    • Load
    • Examples
    • Acquisition
    • Worked
    • Learning
    • Instruction
    • Instructional
    • Problem-solving
    • Skill
    • Used
    • Effect
    • Needed

Connections between topic areas Semantic bridges

For Worked-example effect, one of the stronger structural bridges in this analysis connects Worked-example effect with Overview. Bridges highlight paths between different parts of the map and can reveal research angles that are easy to miss in a flat list.

Min side: 3
Worked-example effectOverview · splits 15 ⟂ 6
Worked-example effectAudience · splits 15 ⟂ 6
Worked-example effectEvidence for · splits 18 ⟂ 3
Worked-example effectDeveloping effective worked examples · splits 18 ⟂ 3

Map overview Semantic statistics

Worked-example effect

Nodes21
Edges20
Triples28
Avg. degree1.9
Density0.095238
Components1

Source & methodology

TTTA analyzes the structure around Worked-example effect to surface related topics, entities, relationships, concept neighborhoods and bridge connections. Use the map to explore areas such as Works & Art, including less central topics that may reveal useful research gaps. Automatically extracted connections are research leads rather than rewritten encyclopedia content.

Source: Wikipedia — Worked-example effect · EN edition · Analysis: TopicsToTalkAbout

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