Toward an Instructionally Oriented Theory of Example‐Based Learning
Abstract
Learning from examples is a very effective means of initial cognitive skill acquisition. There is an enormous body of research on the specifics of this learning method. This article presents an instructionally oriented theory of example‐based learning that integrates theoretical assumptions and findings from three research areas: learning from worked examples, observational learning, and analogical reasoning. This theory has descriptive and prescriptive elements. The descriptive subtheory deals with (a) the relevance and effectiveness of examples, (b) phases of skill acquisition, and (c) learning processes. The prescriptive subtheory proposes instructional principles that make full exploitation of the potential of example‐based learning possible.
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There is very strong empirical evidence for the worked example effect.
“Although there is very strong empirical evidence for the worked example effect”
From Cognitive Architecture and Instructional Design: 20 Years Later (2019) · cites this paper as Renkl (2013)
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Infant Imitation of Peer and Adult Models: Evidence for a Peer Model Advantage
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Worked Examples and Tutored Problem Solving: Redundant or Synergistic Forms of Support?
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Self-citationWhen imagining information is effective
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Testing the instructional fit hypothesis: the case of self-explanation prompts
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How to Foster Active Processing of Explanations in Instructional Communication
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Self-citationCoordinating principles and examples through analogy and self-explanation
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Segmentation of Worked Examples: Effects on Cognitive Load and Learning
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Learning to teach with worked‐out examples: a computer‐based learning environment for teachers
Hilbert, T. S., Renkl, A., Schworm, S., Kessler, S., & Reiss, K. M. (2008) · Journal of Computer Assisted Learning · doi:10.1111/j.1365-2729.2007.00266.x · Cited by 39 · see citing works
Self-citationComplex Problem Solving and Worked Examples
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Using Content to Interpret Structure: Effects on Analogical Transfer
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An Example Order for Cognitive Skill Acquisition
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Self-citationThe role of self‐explanation in learning to use a spreadsheet through examples
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Learning from Comparing Multiple Examples: On the Dilemma of “Similar” or “Different”
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Explaining Effective Learning by Analogical Reasoning
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Cognitive Architecture and Instructional Design: 20 Years Later
Sweller, J., van Merriënboer, J. J. G., & Paas, F. (2019) · Educational Psychology Review · doi:10.1007/s10648-019-09465-5 · Cited by 2,337 · see citing works
“A review of studies on learning from examples is provided by Renkl (2013).”
BackgroundSimulation-Based Learning in Higher Education: A Meta-Analysis
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Cognitive load theory and educational technology
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Does Working Memory Training Transfer? A Meta-Analysis Including Training Conditions as Moderators
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Self-citationCognitive load theory and individual differences
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The Expertise Reversal Effect is a Variant of the More General Element Interactivity Effect
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“…learners provided with high levels of guidance in the form of worked examples perform better on subsequent test problems than learners presented with the same material as problems to be solved (Cooper and Sweller 1987; Paas 1992; Paas and Van Merriënboer 1994; Renkl 2014; Sweller and Cooper 1985).”
BackgroundWorking Memory, Long-term Memory, and Instructional Design
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Making Sense of Generative Learning
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- Authors
- Renkl, A.
- Affiliations
- University of Freiburg (DE)
- Corresponding author
- Renkl, Alexander
- ORCID
- Renkl, Alexander
- Venue
- Cognitive Science
- Publisher
- Wiley
- Published
- 2013-09-24
- Volume
- 38
- Issue
- 1
- Pages
- 1-37
- ISSN
- 0364-0213 (ISSN-L)
- 1551-6709
- OpenAlex
- W1986285750
- Cited by
- 509
- References
- 165
- Citations by year
- 2026: 59 · 2025: 41 · 2024: 37 · 2023: 49 · 2022: 50 · 2021: 46 · 2020: 51 · 2019: 35 · 2018: 31 · 2017: 39 · 2016: 31 · 2015: 29 · 2014: 10 · 2013: 1
- FWCI
- 31.99
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Cognitive Science (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Visual and Cognitive Learning Processes
- Social Sciences › Psychology › Developmental and Educational Psychology › Innovative Teaching and Learning Methods
- Social Sciences › Psychology › Developmental and Educational Psychology › Educational methodologies and cognitive development
- Keywords
- learning from examples, worked examples, observational learning, analogical reasoning, skill acquisition, teaching principles, cognitive skill acquisition
- MeSH terms
- Humans, Learning, Thinking, Transfer, Psychology
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