Relations between the worked example and generation effects on immediate and delayed tests

Abstract The contradiction between the worked example effect that occurs when learners presented with more instructional guidance learn more than learners presented with less guidance and the generation effect that occurs when the reverse result is obtained can be resolved by the suggestion that the worked example effect is obtained using materials high in element interactivity, whereas simpler, low element interactivity materials result in the generation effect. A 2 (guidance: low vs. high) × 2 (element interactivity: low vs. high) × 2 (expertise: low vs. high) experiment investigated this hypothesis with high school trigonometry learners. On an immediate test, high guidance reflecting a worked example effect was found for novices, but a generation effect was obtained for more knowledgeable learners. In contrast, on a delayed test, a three-way interaction between guidance, element interactivity and expertise was found. This interaction was caused by a worked example effect for material high in element interactivity and a generation effect for material low in element interactivity for novices while for more knowledgeable learners, a generation effect was obtained for both low and high element interactivity materials. These results suggest firstly, that both the worked example and generation effects may be more likely on delayed than immediate tests and secondly, that the worked example effect relies on high element interactivity material while the generation effect relies on low element interactivity material.

[1]  Slava Kalyuga,et al.  The Expertise Reversal Effect , 2003 .

[2]  Carl E. McFarland,et al.  Retrieval of internally versus externally generated words in episodic memory , 1980 .

[3]  A. D. D. Groot Thought and Choice in Chess , 1978 .

[4]  D. J. Burns,et al.  The consequences of generation , 1992 .

[5]  Alice F. Healy,et al.  Cognitive operations and the generation effect. , 1989 .

[6]  Mary Ann Foley,et al.  Expertise and the Generation Effect , 1987 .

[7]  J M Gardiner,et al.  A generation effect with numbers rather than words , 1984, Memory & cognition.

[8]  Mary-Louise Kean,et al.  Memory for internally generated words in Alzheimer-type dementia: Breakdown in encoding and semantic memory , 1989, Brain and Cognition.

[9]  L Pring,et al.  The Effects of Data-Driven and Conceptually Driven Generation of Study Items on Direct and Indirect Measures of Memory , 1995, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[10]  M. McDaniel,et al.  Generation effects in free recall: further support for a three-factor theory. , 1990, Journal of experimental psychology. Learning, memory, and cognition.

[11]  J. Sweller,et al.  The Use of Worked Examples as a Substitute for Problem Solving in Learning Algebra , 1985 .

[12]  John M. Gardiner,et al.  Specificity and Generality of Enhanced Priming Effects for Self-Generated Study Items , 1989 .

[13]  S. Derry,et al.  Learning from Examples: Instructional Principles from the Worked Examples Research , 2000 .

[14]  A G Greenwald,et al.  The generation effect extended: Memory enhancement for generation cues , 1989, Memory & cognition.

[15]  T. O. Nelson,et al.  Effect of overlearning on the feeling of knowing is more detectable in within-subject than in between-subject designs. , 1993, The American journal of psychology.

[16]  Colin M. Macleod,et al.  Direct versus indirect tests of memory: Directed forgetting meets the generation effect , 2000, Psychonomic bulletin & review.

[17]  J. Hampton,et al.  Item-Specific Processing and the Generation Effect: Support for a Distinctiveness Account , 1988 .

[18]  J. Sweller,et al.  Structuring Effective Worked Examples , 1990 .

[19]  H. Hock,et al.  The effect of phonemic processing on the retention of graphemic representations for words and nonwords , 1981, Memory & cognition.

[20]  S. R. Schmidt,et al.  The negative generation effect: Delineation of a phenomenon , 1989, Memory & cognition.

[21]  N. J. Slamecka,et al.  The Generation Effect: Delineation of a Phenomenon , 1978 .

[22]  Norman J. Slamucka,et al.  The generation effect when generation fails , 1983 .

[23]  L. A. McElroy,et al.  Memorial consequences of generating nonwords: Implications for semantic-memory interpretations of the generation effect , 1982 .

[24]  Jeffrey D. Karpicke,et al.  Retrieval Mode Distinguishes the Testing Effect from the Generation Effect. , 2010 .

[25]  Danielle S. McNamara,et al.  A Procedural Explanation of the Generation Effect: The Use of an Operand Retrieval Strategy for Multiplication and Addition Problems , 1995 .

[26]  Daniel J. Burns The generation effect: a test between single- and multifactor theories. , 1990 .

[27]  Alexander Renkl,et al.  From Studying Examples to Solving Problem: Fading Worked-Out Solution Steps Helps Learning , 2000 .

[28]  John Sweller,et al.  Not New, but Nearly Forgotten: the Testing Effect Decreases or even Disappears as the Complexity of Learning Materials Increases , 2015 .

[29]  J. Sweller,et al.  Natural Information Processing Systems , 2006 .

[30]  Aryn Pyke,et al.  Calculator Use Need Not Undermine Direct-Access Ability: The Roles of Retrieval, Calculation, and Calculator Use in the Acquisition of Arithmetic Facts. , 2011 .

[31]  Mary Ann Foley,et al.  Cognitive operations and decision bias in reality monitoring , 1981 .

[32]  I. Begg,et al.  Generating makes words memorable, but so does effective reading , 1991, Memory & cognition.

[33]  Neil W Mulligan,et al.  Positive and negative generation effects, hypermnesia, and total recall time , 2002, Memory & cognition.

[34]  J M Gardiner,et al.  Involuntary conscious memory and the method of opposition. , 1994, Memory.

[35]  Mark A. McDaniel,et al.  Effects of Generation on Immediate Memory Span and Delayed Unexpected Free Recall , 1994, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[36]  Peter Graf,et al.  The memorial consequences of generation and transformation , 1982 .

[37]  Stephen R. Schmidt,et al.  Evaluating the Role of Distinctiveness in the Generation Effect , 1992 .

[38]  Alexander Renkl,et al.  Toward an Instructionally Oriented Theory of Example-Based Learning , 2014, Cogn. Sci..

[39]  D J Burns The item-order distinction and the generation effect: the importance of order information in long-term memory. , 1996, The American journal of psychology.

[40]  Fergus I. M. Craik,et al.  Specific enhancement effects associated with word generation , 1986 .

[41]  Mark A. McDaniel,et al.  A contextual account of the generation effect: A three-factor theory ☆ , 1988 .

[42]  P. Chandler,et al.  Why Some Material Is Difficult to Learn , 1994 .

[43]  Elizabeth L. Glisky,et al.  Enhancing the generation effect through repetition of operations. , 1985 .

[44]  Robert A. Bjork,et al.  The Generation Effect: Support for a Two-Factor Theory , 1988 .

[45]  D. G. Payne,et al.  The generation effect: Further tests of the lexical activation hypothesis , 1986, Memory & cognition.

[46]  Slava Kalyuga,et al.  Rethinking the Boundaries of Cognitive Load Theory in Complex Learning , 2016 .

[47]  Serge Nicolas,et al.  The Generation Effect in a Word-stem Completion Task: The Influence of Conceptual Processes , 1996 .

[48]  James A. Hampton,et al.  Word Frequency and Generation Effects , 1988 .

[49]  Roger L. Dominowski,et al.  Retention of solutions: it is better to give than to receive , 1989 .

[50]  John M. Gardiner,et al.  A generation effect in memory without awareness , 1989 .

[51]  W. Donaldson,et al.  Relational information and memory for problem solutions , 1980 .

[52]  J. Hampton,et al.  Semantic memory and the generation effect: Some tests of the lexical activation hypothesis. , 1985 .

[53]  F A Schmitt,et al.  The memory advantages of the generation effect: age and process differences. , 1989, Journal of gerontology.

[54]  Daniel J. Burns,et al.  The effects of generation on item and order retention in immediate and delayed recall , 1993, Memory & cognition.

[55]  I. Begg,et al.  The generation effect is no artifact: Generating makes words distinctive. , 1989 .

[56]  Richard A. Chechile,et al.  Evidence for a Multiple-process Account of the Generation Effect , 1999 .

[57]  S. Kinoshita Generation enhances semantic processing? The role of distinctiveness in the generation effect , 1989, Memory & cognition.

[58]  John M. Gardiner,et al.  Generation and priming effects in word-fragment completion. , 1988 .

[59]  I. Liu,et al.  Memorial Consequences of Generating Words and Non-words , 1990, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[60]  J. Sweller,et al.  High Element Interactivity Information During Problem Solving may Lead to Failure to Obtain the Testing Effect , 2015 .

[61]  Elizabeth S. Ghatala When does internal generation facilitate memory for sentences , 1983 .

[62]  E. Erdfelder,et al.  Determ inants of Positive and Negative Generation Effects in Free Recall , 1998, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[63]  J. S. Nairne,et al.  Representation in the mental lexicon: Implications for theories of the generation effect , 1985, Memory & cognition.

[64]  John Sweller,et al.  The worked example effect, the generation effect, and element interactivity. , 2015 .

[65]  John Sweller,et al.  Cognitive Load Theory , 2020, Encyclopedia of Education and Information Technologies.

[66]  David G. Payne,et al.  Does the generation effect depend upon selective displaced rehearsal , 1994 .

[67]  E. Bjork,et al.  Processing strategies and the generation effect: Implications for making a better reader , 2004, Memory & cognition.

[68]  P A de Winstanley,et al.  Processing instructions and the generation effect: a test of the multifactor transfer-appropriate processing theory. , 1997, Memory.

[69]  John M. Gardiner,et al.  Encoding context and the generating effect in multitrial free-recall learning. , 1982 .

[70]  H Lachnit,et al.  Mobilization of Cognitive Resources and the Generation Effect , 1992, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[71]  Lars Nilsson,et al.  The generation effect in primed word-fragment completion reexamined , 1992, Psychological research.

[72]  John Lutz,et al.  An Examination of the Value of the Generation Effect for Learning New Material , 2003, The Journal of general psychology.

[73]  R. Atkinson,et al.  Transitioning From Studying Examples to Solving Problems: Effects of Self-Explanation Prompts and Fading Worked-Out Steps. , 2003 .

[74]  C. E. McFarland,et al.  Memory for self-generated stimuli in young and old adults. , 1985, Journal of gerontology.

[75]  L A McElroy,et al.  The generation effect with homographs: Evidence for postgeneration processing , 1987, Memory & cognition.

[76]  Danielle S. McNamara,et al.  A Procedural Explanation of the Generation Effect for Simple and Difficult Multiplication Problems and Answers , 2000 .

[77]  Robert M. Soloway No generation effect without semantic activation , 1986 .

[78]  P. Hertel,et al.  The generation effect: A reflection of cognitive effort? , 1989 .

[79]  Slava Kalyuga,et al.  When problem solving is superior to studying worked examples. , 2001 .

[80]  J. Sweller Element Interactivity and Intrinsic, Extraneous, and Germane Cognitive Load , 2010 .