Learning and Transfer: A General Role for Analogical Encoding

Teaching by examples and cases is widely used to promote learning, but it varies widely in its effectiveness. The authors test an adaptation to case-based learning that facilitates abstracting problem-solving schemas from examples and using them to solve further problems: analogical encoding, or learning by drawing a comparison across examples. In 3 studies, the authors examined schema abstraction and transfer among novices learning negotiation strategies. Experiment 1 showed a benefit for analogical learning relative to no case study. Experiment 2 showed a marked advantage for comparing two cases over studying the 2 cases separately. Experiment 3 showed that increasing the degree of comparison support increased the rate of transfer in a face-to-face dynamic negotiation exercise. (PsycINFO Database Record (c) 2016 APA, all rights reserved)

[1]  Lewis A. Froman,et al.  Research reports. Compromise and logroll: Comparing the efficiency of two bargaining processes , 1970 .

[2]  H. Simon,et al.  Perception in chess , 1973 .

[3]  Stephen K. Reed,et al.  The role of analogy in transfer between similar problem states , 1974 .

[4]  Herbert A Simon,et al.  The understanding process: Problem isomorphs , 1976, Cognitive Psychology.

[5]  R. Weisberg,et al.  Transferring old associations to new situations: A nonautomatic process , 1978 .

[6]  K. Holyoak,et al.  Analogical problem solving , 1980, Cognitive Psychology.

[7]  Paul J. Feltovich,et al.  Categorization and Representation of Physics Problems by Experts and Novices , 1981, Cogn. Sci..

[8]  John R. Hayes,et al.  The Complete Problem Solver , 1981 .

[9]  R. Sternberg.  Advances in the psychology of human intelligence , 1982 .

[10]  D. Gentner,et al.  Flowing waters or teeming crowds: Mental models of electricity , 1982 .

[11]  J. Bransford,et al.  Constraints on access in a problem solving context , 1983, Memory & cognition.

[12]  K. Holyoak,et al.  Schema induction and analogical transfer , 1983, Cognitive Psychology.

[13]  R. Mayer.  Thinking, Problem Solving, Cognition , 1983 .

[14]  Dedre Gentner,et al.  Structure-Mapping: A Theoretical Framework for Analogy , 1983, Cogn. Sci..

[15]  B. Ross.  Remindings and their effects in learning a cognitive skill , 1984, Cognitive Psychology.

[16]  C. Bereiter.  Toward a Solution of the Learning Paradox , 1985 .

[17]  P. Pirolli,et al.  The role of learning from examples in the acquisition of recursive programming skills. , 1985 .

[18]  B. Ross.  This is like that: The use of earlier problems and the separation of similarity effects. , 1987 .

[19]  Dedre Gentner,et al.  Mechanisms of Analogical Learning. , 1987 .

[20]  Susan E. Newman,et al.  Cognitive Apprenticeship: Teaching the Craft of Reading, Writing, and Mathematics. Technical Report No. 403. , 1987 .

[21]  James K. Sebenius,et al.  The Manager as Negotiator , 1987 .

[22]  J. Lancaster,et al.  Problem Solving in a Natural Task as a Function of Experience , 1987 .

[23]  K. Holyoak,et al.  Surface and structural similarity in analogical transfer , 1987, Memory & cognition.

[24]  Stephen K. Reed,et al.  A structure-mapping model for word problems. , 1987 .

[25]  L. R. Novick.  Analogical transfer, problem similarity, and expertise. , 1988, Journal of experimental psychology. Learning, memory, and cognition.

[26]  Allan Collins,et al.  Cognitive Apprenticeship and Instructional Technology , 1988 .

[27]  Ann L. Brown,et al.  Preschool children can learn to transfer: Learning to learn and learning from example , 1988, Cognitive Psychology.

[28]  A. Collins,et al.  Situated Cognition and the Culture of Learning , 1989 .

[29]  A. Ortony,et al.  Similarity and Analogical Reasoning , 1991 .

[30]  B. Ross.  Distinguishing Types of Superficial Similarities: Different Effects on the Access and Use of Earlier Problems , 1989 .

[31]  L. Resnick,et al.  Knowing, Learning, and Instruction , 2018 .

[32]  Anne Wilkinson,et al.  ANALOGICAL REASONING AS A MECHANISM IN KNOWLEDGE ACQUISITION: A DEVELOPMENTAL PERSPECTIVE , 1989 .

[33]  John D. Bransford,et al.  New approaches to instruction: because wisdom can't be told , 1989 .

[34]  Christopher K. Riesbeck,et al.  Inside Case-Based Reasoning , 1989 .

[35]  D. Medin,et al.  The specific character of abstract thought: Categorization, problem-solving, and induction: Volume 5 , 1989 .

[36]  K. Holyoak,et al.  Overcoming contextual limitations on problem-solving transfer. , 1989 .

[37]  John R. Hayes,et al.  The complete problem solver, 2nd ed. , 1989 .

[38]  R. Hastie,et al.  Social perception in negotiation , 1990 .

[39]  B. Ross,et al.  Generalizing from the use of earlier examples in problem solving , 1990 .

[40]  R. Nisbett,et al.  Immediate and delayed transfer of training effects in statistical reasoning. , 1991, Journal of experimental psychology. General.

[41]  K. Holyoak,et al.  Mathematical problem solving by analogy. , 1991, Journal of experimental psychology. Learning, memory, and cognition.

[42]  D. Dellarosa.  Role of analogical reasoning in the induction of problem categories. , 1992 .

[43]  D. Laplane.  Thought and language. , 1992, Behavioural neurology.

[44]  David W. Carraher,et al.  Street mathematics and school mathematics , 1993 .

[45]  Robert J. Crutcher,et al.  The role of deliberate practice in the acquisition of expert performance. , 1993 .

[46]  Kenneth D. Forbus,et al.  The Roles of Similarity in Transfer: Separating Retrievability From Inferential Soundness , 1993, Cognitive Psychology.

[47]  Janet L. Kolodner,et al.  Case-Based Reasoning , 1989, IJCAI 1989.

[48]  Lauretta M. Reeves,et al.  The Role of Content and Abstract Information in Analogical Transfer , 1994 .

[49]  Ashwin Ram,et al.  Proceedings of the Sixteenth Annual Conference of the Cognitive Science Society , 2019 .

[50]  K. Holyoak,et al.  Mental Leaps: Analogy in Creative Thought , 1994 .

[51]  Daniel L. Schwartz,et al.  The Emergence of Abstract Representations in Dyad Problem Solving , 1995 .

[52]  K. Dunbar.  HOW SCIENTISTS REALLY REASON: SCIENTIFIC REASONING IN REAL-WORLD LABORATORIES , 1995 .

[53]  Leigh Thompson,et al.  LOSE-LOSE AGREEMENTS IN INTERDEPENDENT DECISION MAKING , 1996 .

[54]  D. Simonton.  Creative expertise: A life-span developmental perspective. , 1996 .

[55]  The nature of insight , 1996 .

[56]  J. Kolodner.  Educational implications of analogy. A view from case-based reasoning. , 1997, The American psychologist.

[57]  K. Holyoak,et al.  The analogical mind. , 1997 .

[58]  Brian H. Ross,et al.  Effects of principle explanation and superficial similarity on analogical mapping in problem solving. , 1997 .

[59]  K. Holyoak,et al.  The analogical mind. , 1997, The American psychologist.

[60]  L. Thompson,et al.  The Mind and Heart of the Negotiator , 1997 .

[61]  Kenneth D. Forbus,et al.  Telling juxtapositions: Using repetition and alignable difference in diagram understanding , 1998 .

[62]  Daniel L. Schwartz,et al.  Doing with Understanding: Lessons from Research on Problem- and Project-Based Learning , 1998 .

[63]  D. Gentner,et al.  Similarity and the development of rules , 1998, Cognition.

[64]  D. Gentner,et al.  Analogical encoding facilitates knowledge transfer in negotiation , 1999, Psychonomic bulletin & review.

[65]  D. Klahr,et al.  All other things being equal: acquisition and transfer of the control of variables strategy. , 1999, Child development.

[66]  Lorenzo Magnani,et al.  Model-Based Reasoning in Scientific Discovery , 1999, Springer US.

[67]  D. Gentner,et al.  Comparison in the Development of Categories , 1999 .

[68]  M. Day,et al.  The road to excellence [human resource management] , 1999 .

[69]  Janis A. Bulgren,et al.  The Use and Effectiveness of Analogical Instruction in Diverse Secondary Content Classrooms. , 2000 .

[70]  D. Gentner,et al.  Avoiding Missed Opportunities in Managerial Life: Analogical Training More Powerful Than Individual Case Training , 2000 .

[71]  Wolff-Michael Roth,et al.  Fostering conceptual change by analogies—between Scylla and Charybdis. , 2001 .

[72]  Dedre Gentner,et al.  Learning by Analogical Bootstrapping , 2001 .

[73]  Dedre Gentner,et al.  Spatial Mapping in Preschoolers: Close Comparisons Facilitate Far Mappings , 2001 .

[74]  D. Gentner,et al.  The analogical mind : perspectives from cognitive science , 2001 .

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

[76]  K. Dunbar.  The analogical paradox: Why analogy is so easy in naturalistic settings yet so difficult in the psychological laboratory. , 2001 .

[77]  D. Gentner,et al.  Relational language and relational thought , 2002 .

[78]  D. Gentner,et al.  Making a silk purse out of two sow's ears: young children's use of comparison in category learning. , 2002, Journal of experimental psychology. General.

[79]  D. Gentner,et al.  Analogical Learning in Negotiation Teams : Comparing Cases Promotes Learning and Transfer , 2003 .