The development of causal reasoning.

How do inference rules for causal learning themselves change developmentally? A model of the development of causal reasoning must address this question, as well as specify the inference rules. Here, the evidence for developmental changes in processes of causal reasoning is reviewed, with the distinction made between diagnostic causal inference and causal prediction. Also addressed is the paradox of a causal reasoning literature that highlights the competencies of young children and the proneness to error among adults. WIREs Cogn Sci 2012, 3:327-335. doi: 10.1002/wcs.1160 For further resources related to this article, please visit the WIREs website.

[1]  A. Michotte.  The perception of causality , 1963 .

[2]  T. Shultz.  Rules of Causal Attribution. , 1982 .

[3]  H. Wimmer,et al.  Beliefs about beliefs: Representation and constraining function of wrong beliefs in young children's understanding of deception , 1983, Cognition.

[4]  D. Medin,et al.  The role of theories in conceptual coherence. , 1985, Psychological review.

[5]  The development of thinking , 1988 .

[6]  D. Kuhn,et al.  The development of scientific thinking skills , 1988 .

[7]  D R Olson,et al.  Reflecting on scientific thinking: children's understanding of the hypothesis-evidence relation. , 1993, Child development.

[8]  D. Kuhn.  Strategies of Knowledge Acquisition , 1995 .

[9]  B. Koslowski.  Theory and Evidence: The Development of Scientific Reasoning , 1996 .

[10]  P. Cheng.  From covariation to causation: A causal power theory. , 1997 .

[11]  Rochel Gelman,et al.  Enabling constraints for cognitive development and learning: Domain specificity and epigenesis. , 1998 .

[12]  Lance J. Rips,et al.  Explanation and evidence in informal argument , 2000, Cogn. Sci..

[13]  D. Kuhn.  How do People Know? , 2001, Psychological science.

[14]  Cara H. Cashon,et al.  A constructivist model of infant cognition , 2002 .

[15]  Daniel N. Osherson,et al.  Evidential diversity and premise probability in young children's inductive judgment , 2002, Cogn. Sci..

[16]  D. Kuhn,et al.  Connecting Scientific Reasoning and Causal Inference , 2004 .

[17]  S. Carey.  The Origin of Concepts , 2000 .

[18]  David M. Sobel,et al.  A theory of causal learning in children: causal maps and Bayes nets. , 2004, Psychological review.

[19]  A. Gopnik,et al.  Causal learning across domains. , 2004, Developmental psychology.

[20]  P. Klaczynski.  A dual-process model of adolescent development: implications for decision making, reasoning, and identity. , 2004, Advances in child development and behavior.

[21]  S. Sloman.  Causal Models: How People Think about the World and Its Alternatives , 2005 .

[22]  J. Tenenbaum,et al.  Structure and strength in causal induction , 2005, Cognitive Psychology.

[23]  B. Sodian,et al.  Scientific Reasoning in Young Children: Preschoolers’ Ability to Evaluate Covariation Evidence , 2005 .

[24]  Michael R. Waldmann,et al.  Seeing versus doing: two modes of accessing causal knowledge. , 2005, Journal of experimental psychology. Learning, memory, and cognition.

[25]  Michael Tomasello,et al.  Infants Determine Others' Focus of Attention by Pragmatics and Exclusion , 2006 .

[26]  L. Schulz,et al.  God does not play dice: causal determinism and preschoolers' causal inferences. , 2006, Child development.

[27]  T. Lombrozo.  The structure and function of explanations , 2006, Trends in Cognitive Sciences.

[28]  D. Kuhn,et al.  Do Children and Adults Learn Differently? , 2006 .

[29]  D. Shanks,et al.  Models of covariation-based causal judgment: A review and synthesis , 2007, Psychonomic bulletin & review.

[30]  Corinne Zimmerman.  The Development of Scientific Thinking Skills in Elementary and Middle School. , 2007 .

[31]  Deanna Kuhn,et al.  What is Scientific Thinking and How Does it Develop , 2007 .

[32]  T. Griffiths,et al.  Can being scared cause tummy aches? Naive theories, ambiguous evidence, and preschoolers' causal inferences. , 2007, Developmental psychology.

[33]  David M. Sobel,et al.  Bayes nets and babies: infants' developing statistical reasoning abilities and their representation of causal knowledge. , 2007, Developmental science.

[34]  Amy M. Masnick,et al.  The Development of Causal Reasoning , 2007 .

[35]  D. Kuhn,et al.  Direct instruction vs. discovery: The long view , 2007 .

[36]  A. Gopnik,et al.  Conditional probability versus spatial contiguity in causal learning: Preschoolers use new contingency evidence to overcome prior spatial assumptions. , 2007, Developmental psychology.

[37]  H. Wellman,et al.  Causal Reasoning as Informed by the Early Development of Explanations , 2007 .

[38]  Jumping to Conclusions , 2007 .

[39]  D. Kuhn,et al.  Beyond control of variables: What needs to develop to achieve skilled scientific thinking? , 2008 .

[40]  D. Klahr,et al.  Developing elementary science skills: Instructional effectiveness and path independence , 2008 .

[41]  D. Kuhn,et al.  What Needs to Develop in the Development of Inquiry Skills? , 2008 .

[42]  B. Koslowski,et al.  Information Becomes Evidence when an Explanation Can Incorporate It into a Causal Framework. , 2008 .

[43]  D. Kuhn,et al.  Are self-explanations always beneficial? , 2009, Journal of experimental child psychology.

[44]  D. Kuhn,et al.  Coordinating the effects of multiple variables: a skill fundamental to scientific thinking. , 2009, Journal of experimental child psychology.

[45]  H. Wellman,et al.  Evidence for an explanation advantage in naïve biological reasoning , 2009, Cognitive Psychology.

[46]  David M. Sobel,et al.  Domain generality and specificity in children's causal inference about ambiguous data. , 2009, Developmental psychology.

[47]  David M. Sobel,et al.  Rationales in children's causal learning from others' actions , 2009 .

[48]  T. Lombrozo.  Explanation and categorization: How “why?” informs “what?” , 2009, Cognition.

[49]  David M. Sobel,et al.  Bridging the gap: Causality-at-a-distance in children's categorization and inferences about internal properties , 2009 .

[50]  Philip M. Fernbach,et al.  Neglect of Alternative Causes in Predictive but Not Diagnostic Reasoning , 2010, Psychological science.

[51]  R. Baillargeon,et al.  How Do Infants Reason about Physical Events , 2010 .

[52]  H. Wellman,et al.  Inconsistency with prior knowledge triggers children's causal explanatory reasoning. , 2010, Child development.

[53]  Amy M. Masnick,et al.  Causal Reasoning and Explanation , 2010 .

[54]  Joshua B. Tenenbaum,et al.  Learning to Learn Causal Models , 2010, Cogn. Sci..

[55]  Noah D. Goodman,et al.  Learning a theory of causality. , 2011, Psychological review.

[56]  L. Rips.  Causation From Perception , 2011, Perspectives on psychological science : a journal of the Association for Psychological Science.

[57]  Thomas L. Griffiths,et al.  Bayes and Blickets: Effects of Knowledge on Causal Induction in Children and Adults , 2011, Cogn. Sci..

[58]  Philip M. Fernbach,et al.  Which one made it go? The emergence of diagnostic reasoning in preschoolers , 2012 .