Children’s concept of probability as inferred from their binary choices—revisited

Children had to choose one of two urns—each comprising beads of winning and losing colours—from which to draw a winning bead. Three experiments, aimed at diagnosing rules of choice and designed without confounding possible rules with each other, were conducted. The level of arithmetic difficulty of the trials was controlled so as not to distort the effects of the constituent variables of proportion. Children aged 4 to 11 first chose by more winning elements and proceeded with age to choices by greater proportion of winning elements. There were some indications of intermediate choices by fewer losing elements and by greater difference between the two colours. Distinguishing correct choices from favourable draws, namely acknowledging the role of chance in producing the outcome and insisting on the right choice, grew with age. Children switched rather early from considering one dimension to two; they combined the quantities of winning and losing elements either additively by difference or, with age, mostly multiplicatively by proportion. Guided playful activities for young children, based on this research, are suggested for fostering acquisition of the basic constituents of the probability concept: uncertainty of outcome, quantification by proportion, and the reverse relation between the chances of complementary events.

[1]  Sheldon P. Gordon,et al.  Statistics for the Twenty-First Century , 1992 .

[2]  C. Davies DEVELOPMENT OF THE PROBABILITY CONCEPT IN CHILDREN , 1965 .

[3]  E. Fischbein,et al.  Factors affecting probabilistic judgements in children and adolescents , 1991 .

[4]  J. Michael Shaughnessy,et al.  Misconceptions of probability: An experiment with a small-group, activity-based, model building approach to introductory probability at the college level , 1977 .

[5]  S. I. Offenbach,et al.  Development of proportional response strategies. , 1984, Child development.

[6]  E. Fischbein,et al.  Intuition in Science and Mathematics: An Educational Approach , 2014 .

[7]  D. Kahneman,et al.  Heuristics and Biases: The Psychology of Intuitive Judgment , 2002 .

[8]  Cynthia W. Langrall,et al.  A framework for assessing and nurturing young children‘s thinking in probability , 1997 .

[9]  Bruce M. Ross,et al.  Children’s Concepts of Chance and Probability , 1982 .

[10]  Mandeep K. Dhami,et al.  Judgment and decision making as a skill : learning, development and evolution , 2011 .

[11]  J. Piaget,et al.  The Origin of the Idea of Chance in Children , 1975 .

[12]  Anne S. Hawkins,et al.  Children's conceptions of probability — A psychological and pedagogical review , 1984 .

[13]  S. Epstein,et al.  Conflict Between Intuitive and Rational Processing: When People Behave Against Their Better Judgment , 1994 .

[14]  E. Fischbein Comparison of Ratios and the Chance Concept in Children. , 1970 .

[15]  Franz Emanuel Weinert,et al.  Memory performance and competencies : issues in growth and development , 1995 .

[16]  L. Cosmides,et al.  Are humans good intuitive statisticians after all? Rethinking some conclusions from the literature on judgment under uncertainty , 1996, Cognition.

[17]  E. Fischbein,et al.  The Evolution with Age of Probabilistic, Intuitively Based Misconceptions. , 1997 .

[18]  R. Stavy,et al.  1 – U-Shaped Behavioral Growth in Ratio Comparisons1 , 1982 .

[19]  Uri Leron,et al.  Intuitive vs analytical thinking: four perspectives , 2009, The Best Writing on Mathematics 2010.

[20]  K. Stanovich,et al.  Heuristic and analytic processing: age trends and associations with cognitive ability and cognitive styles. , 2002, Journal of experimental child psychology.

[21]  D. Kahneman,et al.  Representativeness revisited: Attribute substitution in intuitive judgment. , 2002 .

[22]  R. Siegler Developmental Sequences within and between Concepts. , 1981 .

[23]  Michael Siegal,et al.  Misleading children: Causal attributions for inconsistency under repeated questioning ☆ , 1988 .

[24]  R. Falk The Infinite Challenge: Levels of Conceiving the Endlessness of Numbers , 2010 .

[25]  Per Nilsson,et al.  Different ways in which students handle chance encounters in the explorative setting of a dice game , 2007 .

[26]  Norman H. Anderson,et al.  Contributions to information integration theory , 1991 .

[27]  J. Perner Discrepant Results in Experimental Studies of Young Children's Understanding of Probability. , 1979 .

[28]  G. Noelting,et al.  The development of proportional reasoning and the ratio concept Part II—problem-structure at successive stages; problem-solving strategies and the mechanism of adaptive restructuring , 1980 .

[29]  Lieven Verschaffel,et al.  From Addition to Multiplication … and Back: The Development of Students’ Additive and Multiplicative Reasoning Skills , 2009 .

[30]  J. Baron,et al.  Outcome bias in decision evaluation. , 1988, Journal of personality and social psychology.

[31]  Raymond S. Nickerson,et al.  Cognition and Chance: The Psychology of Probabilistic Reasoning , 2004 .

[32]  V. Reyna,et al.  Numeracy, Ratio Bias, and Denominator Neglect in Judgments of Risk and Probability. , 2008 .

[33]  Charles J. Brainerd,et al.  Working memory and the developmental analysis of probability judgment. , 1981 .

[34]  P. Bryant,et al.  Proportional Reasoning in Young Children: Part-Part Comparisons about Continuous and Discontinuous Quantity , 1999 .

[35]  E. Fischbein,et al.  Does the teaching of probability improve probabilistic intuitions? , 1984 .

[36]  S. Goldberg PROBABILITY JUDGMENTS BY PRESCHOOL CHILDREN: TASK CONDITIONS AND PERFORMANCE , 1966 .

[37]  Laura Martignon,et al.  Hands-On Activities for Fourth Graders: A Tool Box for Decision-Making and Reckoning with Risk , 2009, International Electronic Journal of Mathematics Education.

[38]  G. Noelting The development of proportional reasoning and the ratio concept Part I — Differentiation of stages , 1980 .

[39]  Bruce M. Ross,et al.  Children's Understanding of Probability Concepts. , 1971 .

[40]  R. Chapman The development of children's understanding of proportions. , 1975, Child development.

[41]  D. Tirosh,et al.  Intuitive rules in science and mathematics: the case of ‘more of A ‐‐ more of B’ , 1996 .

[42]  Steven Pulos,et al.  Proportional reasoning: A review of the literature , 1985 .

[43]  Developmental study of personal probability , 1991 .

[44]  Charles J. Brainerd Children's Logical and Mathematical Cognition: Progress in Cognitive Development Research. , 1982 .

[45]  F. Wilkening,et al.  Children's construction of fair chances: adjusting probabilities. , 1998, Developmental psychology.

[46]  Lauren B. Resnick,et al.  Representations of proportional relationships: Are children part-part or part-whole reasoners? , 1992 .

[47]  Cynthia W. Langrall,et al.  Students' Probabilistic Thinking in Instruction. , 1999 .

[48]  P. Bryant,et al.  Children's Proportional Judgments: The Importance of “Half” , 1991 .

[49]  Curt Acredolo,et al.  On the Difficulty of Detecting Cognitive Uncertainty , 1991 .

[50]  Ruma Falk,et al.  A potential for learning probability in young children , 1980 .

[51]  Ruhama Even,et al.  What mathematics do teachers with contrasting teaching approaches address in probability lessons? , 2010 .

[52]  O. Huber,et al.  Development of the concept of comparative subjective probability , 1987 .

[53]  Charles J. Brainerd,et al.  The origins of probability judgment: A review of data and theories. , 1994 .

[54]  R. Stavy,et al.  U-shaped behavioral growth , 1982 .

[55]  Lisa M. Schwartz,et al.  PSYCHOLOGICAL SCIENCE IN THE PUBLIC INTEREST Helping Doctors and Patients Make Sense of Health Statistics , 2022 .

[56]  A. Siegel,et al.  Nonverbal probability judgments by young children. , 1962, Child development.

[57]  E. Fischbein,et al.  The intuitive sources of probabilistic thinking in children , 1975 .

[58]  A. Schlottmann,et al.  Judgment and Decision Making as a Skill: Judgment and decision making in young children , 2011 .

[59]  César Sáenz de Castro Teaching Probability for Conceptual Change La Enseñanza De La Probabilidad Por Cambio Conceptual , 1998 .

[60]  A. Dean,et al.  Understanding and solving probability problems: A developmental study , 1986 .