The development of numerical estimation: evidence against a representational shift.

How do our mental representations of number change over development? The dominant view holds that children (and adults) possess multiple representations of number, and that age and experience lead to a shift from greater reliance upon logarithmically organized number representations to greater reliance upon more accurate, linear representations. Here we present a new theoretically motivated and empirically supported account of the development of numerical estimation, based on the idea that number-line estimation tasks entail judgments of proportion. We extend existing models of perceptual proportion judgment to the case of abstract numerical magnitude. Two experiments provide support for these models; three likely sources of developmental change in children's estimation performance are identified and discussed. This work demonstrates that proportion-judgment models provide a unified account of estimation patterns that have previously been explained in terms of a developmental shift from logarithmic to linear representations of number.

[1]  Brian P. Dyre,et al.  Bias in proportion judgments: the cyclical power model. , 2000, Psychological review.

[2]  Stanislas Dehaene,et al.  Calibrating the mental number line , 2008, Cognition.

[3]  Robert S. Siegler,et al.  The Logarithmic-To-Linear Shift: One Learning Sequence, Many Tasks, Many Time Scales , 2009 .

[4]  R. Siegler,et al.  The Development of Numerical Estimation , 2003, Psychological science.

[5]  M. Teghtsoonian THE JUDGMENT OF SIZE. , 1965, The American journal of psychology.

[6]  A. Treisman,et al.  Representation of statistical properties , 2003, Vision Research.

[7]  Elizabeth S Spelke,et al.  Preschool children's mapping of number words to nonsymbolic numerosities. , 2005, Child development.

[8]  E. Miller,et al.  Coding of Cognitive Magnitude Compressed Scaling of Numerical Information in the Primate Prefrontal Cortex , 2003, Neuron.

[9]  Y. Nakajima,et al.  A Model of Empty Duration Perception , 1987, Perception.

[10]  Mary K. Hoard,et al.  Cognitive mechanisms underlying achievement deficits in children with mathematical learning disability. , 2007, Child development.

[11]  Emir H. Shuford,et al.  Percentage estimation of proportion as a function of element type, exposure time, and task. , 1961 .

[12]  Brian P. Dyre,et al.  Understanding bias in proportion production. , 2002, Journal of experimental psychology. Human perception and performance.

[13]  Julie L. Booth,et al.  Numerical magnitude representations influence arithmetic learning. , 2008, Child development.

[14]  Julie L. Booth,et al.  Developmental and individual differences in pure numerical estimation. , 2006, Developmental psychology.

[15]  David R. Anderson,et al.  Model selection and multimodel inference : a practical information-theoretic approach , 2003 .

[16]  Pierre Pica,et al.  Log or Linear? Distinct Intuitions of the Number Scale in Western and Amazonian Indigene Cultures , 2008, Science.

[17]  Laurence Rousselle,et al.  Magnitude representation in children: Its development and dysfunction , 2005 .

[18]  Jessica Sullivan,et al.  Children's mappings of large number words to numerosities , 2009 .

[19]  Peter Dixon,et al.  Likelihood ratios: A simple and flexible statistic for empirical psychologists , 2004, Psychonomic bulletin & review.

[20]  Korbinian Moeller,et al.  Children's early mental number line: logarithmic or decomposed linear? , 2009, Journal of experimental child psychology.

[21]  Geetha B. Ramani,et al.  Playing linear numerical board games promotes low-income children's numerical development. , 2008, Developmental science.

[22]  Ian Spence,et al.  Children's Perception of Proportion in Graphs , 1994 .

[23]  G. Burghardt,et al.  Playing Linear Number Board Games — But Not Circular Ones — Improves Low-Income Preschoolers ’ Numerical Understanding , 2009 .

[24]  Julie L. Booth,et al.  Development of numerical estimation in young children. , 2004, Child development.

[25]  David C. Geary,et al.  Development of Number Line Representations in Children With Mathematical Learning Disability , 2008, Developmental neuropsychology.

[26]  Robert S. Siegler,et al.  Representational change and children’s numerical estimation , 2007, Cognitive Psychology.

[27]  Gavin Huntley-Fenner,et al.  Children's understanding of number is similar to adults' and rats': numerical estimation by 5–7-year-olds , 2001, Cognition.

[28]  Elida V. Laski,et al.  Is 27 a big number? Correlational and causal connections among numerical categorization, number line estimation, and numerical magnitude comparison. , 2007, Child development.

[29]  L. Hedges,et al.  Categories and particulars: prototype effects in estimating spatial location. , 1991, Psychological review.

[30]  M H Birnbaum,et al.  Judgments of proportions. , 1990, Journal of experimental psychology. Human perception and performance.

[31]  P. Onghena,et al.  The relationship between the shape of the mental number line and familiarity with numbers in 5- to 9-year old children: evidence for a segmented linear model. , 2008, Journal of experimental child psychology.

[32]  I. Spence Visual psychophysics of simple graphical elements. , 1990, Journal of experimental psychology. Human perception and performance.