The Development of Symbolic and Non-Symbolic Number Line Estimations: Three Developmental Accounts Contrasted Within Cross-Sectional and Longitudinal Data

Three theoretical accounts have been put forward for the development of children’s response patterns on number line estimation tasks: the log-to-linear representational shift, the two-linear-to-linear transformation and the proportion judgment account. These three accounts have not been contrasted, however, within one study, using one single criterion to determine which model provides the best fit. The present study contrasted these three accounts by examining first, second and sixth graders with a symbolic and non-symbolic number line estimation task (Experiment 1). In addition, first and second graders were tested again one year later (Experiment 2). In case of symbolic estimations, the proportion judgment account described the data best. Most young children’s non-symbolic estimation patterns were best described by a logarithmic model (within the log-to-lin account), whereas those of most older children were best described by the simple power model (within the proportion judgment account).

[1]  Emily Slusser,et al.  COMMENTARY A sense of proportion: commentary on Opfer, Siegler and Young , 2011 .

[2]  Marco Zorzi,et al.  Numerical estimation in preschoolers. , 2010, Developmental psychology.

[3]  Bert Reynvoet,et al.  Approximate number sense, symbolic number processing, or number-space mappings: what underlies mathematics achievement? , 2013, Journal of experimental child psychology.

[4]  Karin Kucian,et al.  A developmental model of number representation , 2009 .

[5]  Dénes Szűcs,et al.  Representational change and strategy use in children's number line estimation during the first years of primary school , 2012, Behavioral and Brain Functions.

[6]  Emmy Defever,et al.  Association between basic numerical abilities and mathematics achievement. , 2012, The British journal of developmental psychology.

[7]  Victoria Menzies,et al.  A longitudinal analysis of estimation, counting skills, and mathematical ability across the first school year. , 2013, Developmental psychology.

[8]  G. Fechner Elemente der Psychophysik , 1998 .

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

[10]  David R. Anderson,et al.  AIC model selection and multimodel inference in behavioral ecology: some background, observations, and comparisons , 2011, Behavioral Ecology and Sociobiology.

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

[12]  S. Dehaene,et al.  The Number Sense: How the Mind Creates Mathematics. , 1998 .

[13]  Hilary C Barth,et al.  The development of numerical estimation: evidence against a representational shift. , 2011, Developmental science.

[14]  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.

[15]  Robert S Siegler,et al.  The powers of noise-fitting: reply to Barth and Paladino. , 2011, Developmental science.

[16]  Melissa E. Libertus,et al.  Comment on "Log or Linear? Distinct Intuitions of the Number Scale in Western and Amazonian Indigene Cultures" , 2009, Science.

[17]  J. V. van Berkum,et al.  How robust is the language architecture? The case of mood , 2013, Front. Psychol..

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

[19]  David R. Anderson,et al.  Multimodel Inference , 2004 .

[20]  Korbinian Moeller,et al.  Unbounding the mental number line—new evidence on children's spatial representation of numbers , 2014, Front. Psychol..

[21]  C. Gilmore,et al.  Children's mapping between symbolic and nonsymbolic representations of number. , 2009, Journal of experimental child psychology.

[22]  Christine Schiltz,et al.  Estimation abilities of large numerosities in Kindergartners , 2013, Front. Psychol..

[23]  M. Ashcraft,et al.  Cognitive processes of numerical estimation in children. , 2012, Journal of experimental child psychology.

[24]  Na Li,et al.  Development of numerical estimation in Chinese preschool children. , 2013, Journal of experimental child psychology.

[25]  E. Spelke,et al.  Nonsymbolic, approximate arithmetic in children: abstract addition prior to instruction. , 2008, Developmental psychology.

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

[27]  Korbinian Moeller,et al.  Dissociating Number Line Estimations from Underlying Numerical Representations , 2014, Quarterly journal of experimental psychology.

[28]  H. Barth,et al.  Developmental change in numerical estimation. , 2013, Journal of experimental psychology. General.

[29]  Barbara W Sarnecka,et al.  Children's number-line estimation shows development of measurement skills (not number representations). , 2014, Developmental psychology.

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

[31]  Emmy Defever,et al.  The Approximate Number System is not Predictive for Symbolic Number Processing in Kindergarteners , 2014, Quarterly journal of experimental psychology.

[32]  David C. Burr,et al.  Linear mapping of numbers onto space requires attention , 2012, Cognition.

[33]  Mieke Vandewaetere,et al.  What can the same-different task tell us about the development of magnitude representations? , 2012, Acta psychologica.

[34]  Justin Halberda,et al.  Developmental change in the acuity of the "Number Sense": The Approximate Number System in 3-, 4-, 5-, and 6-year-olds and adults. , 2008, Developmental psychology.

[35]  Marie-Pascale Noël,et al.  Developmental Changes in the Profiles of Dyscalculia: An Explanation Based on a Double Exact-and-Approximate Number Representation Model , 2011, Front. Hum. Neurosci..

[36]  Bert Reynvoet,et al.  Children's representation of symbolic magnitude: the development of the priming distance effect. , 2009, Journal of experimental child psychology.

[37]  John E. Opfer,et al.  Psychophysics of Numerical Representation A Unified Approach to Single- and Multi-Digit Magnitude Estimation , 2011 .

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