What is the shape of developmental change?

Developmental trajectories provide the empirical foundation for theories about change processes during development. However, the ability to distinguish among alternative trajectories depends on how frequently observations are sampled. This study used real behavioral data, with real patterns of variability, to examine the effects of sampling at different intervals on characterization of the underlying trajectory. Data were derived from a set of 32 infant motor skills indexed daily during the first 18 months. Larger sampling intervals (2-31 days) were simulated by systematically removing observations from the daily data and interpolating over the gaps. Infrequent sampling caused decreasing sensitivity to fluctuations in the daily data: Variable trajectories erroneously appeared as step functions, and estimates of onset ages were increasingly off target. Sensitivity to variation decreased as an inverse power function of sampling interval, resulting in severe degradation of the trajectory with intervals longer than 7 days. These findings suggest that sampling rates typically used by developmental researchers may be inadequate to accurately depict patterns of variability and the shape of developmental change. Inadequate sampling regimes therefore may seriously compromise theories of development.

[1]  E. Thelen,et al.  The relationship between physical growth and a newborn reflex , 1984 .

[2]  K. Adolph,et al.  A baby's day: Capturing crawling experience , 1999 .

[3]  Nicole M. McNeil U-shaped development in math: 7-year-olds outperform 9-year-olds on equivalence problems. , 2007, Developmental psychology.

[4]  James L. McClelland Parallel Distributed Processing: Implications for Cognition and Development , 1988 .

[5]  Michael R Brent,et al.  Reexamining the vocabulary spurt. , 2004, Developmental psychology.

[6]  Joachim F. Wohlwill,et al.  The age variable in psychological research. , 1970 .

[7]  L. Collins Analysis of longitudinal data: the integration of theoretical model, temporal design, and statistical model. , 2006, Annual review of psychology.

[8]  N. Eldredge,et al.  Punctuated equilibrium comes of age , 1993, Nature.

[9]  A. Gopnik,et al.  The Development of Categorization in the Second Year and Its Relation to Other Cognitive and Linguistic Developments. , 1987 .

[10]  M. Markel,et al.  Growing Pains: Are They Due to Increased Growth During Recumbency as Documented in a Lamb Model? , 2004, Journal of pediatric orthopedics.

[11]  Josef Perner,et al.  Theory of mind is contagious - you catch it from your sibs , 1994 .

[12]  Karen E Adolph,et al.  Baby carriage: infants walking with loads. , 2007, Child development.

[13]  Gary James Jason,et al.  The Logic of Scientific Discovery , 1988 .

[14]  David I. Anderson,et al.  Travel Broadens the Mind. , 2000, Infancy : the official journal of the International Society on Infant Studies.

[15]  M. Blumberg,et al.  Dynamics of sleep-wake cyclicity in developing rats. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[16]  E. Thelen,et al.  The transition to reaching: mapping intention and intrinsic dynamics. , 1993, Child development.

[17]  Elizabeth Bates,et al.  COMPREHENSION AND PRODUCTION IN EARLY LANGUAGE DEVELOPMENT , 1993 .

[18]  C. Hertzog,et al.  Assessing psychological change in adulthood: an overview of methodological issues. , 2003, Psychology and aging.

[19]  J. Steven Reznick,et al.  Rapid change in lexical development in comprehension and production , 1992 .

[20]  J. Thomson,et al.  Studies in perception and action V , 1999 .

[21]  Maarten van Someren,et al.  Modeling developmental transitions on the balance scale task , 2003, Cogn. Sci..

[22]  C.E. Shannon,et al.  Communication in the Presence of Noise , 1949, Proceedings of the IRE.

[23]  Robbie Case,et al.  The Role of Central Conceptual Structures in the Development of Children's Thought , 1995 .

[24]  Jeffrey D Long,et al.  A longitudinal investigation of visual event-related potentials in the first year of life. , 2005, Developmental science.

[25]  F. Craik,et al.  Cognition through the lifespan: mechanisms of change , 2006, Trends in Cognitive Sciences.

[26]  H.L.J. van der Maas,et al.  Stagewise cognitive development: an application of catastrophe theory. , 1992, Psychological review.

[27]  L. Vygotsky Mind in Society: The Development of Higher Psychological Processes: Harvard University Press , 1978 .

[28]  C. Lord,et al.  APPLIED DEVELOPMENTAL PSYCHOLOGY , 1984 .

[29]  K. Mccartney,et al.  Best practices in quantitative methods for developmentalists. , 2006, Monographs of the Society for Research in Child Development.

[30]  D. Kuhn,et al.  Cognition, Perception, and Language , 1997 .

[31]  J. Javůrek [Motor development]. , 1988, Ceskoslovenska pediatrie.

[32]  L. S. Vygotskiĭ,et al.  Mind in society : the development of higher psychological processes , 1978 .

[33]  K. Adolph Learning to learn in the development of action , 2005 .

[34]  R. Morris Parallel Distributed Processing: Implications for Psychology and Neurobiology , 1990 .

[35]  Gilbert Gottlieb,et al.  The Roles of Experience in the Development of Behavior and the Nervous System , 1976 .

[36]  K. Mccartney,et al.  INTRODUCTION TO THE MONOGRAPH , 2006 .

[37]  W. Frankenburg,et al.  The Denver developmental screening test. , 1967, The Journal of pediatrics.

[38]  R. K. Clifton,et al.  Is visually guided reaching in early infancy a myth? , 1993, Child development.

[39]  C. Rovee-Collier,et al.  Advances in infancy research , 1981 .

[40]  William P. Fifer,et al.  Fetal development : a psychobiological perspective , 1995 .

[41]  K. Adolph,et al.  Learning in the development of infant locomotion. , 1997, Monographs of the Society for Research in Child Development.

[42]  P. Dasen THE CROSS-CULTURAL STUDY OF INTELLIGENCE: PIAGET AND THE BAOULÉ* , 1984 .

[43]  Patricia Cohen,et al.  A source of bias in longitudinal investigations of change. , 1991 .

[44]  M Lampl,et al.  Saltation and stasis: a model of human growth. , 1992, Science.

[45]  E. Bates COMPREHENSION AND PRODUCTION IN EARLY LANGUAGE DEVELOPMENT: COMMENTS ON SAVAGE-RUMBAUGH ET AL. , 1993 .

[46]  James L. McClelland,et al.  Rethinking infant knowledge: toward an adaptive process account of successes and failures in object permanence tasks. , 1997, Psychological review.

[47]  W. Eaton,et al.  Can parent reports be trusted?: Validity of daily checklists of gross motor milestone attainment , 2004 .

[48]  D. Kuhn Microgenetic Study of Change: What Has It Told Us? , 1995 .

[49]  Linda B. Smith,et al.  A Dynamic Systems Approach to the Development of Cognition and Action , 2007, Journal of Cognitive Neuroscience.

[50]  S. Goldin-Meadow,et al.  The mismatch between gesture and speech as an index of transitional knowledge , 1986, Cognition.

[51]  D. Corbetta,et al.  Infants Return to Two-Handed Reaching When They Are Learning to Walk , 2002, Journal of motor behavior.

[52]  Charles J. Brainerd,et al.  The stage question in cognitive-developmental theory , 1978, Behavioral and Brain Sciences.

[53]  Eve V. Clark,et al.  Comprehension, Production, and Language Acquisition , 1983 .

[54]  E. Dromi Early Lexical Development , 1987 .

[55]  N. Stanietsky,et al.  The interaction of TIGIT with PVR and PVRL2 inhibits human NK cell cytotoxicity , 2009, Proceedings of the National Academy of Sciences.

[56]  Sandra R. Waxman,et al.  Weaving a Lexicon , 2004 .

[57]  Douglass Price-Williams,et al.  Skill and conservation: A study of pottery-making children. , 1969 .

[58]  J J McArdle,et al.  Latent growth curves within developmental structural equation models. , 1987, Child development.

[59]  Emma Flynn A microgenetic investigation of stability and continuity in theory of mind development , 2006 .

[60]  A. Opstal Dynamic Patterns: The Self-Organization of Brain and Behavior , 1995 .

[61]  S. R. Robinson,et al.  Fundamental motor patterns of the mammalian fetus. , 1992, Journal of neurobiology.

[62]  B. J. Anderson,et al.  A Computational Analysis of Conservation , 2000 .

[63]  Michael Siegal,et al.  Representing Inner Worlds: Theory of Mind in Autistic, Deaf, and Normal Hearing Children , 1999 .

[64]  R. Siegler Three aspects of cognitive development , 1976, Cognitive Psychology.

[65]  John H. Flavell,et al.  Stage-related properties of cognitive development , 1971 .

[66]  S. R. Robinson,et al.  Development of interlimb movement synchrony in the rat fetus. , 2004, Behavioral neuroscience.

[67]  P. Baltes,et al.  Life-span Developmental Psychology: Introduction To Research Methods , 1977 .

[68]  Bob McMurray,et al.  Defusing the Childhood Vocabulary Explosion , 2007, Science.

[69]  Peter C M Molenaar,et al.  Modeling developmental transitions in adaptive resonance theory. , 2004, Developmental science.

[70]  Statistical models for geometric components of shape change , 1990 .

[71]  G. Müller,et al.  Embryonic motility: environmental influences and evolutionary innovation , 2003, Evolution & development.

[72]  Linda M Collins,et al.  The effect of the timing and spacing of observations in longitudinal studies of tobacco and other drug use: temporal design considerations. , 2002, Drug and alcohol dependence.

[73]  J. Piaget The construction of reality in the child , 1954 .

[74]  R. Stickgold Sleep-dependent memory consolidation , 2005, Nature.

[75]  P J Beek,et al.  Evidence for a phase transition in the early development of prehension. , 1998, Developmental psychobiology.

[76]  R. Siegler Emerging Minds: The Process of Change in Children's Thinking , 1996 .

[77]  G. Lintern Dynamic patterns: The self-organization of brain and behavior , 1997, Complex..

[78]  M. Lampl,et al.  Is growth saltatory? The usefulness and limitations of frequency distributions in analyzing pulsatile data. , 1996, Endocrinology.

[79]  Steven M Boker,et al.  A Method for Modeling the Intrinsic Dynamics of Intraindividual Variability: Recovering the Parameters of Simulated Oscillators in Multi-Wave Panel Data , 2002, Multivariate behavioral research.

[80]  Jeffrey L. Elman,et al.  Development: it's about time , 2003 .

[81]  Beatrix Vereijken,et al.  What changes in infant walking and why. , 2003, Child development.

[82]  E. Thelen,et al.  Learning to walk: ecological demands and phylogenetics constraints , 1984 .

[83]  Charles Darwin,et al.  A biographical sketch of an infant , 1971, Annals of neurosciences.

[84]  S Pinker,et al.  Overregularization in language acquisition. , 1992, Monographs of the Society for Research in Child Development.

[85]  M. Kendall,et al.  The Logic of Scientific Discovery. , 1959 .

[86]  M. Appelbaum,et al.  Estimating Individual Developmental Functions: Methods and Their Assumptions , 1991 .

[87]  A. Majnemer,et al.  Influence of supine sleep positioning on early motor milestone acquisition , 2005, Developmental medicine and child neurology.

[88]  P. Gingerich Rates of evolution on the time scale of the evolutionary process , 2004, Genetica.

[89]  N. Granott,et al.  Microdevelopment: Transition Processes in Development and Learning , 2009 .

[90]  K. Fischer,et al.  Stages and Individual Differences in Cognitive Development , 1985 .

[91]  R. Held,et al.  Stereoacuity of human infants. , 1980, Proceedings of the National Academy of Sciences of the United States of America.

[92]  Philip H. Crowley,et al.  RESAMPLING METHODS FOR COMPUTATION-INTENSIVE DATA ANALYSIS IN ECOLOGY AND EVOLUTION , 1992 .

[93]  E Thelen,et al.  Training infant treadmill stepping: the role of individual pattern stability. , 1997, Developmental psychobiology.

[94]  M. Lampl,et al.  Mixed distribution analysis identifies saltation and stasis growth , 2001, Annals of human biology.

[95]  M. Loreau,et al.  On testing temporal niche differentiation in carabid beetles , 1989, Oecologia.

[96]  I. Sigel,et al.  HANDBOOK OF CHILD PSYCHOLOGY , 2006 .

[97]  E. Thelen,et al.  Hidden skills: a dynamic systems analysis of treadmill stepping during the first year. , 1991, Monographs of the Society for Research in Child Development.