A

ManyBabies 3: A Multi‐Lab Study of Infant Algebraic Rule Learning

Developmental Science, vol. 29, pp. e70259

Abstract

The ability to learn and apply rules lies at the heart of cognition. In a seminal study, Marcus et al. (1999) reported that 7-month-old infants learned abstract rules over syllable sequences and were able to generalize those rules to novel syllable sequences. Dozens of studies have since replicated that finding and extended it using different rules, modalities, stimuli, participants (human adults and non-human animals) and experimental procedures. Yet questions remain about the generalizability of the core findings in Marcus et al., and sources of variation across these findings. In the current study, we address this issue by testing 839 infants (650 after exclusions) of a wide age range (5;0-12;0 months) in a multi-laboratory (30 laboratories, [31 samples]) conceptual replication of the Marcus et al. study. This study and the analysis plan were submitted as a registered report. A mixed-model analysis of the looking times at consistent versus inconsistent test trials indicated no significant effect. The current study therefore finds no evidence for rule-learning; to the contrary, a Bayesian analysis of the data indicated strong evidence for a null effect. This was similarly the case for the moderating factors that were part of the design: mono- versus multilingualism, age, and experimental paradigm; none of these factors showed significant effects. Robustness analyses indicated that the results were not different in the case of different choices in the (pre-)processing of the data. A follow-up analysis for single labs indicated that there was no evidence of rule-learning in 30 of the 31 contributed samples. The current finding raises fundamental issues about rule-learning that are presented in the Discussion section.

Authors 84

  1. University of Amsterdam

    Affiliation as printed

    Department of Psychology University of Amsterdam Amsterdam the Netherlands

  2. Leiden University

    Affiliation as printed

    Leiden University Centre for Linguistics Leiden University Leiden the Netherlands

  3. Stanford University

    Affiliation as printed

    Department of Psychology Stanford University Stanford California USA

  4. University of York · Cardiff University

    Affiliation as printed

    Psychology Department University of York York UK

    School of Psychology Cardiff University Cardiff UK

  5. Pennsylvania State University

    Affiliation as printed

    Department of Psychology Pennsylvania State University University Park Pennsylvania USA

  6. Princeton University · University of California San Diego

    Affiliation as printed

    Department of Cognitive Science University of California San Diego La Jolla California USA

    Department of Psychology Princeton University Princeton New Jersey USA

  7. University of Warwick

    Affiliation as printed

    Department of Psychology University of Warwick Coventry UK

  8. Concordia University

    Affiliation as printed

    Department of Psychology Concordia University Montréal Canada

  9. University of East Anglia

    Affiliation as printed

    School of Psychology University of East Anglia Norwich UK

  10. New York University

    Affiliation as printed

    Department of Communicative Sciences and Disorders New York University New York USA

  11. University of Warwick

    Affiliation as printed

    Department of Psychology University of Warwick Coventry UK

  12. University of Newcastle Australia

    Affiliation as printed

    School of Psychological Sciences University of Newcastle Newcastle Australia

  13. Università di Camerino · University of Padua

    Affiliation as printed

    Center for Neuroscience, School of Advanced Studies University of Camerino Camerino Italy

    Department of Developmental and Social Psychology University of Padua Padua Italy

  14. Stanford University

    Affiliation as printed

    Department of Psychology Stanford University Stanford California USA

  15. Max Planck Institute for Psycholinguistics · Hochschule Osnabrück

    Affiliation as printed

    Max Planck Institute for Psycholinguistics Nijmegen the Netherlands

    Osnabrück University of Applied Sciences Osnabrück Germany

  16. University of Milano-Bicocca

    Affiliation as printed

    Department of Psychology University of Milano‐Bicocca Milan Italy

  17. University of British Columbia

    Affiliation as printed

    School of Audiology and Speech Sciences University of British Columbia British Columbia Canada

  18. University of Milano-Bicocca

    Affiliation as printed

    Department of Psychology University of Milano‐Bicocca Milan Italy

  19. Concordia University

    Affiliation as printed

    Department of Psychology Concordia University Montréal Canada

  20. Université Libre de Bruxelles

    Affiliation as printed

    Center for Research in Cognition & Neurosciences (CRCN) Université Libre de Bruxelles Brussels Belgium

  21. New York University

    Affiliation as printed

    Department of Communicative Sciences and Disorders New York University New York USA

  22. Arizona State University

    Affiliation as printed

    School of Social and Behavioral Sciences Arizona State University Phoenix Arizona USA

  23. University of Amsterdam

    Affiliation as printed

    Department of Psychology University of Amsterdam Amsterdam the Netherlands

  24. Lancaster University

    Affiliation as printed

    Department of Psychology Lancaster University Lancaster UK

  25. Czech Academy of Sciences · Charles University · Czech Academy of Sciences, Institute of Psychology

    Affiliation as printed

    Faculty of Arts Charles University Prague Czechia

    Institute of Psychology Czech Academy of Sciences Prague Czechia

  26. University of Padua

    Affiliation as printed

    Department of Psychology University of Padua Padua Italy

  27. University of Nevada, Las Vegas

    Affiliation as printed

    Department of Psychology University of Nevada Las Vegas Las Vegas Nevada USA

  28. Stockholm University

    Affiliation as printed

    Department of Linguistics Stockholm University Stockholm Sweden

  29. Macquarie University

    Affiliation as printed

    Lifespan Health & Wellbeing Research Centre, School of Psychological Sciences, Faculty of Medicine, Health and Human Sciences Macquarie University Sydney Australia

  30. Ruhr University Bochum

    Affiliation as printed

    Faculty of Psychology Ruhr University Bochum Bochum Germany

  31. Durham University

    Affiliation as printed

    Department of Psychology Durham University Durham UK

  32. University of Trento

    Affiliation as printed

    Department of Psychology and Cognitive Science University of Trento Trento Italy

  33. University of Catania

    Affiliation as printed

    Department of Educational Sciences University of Catania Catania Italy

  34. Centre National de la Recherche Scientifique · University of Padua

    Affiliation as printed

    CNRS Paris France

    Department of Developmental and Social Psychology University of Padua Padua Italy

  35. Oxford Brookes University

    Affiliation as printed

    Centre for Psychological Research Oxford Brookes University Oxford UK

  36. University of Oslo

    Affiliation as printed

    Centre for Research on Equality in Education University of Oslo Oslo Norway

  37. University of Nevada, Las Vegas

    Affiliation as printed

    Department of Psychology University of Nevada Las Vegas Las Vegas Nevada USA

  38. University of Haifa

    Affiliation as printed

    Institute of Information Processing and Decision Making University of Haifa Haifa Israel

    School of Psychological Sciences University of Haifa Haifa Israel

    The Center for the Study of Child Development University of Haifa Haifa Israel

  39. Tel Aviv University

    Affiliation as printed

    Sagol School of Neuroscience Tel Aviv University Tel Aviv Israel

    School of Psychological Sciences Tel Aviv University Tel Aviv Israel

  40. University of California, Los Angeles

    Affiliation as printed

    Department of Psychology University of California Los Angeles California USA

  41. University of Wrocław

    Affiliation as printed

    Institute of Psychology University of Wrocław Wrocław Poland

  42. University of Oslo

    Affiliation as printed

    Department of Linguistics and Scandinavian Studies University of Oslo Oslo Norway

  43. Massachusetts Institute of Technology

    Affiliation as printed

    Children Helping Science Cambridge Massachusetts USA

    Department of Brain & Cognitive Sciences Massachusetts Institute of Technology Cambridge Massachusetts USA

  44. University of Oslo

    Affiliation as printed

    Department of Psychology University of Oslo Oslo Norway

  45. Rice University

    Affiliation as printed

    Department of BioSciences Rice University Houston Texas USA

  46. Oxford Brookes University

    Affiliation as printed

    Centre for Psychological Research Oxford Brookes University Oxford UK

  47. Arizona State University

    Affiliation as printed

    School of Social and Behavioral Sciences Arizona State University Phoenix Arizona USA

  48. Czech Academy of Sciences · Czech Academy of Sciences, Institute of Psychology

    Affiliation as printed

    Institute of Psychology Czech Academy of Sciences Prague Czechia

  49. Czech Academy of Sciences · Charles University · Czech Academy of Sciences, Institute of Psychology

    Affiliation as printed

    Faculty of Arts Charles University Prague Czechia

    Institute of Psychology Czech Academy of Sciences Prague Czechia

  50. University of Nevada, Las Vegas

    Affiliation as printed

    Department of Psychology University of Nevada Las Vegas Las Vegas Nevada USA

  51. Princeton University

    Affiliation as printed

    Department of Psychology Princeton University Princeton New Jersey USA

  52. University of Ottawa

    Affiliation as printed

    Department of Linguistics University of Ottawa Ottawa Canada

  53. Tel Aviv University

    Affiliation as printed

    School of Psychological Sciences Tel Aviv University Tel Aviv Israel

  54. Stockholm University

    Affiliation as printed

    Department of Linguistics Stockholm University Stockholm Sweden

  55. University of Oslo

    Affiliation as printed

    Department of Psychology University of Oslo Oslo Norway

  56. University of Wrocław · University of Oxford

    Affiliation as printed

    IDN Being Human, Institute of Psychology University of Wroclaw Wroclaw Poland

    School of Anthropology & Museum Ethnography University of Oxford Oxford UK

  57. University of Auckland

    Affiliation as printed

    Centre for Brain Research University of Auckland Auckland New Zealand

    School of Psychology University of Auckland Auckland New Zealand

  58. University of Vienna

    Affiliation as printed

    Department of Linguistics University of Vienna Vienna Austria

  59. Royal Holloway University of London

    Affiliation as printed

    Department of Psychology, Royal Holloway University of London Egham UK

  60. University of Newcastle Australia

    Affiliation as printed

    School of Psychological Sciences University of Newcastle Newcastle Australia

  61. University of Amsterdam

    Affiliation as printed

    Department of Psychology University of Amsterdam Amsterdam the Netherlands

  62. University of Oslo

    Affiliation as printed

    Department of Psychology University of Oslo Oslo Norway

  63. Stockholm University

    Affiliation as printed

    Department of Linguistics Stockholm University Stockholm Sweden

    Department of Special Education Stockholm University Stockholm Sweden

  64. Royal Holloway University of London

    Affiliation as printed

    Department of Psychology, Royal Holloway University of London Egham UK

  65. University of Amsterdam

    Affiliation as printed

    Department of Psychology University of Amsterdam Amsterdam the Netherlands

  66. Université du Québec à Trois-Rivières

    Affiliation as printed

    Département de Psychologie Université du Québec à Trois‐Rivières Trois‐Rivières Canada

  67. University of Wrocław

    Affiliation as printed

    Institute of Psychology University of Wrocław Wrocław Poland

  68. University of Haifa

    Affiliation as printed

    School of Psychological Sciences University of Haifa Haifa Israel

  69. University of Vienna

    Affiliation as printed

    Department of Linguistics University of Vienna Vienna Austria

  70. Stanford University

    Affiliation as printed

    Department of Psychology Stanford University Stanford California USA

  71. University of Padua

    Affiliation as printed

    Department of Developmental and Social Psychology University of Padua Padua Italy

  72. University of Manitoba

    Affiliation as printed

    Department of Psychology University of Manitoba Winnipeg Canada

  73. University of Zurich

    Affiliation as printed

    Department of Psychology University of Zurich Zurich Switzerland

    Jacobs Center for Productive Youth Development University of Zurich Zurich Switzerland

  74. University of Zurich

    Affiliation as printed

    Department of Psychology University of Zurich Zurich Switzerland

  75. Lancaster University

    Affiliation as printed

    Department of Psychology Lancaster University Lancaster UK

  76. University of Vienna

    Affiliation as printed

    Department of Linguistics University of Vienna Vienna Austria

  77. University of Amsterdam

    Affiliation as printed

    Institute for Logic, Language, and Computation University of Amsterdam Amsterdam Netherlands

  78. University of Amsterdam

    Affiliation as printed

    Department of Psychology University of Amsterdam Amsterdam the Netherlands

  79. University of Ottawa

    Affiliation as printed

    Department of Linguistics University of Ottawa Ottawa Canada

    School of Psychology University of Ottawa Ottawa Canada

  80. University of East Anglia

    Affiliation as printed

    School of Psychology University of East Anglia Norwich UK

  81. University of Trento

    Affiliation as printed

    Department of Psychology and Cognitive Science University of Trento Trento Italy

  82. University of Manitoba

    Affiliation as printed

    Department of Pediatrics and Child Health University of Manitoba Winnipeg Canada

  83. University of Manitoba

    Affiliation as printed

    Department of Psychology University of Manitoba Winnipeg Canada

  84. Leiden University

    Affiliation as printed

    Leiden Institute for Brain and Cognition Leiden the Netherlands

    Leiden University Centre for Linguistics Leiden University Leiden the Netherlands

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References 64