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Updated: May 7, 2026

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Learning for the Long Run: Children Increasingly Prioritize Generalizable Knowledge in Tool Selection.

Caren M Walker1, Andreas Domberg2, Azzurra Ruggeri2,3,4

  • 1Department of Psychology, University of California, San Diego, California, USA.

Developmental Science
|May 6, 2026
PubMed
Summary
This summary is machine-generated.

Children adapt information search strategies based on learning environments. By age five, they prioritize tools for broader learning, with older children and adults increasingly favoring generalizable knowledge acquisition.

Keywords:
cognitive developmentdecision‐makingexplorationlearning goallearning strategy

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Area of Science:

  • Cognitive Development
  • Learning Sciences
  • Developmental Psychology

Background:

  • Children are adaptive learners, modifying information search strategies based on their environment.
  • Understanding how children prioritize information gain is crucial for educational strategies.

Purpose of the Study:

  • To investigate how the potential for future information gain influences children's information search strategies.
  • To determine if children's tool selection is driven by immediate utility or potential for broader learning.

Main Methods:

  • Two experiments involving 5-14-year-olds and adults assessed tool selection for information gathering.
  • Participants chose between tools offering local (sample-specific) versus global (population-level) information gain.
  • Experiment 2 contrasted global yield with tool versatility and set ratios.

Main Results:

  • Children consistently selected tools supporting global information gain, regardless of sample representativeness.
  • Both children and adults considered global yield, with this tendency increasing with age.
  • Younger children also factored in tool versatility, while older learners prioritized broader inference.

Conclusions:

  • Children's learning strategies involve balancing immediate usefulness with the potential for generalizable knowledge.
  • Developmental shifts in epistemic strategy use, rather than a single optimal approach, characterize information search.
  • Findings inform understanding of how learners develop strategies for acquiring generalizable knowledge.