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Updated: Jun 14, 2026
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Published on: April 19, 2017
Dual neural foundations of coding cognition: Language comprehension scaffolds initial learning before mathematical
Xin Huang1, Weipeng Yang2, Chee Kit Looi1
1Department of Curriculum and Instruction, The Education University of Hong Kong, Hong Kong SAR, China.
Neuroimage
|June 12, 2026
Summary
Programming engages brain networks similar to language and math. Early coding activates language areas, while later stages recruit executive functions for logical reasoning, revealing a dynamic neural basis for coding skills.
Area of Science:
- Cognitive Neuroscience
- Neuroscience of Programming
Background:
- The cognitive underpinnings of programming remain debated.
- Understanding the neural basis of programming is crucial for education and cognitive science.
Purpose of the Study:
- To investigate the neural mechanisms underlying programming in novice adults.
- To differentiate the cognitive functions engaged during programming tasks.
Main Methods:
- Functional near-infrared spectroscopy (fNIRS) was used to measure brain activity in 29 coding-naïve adults.
- Participants completed graphical coding, language comprehension, and mathematical tasks.
- Task-specific cognitive functions included linguistic parsing, logical-spatial operations, semantic/syntactic processing, visuospatial reasoning, and numerical cognition.
Main Results:
- Programming robustly engaged language regions (Wernicke's area, angular gyrus), similar to natural language comprehension.
- Programming also recruited mathematical cognition regions (right dorsolateral prefrontal cortex, parietal lobe, sensorimotor areas).
- Temporal analysis showed an early phase overlapping with language processing and a later phase engaging executive control networks.
Conclusions:
- Programming has a temporally dynamic neural foundation.
- The brain initially utilizes language systems for programming comprehension.
- Subsequently, mathematical and executive function networks are engaged for logical reasoning in coding.
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