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Updated: Sep 26, 2025

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Eye-tracking to Distinguish Comprehension-based and Oculomotor-based Regressive Eye Movements During Reading
Published on: October 18, 2018
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From eye movements to scanpath networks: A method for studying individual differences in expository text reading
Xiaochuan Ma1, Yikang Liu2, Roy Clariana3
1Department of Psychology, The Pennsylvania State University, Moore Building, University Park, PA, 16802, USA.
Behavior Research Methods
|April 21, 2022
Summary
Network science reveals distinct eye movement patterns in skilled versus less skilled readers. This approach offers new insights into reading comprehension efficiency by analyzing visual scanpaths during science text processing.
Area of Science:
- Cognitive Science
- Network Science
- Reading Comprehension Research
Background:
- Eye movements have been studied for over 30 years as indicators of attention and comprehension during reading.
- Eye-movement measurements are recognized as reliable indicators of reading comprehension skill.
- Few studies have applied network science methodologies to analyze eye-movement patterns.
Purpose of the Study:
- To introduce a novel approach for analyzing eye-movement data using network science.
- To construct scanpath networks from visual scanpaths during science text reading.
- To investigate differences in network properties between high and low ability readers.
Main Methods:
- Recording visual scanpaths of participants reading expository science text.
- Constructing scanpath networks to represent readers' text processing.
- Analyzing network metrics such as density, centrality, small-worldness, transitivity, and global efficiency.
Main Results:
- Scanpath networks of low and high ability readers exhibited distinct properties.
- Network metrics differed significantly between skilled and less skilled readers.
- These patterns provide a novel visualization of efficient information processing in skilled readers.
Conclusions:
- Network science offers a new lens for understanding reading comprehension.
- Skilled readers demonstrate more efficient information processing, as evidenced by distinct scanpath network properties.
- This methodology has implications for current theories of reading comprehension and cognitive processing.

