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Modeling items for text comprehension assessment using confirmatory factor analysis.

Monika Tschense1,2,3, Sebastian Wallot1,2

  • 1Department of Language and Literature, Max Planck Institute for Empirical Aesthetics, Frankfurt, Germany.

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|November 7, 2022
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Summary
This summary is machine-generated.

Text comprehension is multi-dimensional, not uni-dimensional. This study used confirmatory factor analysis (CFA) to show that reading comprehension involves distinct representational levels, guiding better measurement in future reading research.

Keywords:
comprehension assessmentdiscourse representationmental modelreadingreading comprehensiontext comprehension

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Area of Science:

  • Cognitive Psychology
  • Educational Psychology
  • Psycholinguistics

Background:

  • Reading comprehension is a complex cognitive process crucial for understanding written text.
  • Existing models often assume distinct processing levels but lack empirical validation in comprehension assessment.
  • Current reading research frequently treats comprehension as a uni-dimensional construct, potentially oversimplifying the process.

Purpose of the Study:

  • To investigate text comprehension as either a uni-dimensional or multi-dimensional construct using confirmatory factor analysis (CFA).
  • To evaluate the efficacy of traditional one-shot assessment items in capturing the multifaceted nature of reading comprehension.
  • To provide empirical evidence for distinct representational levels in text comprehension.

Main Methods:

  • 400 participants read one of three short stories.
  • Comprehension was assessed using 16 wh-questions (micro/inference) and 60 yes/no statements (micro/inference), alongside 16 main content extractions from summaries (macro-level).
  • Confirmatory factor analysis (CFA) was employed to compare a one-dimensional model against a three-dimensional model (micro, inference, macro levels).

Main Results:

  • A significant fraction of the compiled assessment items exhibited unsatisfactory psychometric properties.
  • The three-factor model, representing distinct representational levels, consistently demonstrated a better fit than the uni-factor model.
  • This provides strong evidence that text comprehension is a multi-dimensional construct.

Conclusions:

  • Text comprehension is best conceptualized as a multi-dimensional construct, encompassing at least micro, inference, and macro-level representations.
  • Traditional one-shot assessment items may not adequately capture the complexity of reading comprehension.
  • The findings offer guidance for developing more robust and nuanced measures of reading comprehension in research.