Evaluation using artificial intelligence shows post pandemic differences in oral reading fluency between Brazilian
Thiago Wendt Viola1, Mônica Timm de Carvalho2, Rita Carolina Pozzer Krumenauer Padoin2
1Graduate Program in Medicine and Health Sciences, School of Medicine, Pontifical Catholic University of Rio Grande Do Sul (PUCRS), Avenida Ipiranga 6690-Building 12, Room 804.1, Porto Alegre, RS, Brazil. thiago.wendt@pucrs.br.
Scientific Reports
|August 17, 2025
Summary
Private schools show better oral reading fluency than public schools in early elementary grades. This academic achievement gap in reading skills emerges post-pandemic, impacting students from 2nd to 5th grade.
Area of Science:
- Education
- Linguistics
- Psychology
Background:
- Academic achievement disparities between private and public schools are a persistent area of study.
- The COVID-19 pandemic has potentially exacerbated existing educational inequalities.
- Oral reading fluency is a critical indicator of early academic success.
Purpose of the Study:
- To compare oral reading fluency in elementary students between private and public schools in the post-pandemic era.
- To identify specific metrics of reading fluency where differences may exist.
- To investigate the grade-level at which these differences become apparent.
Main Methods:
- 1296 students (2nd-5th grade) from Brazilian cities participated.
- Oral reading audio files were analyzed using an AI Universal Language Model (Azure SST).
- Key metrics analyzed: words read correctly per minute (WRCM), percentage of correct words (PCW), consecutive correct words (CCW), and silence between sentences (SBS).
- Statistical analysis employed linear mixed models and pairwise comparisons.
Main Results:
- Private school students demonstrated higher WRCM in 4th grade and higher PCW in 3rd grade compared to public school students.
- Private schools showed 4th graders achieving 5th-grade WRCM levels, a trend not observed in public schools.
- No significant differences were found in CCW or SBS between school types.
Conclusions:
- Reading fluency differences between private and public schools emerge early in elementary education.
- These disparities in oral reading skills may be influenced by the post-pandemic educational landscape.
- Targeted interventions may be necessary to address reading fluency gaps in public school settings.
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