Analyzing text-to-speech usage in math assessments: proficiency-specific implication and insights

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ABSTRACT This study examines three dimensions of Text-to-Speech (TTS) use – listening time, frequency, and sequence. Using response and log data from 28,090 students on a Grade 8 mathematics item from the 2017 National Assessment of Educational Progress, we estimated relationships between TTS use and accuracy with logistic regressions and Random Forest partial-dependence plots. TTS use was most common among lower-proficiency students. Among Below Basic students, listening to the problem statement was associated with higher accuracy, though benefits diminished beyond 25 seconds. Among Basic students, frequent toggling was negatively associated with accuracy, whereas among Proficient and Advanced students, no consistent relationship emerged. Overall, TTS appears to support access when used purposefully, while inefficient use may hinder performance. Although limited to one item and observational data, the findings suggest practical design and instructional strategies for promoting equitable access.

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  • International Journal of Education, Psychology and Counseling
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