Tracking individual auditory attention during learning via EEG-based neural envelope tracking

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Abstract

Attention is essential for classroom learning, yet measuring it during learning remains challenging. Traditional behavioural measures are often subjective and lack the precision needed to capture moment-to-moment shifts between on-topic and off-topic attention. This study explores the potential of EEG (Electroencephalography)-based neural envelope tracking (NET) as an indicator of external on-topic auditory attention to the teacher’s voice. Unlike more traditional EEG-measures of attention, NET considers where attention is directed to by correlating the teacher’s voice with the EEG-decoded stimulus. EEG data were collected while participants (n = 30) watched a video lecture on neuromyths that included attention manipulations (e.g., distraction, enhancement). Participants also provided self-reported attention ratings and completed a performance test on its content. The results indicated that NET was sensitive to decreases in external on-topic attention during distractions, supporting the potential of NET as an indicator of external on-topic auditory attention during learning.

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