Abstract
Observational approaches may limit researchers' ability to comprehensively capture preschool classroom conversations, including the use of wh-words. In the current proof-of-concept study, we present descriptive results using an automated speech recognition (ASR) system coupled with location sensors to quantify teachers' wh-words by preschool teachers in the literacy activity areas of a preschool classroom. Data from two children, one is 5.3 years old with attention-deficit/hyperactivity disorder (ADHD), and another is 5 years old without identified disabilities, along with teachers, were analyzed. We found that the ASR system is a viable solution for automatically quantifying the number of adult wh-words during interactions in preschool classrooms at different time points and locations. This paper reports how an ASR model, coupled with location sensors, quantifies the frequency of wh-words between two-time points and between a child with ADHD and a typically developing child. The results provide a proof of concept that an ASR model, including acoustic and language models, can automate the detection of wh-words in preschool teachers’ classroom speech. However, further research with larger and more diverse samples is required to explore the cost and time implications of scaling up across a variety of settings and populations to inform efficient classwide and individualized data-driven instructional practices.
| Original language | English |
|---|---|
| Pages (from-to) | 168-177 |
| Number of pages | 10 |
| Journal | Early Childhood Research Quarterly |
| Volume | 66 |
| DOIs | |
| State | Published - Jan 1 2024 |
Bibliographical note
Publisher Copyright:© 2023
Funding
Funding: The research reported here was supported by the National Science Foundation (NSF) under Grant Awards #1918032, #1918012.
| Funders | Funder number |
|---|---|
| National Science Foundation Arctic Social Science Program | 1918012, 1918032 |
Keywords
- Automated speech recognition (ASR)
- Preschool classrooms
- Ubisense
- Wh-words
ASJC Scopus subject areas
- Education
- Developmental and Educational Psychology
- Sociology and Political Science