Teacher Talk: Assessing the Promise of Teacher Emotional Tone as a Classroom Measure

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Bibliographic Details
Title: Teacher Talk: Assessing the Promise of Teacher Emotional Tone as a Classroom Measure
Language: English
Authors: María Reina Santiago-Rosario (ORCID 0000-0003-4317-3414), Asha Yadav, Kent McIntosh (ORCID 0000-0002-7765-2993)
Source: Journal of Positive Behavior Interventions. 2025 27(4):225-235.
Availability: SAGE Publications and Hammill Institute on Disabilities. 2455 Teller Road, Thousand Oaks, CA 91320. Tel: 800-818-7243; Tel: 805-499-9774; Fax: 800-583-2665; e-mail: journals@sagepub.com; Web site: https://sagepub.com
Peer Reviewed: Y
Page Count: 11
Publication Date: 2025
Sponsoring Agency: Institute of Education Sciences (ED)
Contract Number: R324A170034
R305A230399
Document Type: Journal Articles
Reports - Research
Education Level: Elementary Education
Descriptors: Classroom Communication, Teacher Student Relationship, Speech, Psychological Patterns, Grade Level Differences, Teaching Experience, Time, Discipline, Elementary School Teachers, Faculty Development
DOI: 10.1177/10983007251335637
ISSN: 1098-3007
1538-4772
Abstract: Assessing teacher-student interactions in the classroom is critical, but most research has relied on short observation periods due to the infeasibility of longer sessions. Our U.S. study assessed and quantified the emotional tone (i.e., teacher sentiment) of classroom teachers' language patterns throughout the school day using transcriptions of 149 full-day videos to understand the consistency of findings with prior research, relations to discipline referrals, and sensitivity to professional development (PD). Using natural language processing, we found emotional tone varied by grade levels taught and time of day. Teachers of younger grades used more positive language, and more positive language was used at the start of the school day for all grade levels. We also found teacher emotional tone was significantly related to their overall use of discipline referrals. Furthermore, emotional tone detected effects of a professional learning equity-focused intervention. Across conditions, more positive emotional tone was associated with fewer discipline referrals throughout the year. However, teachers in the intervention group demonstrated even more positive emotional tone and lower use of discipline referrals. The results are discussed in terms of classroom observations technology and strategies to improve student outcomes.
Abstractor: As Provided
IES Funded: Yes
Entry Date: 2025
Accession Number: EJ1483540
Database: ERIC
Description
Abstract:Assessing teacher-student interactions in the classroom is critical, but most research has relied on short observation periods due to the infeasibility of longer sessions. Our U.S. study assessed and quantified the emotional tone (i.e., teacher sentiment) of classroom teachers' language patterns throughout the school day using transcriptions of 149 full-day videos to understand the consistency of findings with prior research, relations to discipline referrals, and sensitivity to professional development (PD). Using natural language processing, we found emotional tone varied by grade levels taught and time of day. Teachers of younger grades used more positive language, and more positive language was used at the start of the school day for all grade levels. We also found teacher emotional tone was significantly related to their overall use of discipline referrals. Furthermore, emotional tone detected effects of a professional learning equity-focused intervention. Across conditions, more positive emotional tone was associated with fewer discipline referrals throughout the year. However, teachers in the intervention group demonstrated even more positive emotional tone and lower use of discipline referrals. The results are discussed in terms of classroom observations technology and strategies to improve student outcomes.
ISSN:1098-3007
1538-4772
DOI:10.1177/10983007251335637