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.
AustinS. C.McintoshK.GirvanE. J. (2024). National patterns of vulnerable decision points in school discipline. Journal of School Psychology, 102, 101259. https://doi.org/10.1016/j.jsp.2023.101259
2.
AustinS. C.McIntoshK.SmolkowskiK.Santiago-RosarioM. R.ArbuckleS. L.BarneyN. E. (2024). Examining differential effects of an equity-focused schoolwide positive behavioral interventions and supports approach on teachers’ equity in school discipline. Journal of School Psychology, 104, 101284. https://doi.org/10.1016/j.jsp.2024.101284
3.
BokhoveC.SimsS. (2021). Demonstrating the potential of text mining for analyzing school inspection reports: A sentiment analysis of 17,000 Ofsted documents. International Journal of Research & Method in Education, 44(4), 433–445. https://doi.org/10.1080/1743727X.2020.1819228
4.
BoydR. L.AshokkumarA.SerajS.PennebakerJ. W. (2022). The development and psychometric properties of LIWC-22. https://www.liwc.app
5.
BoydR. L.SchwartzH. A. (2021). Natural language analysis and the psychology of verbal behavior: The past, present, and future states of the field. Journal of Language and Social Psychology, 40(1), 21–41. https://doi.org/10.1177/0261927x20967028
CarsonR. L.WeissH. M.TemplinT. J. (2010). Ecological momentary assessment: A research method for studying the daily lives of teachers. International Journal of Research & Method in Education, 33(2), 165–182. https://doi.org/10.1080/1743727X.2010.484548
8.
ChangM.-L. (2013). Toward a theoretical model to understand teacher emotions and teacher burnout in the context of student misbehavior: Appraisal, regulation and coping. Motivation and Emotion, 37(4), 799–817. https://doi.org/10.1007/s11031-012-9335-0
de RuiterJ. A.PoorthuisA. M. G.AldrupK.KoomenH. M. Y. (2020). Teachers’ emotional experiences in response to daily events with individual students varying in perceived past disruptive behavior. Journal of School Psychology, 82, 85–102. https://doi.org/10.1016/j.jsp.2020.08.005
11.
EddyC. L.HuangF. L.CohenD. R.BakerK. M.EdwardsK. D.HermanK. C.ReinkeW. M. (2020). Does teacher emotional exhaustion and efficacy predict student discipline sanctions?School Psychology Review, 49, 239–255. https://doi.org/10.1080/2372966X.2020.1733340
12.
FazioR. H.Towles-SchwenT. (1999). The MODE model of attitude-behavior processes. In ChaikenS.TropeY. (Eds.), Dual-process theories in social psychology (pp. 97–116). The Guilford Press.
13.
FloressM. T.JenkinsL. N.CaldwellS.HamptonK. (2024). Teacher stress and self-efficacy relative to managing student behavior. Contemporary School Psychology, 28(2), 257–269. https://doi.org/10.1007/s40688-022-00439-z
14.
FredricksonB. L. (2013). Positive emotions broaden and build. In DevineP.PlantA. (Eds.), Advances in experimental social psychology (Vol. 47, pp. 1–53). Academic Press. https://doi.org/10.1016/B978-0-12-407236-7.00001-2
15.
FrenzelA. C.DanielsL.BurićI. (2021). Teacher emotions in the classroom and their implications for students. Educational Psychologist, 56(4), 250–264. https://doi.org/10.1080/00461520.2021.1985501
16.
FrenzelA. C.PekrunR.GoetzT.DanielsL. M.DurksenT. L.Becker-KurzB.KlassenR. M. (2016). Measuring teachers’ enjoyment, anger, and anxiety: The Teacher Emotions Scales (TES). Contemporary Educational Psychology, 46, 148–163. https://doi.org/10.1016/j.cedpsych.2016.05.003
17.
GilmourA. F.SandilosL. E.PilnyW. V.SchwartzS.WehbyJ. H. (2021). Teaching students with emotional/behavioral disorders: Teachers’ burnout profiles and classroom management. Journal of Emotional and Behavioral Disorders, 30(1), 16–28. https://doi.org/10.1177/10634266211020258
18.
GionC.McIntoshK.FalconS. (2022). Effects of a multifaceted classroom intervention on racial disproportionality [Article]. School Psychology Review, 51(1), 67–83. https://doi.org/10.1080/2372966X.2020.1788906
19.
GirvanE. J. (2016). Wise restraints? Learning legal rules, not standards, reduces the effects of stereotypes in legal decision-making. Psychology, Public Policy, and Law, 22, 31–45. https://doi.org/10.1037/law0000068
20.
GrandeyA. A. (2003). When “the show must go on”: Surface acting and deep acting as determinants of emotional exhaustion and peer-rated service delivery. Academy of Management Journal, 46(1), 86–96. https://doi.org/10.2307/30040678
21.
HermanK. C.SebastianJ.ReinkeW. M.HuangF. L. (2021). Individual and school predictors of teacher stress, coping, and wellness during the COVID-19 pandemic. School Psychology, 36(6), 483–493. https://doi.org/10.1037/spq0000456
22.
HornerC. G.BrownE. L.MehtaS.ScanlonC. L. (2020). Feeling and acting like a teacher: Reconceptualizing teachers’ emotional labor. Teachers College Record, 122(5), 1–36. https://doi.org/10.1177/016146812012200502
23.
IrvinL. K.TobinT. J.SpragueJ. R.SugaiG.VincentC. G. (2004). Validity of office discipline referral measures as indices of school-wide behavioral status and effects of school-wide behavioral interventions. Journal of Positive Behavior Interventions, 6(3), 131–147. https://doi.org/10.1177/10983007040060030201
24.
JohnsonT. J.HickeyR. W.SwitzerG. E.MillerE.WingerD. G.NguyenM.SaladinoR. A.HausmannL. R. (2016). The impact of cognitive stressors in the emergency department on physician implicit racial bias. Academic Emergency Medicine, 23(3), 297–305. https://doi.org/10.1111/acem.12901
25.
JustusJ.HottB. L.HeinigerS. (2023). Using self-monitoring to increase behavior specific praise in elementary classrooms. Behavior Analysis in Practice, 16(3), 885–891. https://doi.org/10.1007/s40617-023-00810-3
26.
KellerM. M.ChangM.-L.BeckerE. S.GoetzT.FrenzelA. C. (2014). Teachers’ emotional experiences and exhaustion as predictors of emotional labor in the classroom: An experience sampling study [Original Research]. Frontiers in Psychology, 5, Article 1442. https://doi.org/10.3389/fpsyg.2014.01442
27.
KellyA.Barnes-HolmesD. (2013). Implicit attitudes towards children with autism versus normally developing children as predictors of professional burnout and psychopathology. Research in Developmental Disabilities, 34(1), 17–28. https://doi.org/10.1016/j.ridd.2012.07.018
28.
KhooC. S.JohnkhanS. B. (2018). Lexicon-based sentiment analysis: Comparative evaluation of six sentiment lexicons. Journal of Information Science, 44(4), 491–511. https://doi.org/10.1177/0165551517703514
29.
KlusmannU.AldrupK.RoloffJ.LüdtkeO.HamreB. K. (2022). Does instructional quality mediate the link between teachers’ emotional exhaustion and student outcomes? A large-scale study using teacher and student reports. Journal of Educational Psychology, 114(6), 1442–1460. https://doi.org/10.1037/edu0000703
30.
KouchakiM.SmithI. H. (2014). The morning morality effect: The influence of time of day on unethical behavior. Psychological Science, 25, 95–102. https://doi.org/10.1177/0956797613498099
31.
LacoeJ.SteinbergM. P. (2019). Do suspensions affect student outcomes?Educational Evaluation and Policy Analysis, 41(1), 34–62. https://doi.org/10.3102/0162373718794897
LiuJ.PennerE. K.GaoW. (2023). Troublemakers? The role of frequent teacher referrers in expanding racial disciplinary disproportionalities. Educational Researcher, 52(8), 469–481. https://doi.org/10.3102/0013189X231179649
34.
LosenD. J.HodsonC.MartinezT. E. (2015). Disturbing inequities: Exploring the relationship of discipline disparities for students with disabilities by race with gender with school outcomes. In LosenD. J. (Ed.), Closing the school discipline gap: Equitable remedies for excessive exclusion (pp. 89–106). Teacher’s College Press.
35.
MarkowitzD. M.KittlemanA.GirvanE. J.Santiago-RosarioM. R.McintoshK. (2023). Taking note of our biases: How language patterns reveal bias underlying the use of office discipline referrals in exclusionary discipline. Educational Researcher, 52(9), 525–534. https://doi.org/10.3102/0013189X231189444
36.
MayS. L.ArdW. I.ToddA. W.HornerR. H.GlasgowA.SugaiG.SpragueJ. R. (2018). School-wide information system (v6.0). www.pbisapps.org
37.
McIntoshK.GirvanE. J.Fairbanks FalconS.McDanielS. C.SmolkowskiK.BastableE.Santiago-RosarioM. R.IzzardS.AustinS. C.NeseR. N. T.BaldyT. S. (2021). Equity-focused PBIS approach reduces racial inequities in school discipline: A randomized controlled trial. School Psychology, 36(6), 433–444. https://doi.org/10.1037/spq0000466
38.
McIntoshK.GirvanE. J.HornerR. H.SmolkowskiK. (2014). Education not incarceration: A conceptual model for reducing racial and ethnic disproportionality in school discipline. Journal of Applied Research on Children: Informing Policy for Children at Risk, 5(2), 1–22. https://digitalcommons.library.tmc.edu/childrenatrisk/vol5/iss2/4
39.
NeseR. N. T.NeseJ. F. T.McCroskeyC.MengP.TriplettD.BastableE. (2021). Moving away from disproportionate exclusionary discipline: Developing and utilizing a continuum of preventative and instructional supports. Preventing School Failure: Alternative Education for Children and Youth, 65(4), 301–311. https://doi.org/10.1080/1045988X.2021.1937019
RambergJ.Brolin LåftmanS.ÅkerstedtT.ModinB. (2020). Teacher stress and students’ school well-being: The case of upper secondary schools in Stockholm. Scandinavian Journal of Educational Research, 64(6), 816–830. https://doi.org/10.1080/00313831.2019.1623308
42.
ReddyL. A.FabianoG. A.DudekC. M.HsuL. (2013). Instructional and behavior management practices implemented by elementary general education teachers. Journal of School Psychology, 51(6), 683–700. https://doi.org/10.1016/j.jsp.2013.10.001
43.
ReinkeW. M.HermanK. C.StormontM. (2013). Classroom-level positive behavior supports in schools implementing SW-PBIS: Identifying areas for enhancement. Journal of Positive Behavior Interventions, 15(1), 39–50. https://doi.org/10.1177/1098300712459079
44.
SantosC. L.RitaP.GuerreiroJ. (2018). Improving international attractiveness of higher education institutions based on text mining and sentiment analysis. International Journal of Educational Management, 32(3), 431–447. https://doi.org/10.1108/IJEM-01-2017-0027
SilverH. C.ZinsserK. M. (2020). The interplay among early childhood teachers’ social and emotional well-being, mental health consultation, and preschool expulsion. Early Education and Development, 31(7), 1133–1150. https://doi.org/10.1080/10409289.2020.1785267
48.
SmolkowskiK.GirvanE. J.McIntoshK.NeseR. N.HornerR. H. (2016). Vulnerable decision points for disproportionate office discipline referrals: Comparisons of discipline for African American and White elementary school students. Behavioral Disorders, 41(4), 178–195. https://doi.org/10.17988/bedi-41-04-178-195.1
49.
SnappS. D.DayJ. K.RussellS. T. (2022). School pushout: The role of supportive strategies versus punitive practices for LGBT youth of color. Journal of Adolescent Research, 32(4), 1470–1483. https://doi.org/10.1111/jora.12720
50.
SorensenL. C.BushwayS. D.GiffordE. J. (2022). Getting tough? The effects of discretionary principal discipline on student outcomes. Education Finance and Policy, 17(2), 255–284. https://doi.org/10.1162/edfp_a_00341
51.
SpiltJ. L.KoomenH. M. Y.ThijsJ. T. (2011). Teacher wellbeing: The importance of teacher–student relationships. Educational Psychology Review, 23(4), 457–477. https://doi.org/10.1007/s10648-011-9170-y
52.
StahnkeR.BlömekeS. (2021). Novice and expert teachers’ situation-specific skills regarding classroom management: What do they perceive, interpret and suggest?Teaching and Teacher Education, 98, 103243. https://doi.org/10.1016/j.tate.2020.103243
53.
SteinerE. D.DoanS.WooA.GittensA. D.LawrenceR. A.BerdieL.WolfeR. L.GreerL.SchwartzH. L. (2022). Restoring teacher and principal well-being is an essential step for rebuilding schools: Findings from the state of the American teacher and state of the American principal surveys. RAND Corporation. https://doi.org/10.7249/RRA1108-4
54.
SwansonE. H.EricksonH.RitterG. W. (2021). Examining the impacts of middle school disciplinary policies on ninth-grade retention. Educational Policy, 35(6), 1014–1041. https://doi.org/10.1177/0895904819843600
55.
TaxerJ. L.FrenzelA. C. (2015). Facets of teachers’ emotional lives: A quantitative investigation of teachers’ genuine, faked, and hidden emotions. Teaching and Teacher Education, 49, 78–88. https://doi.org/10.1016/j.tate.2015.03.003
WalkerL. A.BokenkampK.DevereauxT. S. (2022). Impact of school resource officer and/or security guard presence on Native American referrals and arrests in Montana’s schools. Affilia, 37(1), 62–78. https://doi.org/10.1177/0886109920985158
58.
WelchK.LehmannP. S.ChouhyC.ChiricosT. (2022). Cumulative racial and ethnic disparities along the school-to-prison pipeline. Journal of Research in Crime and Delinquency, 59(5), 574–626. https://doi.org/10.1177/00224278211070501
YeagerD. S.Purdie-VaughnsV.GarciaJ.ApfelN.BrzustoskiP.MasterA.HessertW. T.WilliamsM. E.CohenG. L. (2014). Breaking the cycle of mistrust: Wise interventions to provide critical feedback across the racial divide. Journal of Experimental Psychology: General, 143(2), 804–824. https://doi.org/10.1037/a0033906
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