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YouHue's design draws on research into social-emotional learning, emotional awareness and teacher-student relationships. Here is the research we built on, with its sources. Further down, kept separate, is what teachers tell us about YouHue itself.
A review of 40 controlled studies covering 33,737 students in grades 1 to 12 found that students in universal school-based social-emotional learning programmes showed modestly better academic achievement than students who did not take part, in test scores and grades, and in both literacy and maths.
Source: Ha, McCarthy, Strambler and Cipriano, "Disentangling the Effects of Social and Emotional Learning Programs on Student Academic Achievement Across Grades 1–12", Review of Educational Research (published online 2025; in print 2026, volume 96, issue 5). doi.org/10.3102/00346543251367769
A review of 424 studies from 53 countries, involving 575,361 students, with a meta-analysis of the 258 studies that reported enough data, found that universal school-based social-emotional learning was associated with improved skills, attitudes and behaviours, better peer relationships, better school climate and safety, and better school functioning and achievement.
Source: Cipriano and colleagues, "The state of evidence for social and emotional learning: A contemporary meta-analysis of universal school-based SEL interventions", Child Development, 2023, volume 94, issue 5. doi.org/10.1111/cdev.13968
A meta-analytic review found that lower emotional awareness goes with more depressive and anxiety symptoms in children and adolescents.
Source: Sendzik, Schäfer, Samson, Naumann and Tuschen-Caffier, "Emotional Awareness in Depressive and Anxiety Symptoms in Youth: A Meta-Analytic Review", Journal of Youth and Adolescence, 2017, volume 46, issue 4. doi.org/10.1007/s10964-017-0629-0 · pubmed.ncbi.nlm.nih.gov/28101745
Across 99 studies from preschool to high school, more positive teacher-student relationships were associated with greater school engagement (medium to large associations) and with achievement (small to medium).
Source: Roorda, Koomen, Spilt and Oort, "The Influence of Affective Teacher–Student Relationships on Students' School Engagement and Achievement", Review of Educational Research, 2011, volume 81, issue 4. doi.org/10.3102/0034654311421793
These are associations found across many programmes and schools. They informed how YouHue is designed.
We made the check-in a one-minute daily habit, as routine as taking attendance, so that noticing and naming a feeling is practised often.
Every student checks in, not only those who seem to need it. We chose a universal design because the programmes in the research above were offered to all students.
The check-in starts with a feeling word, chosen from dozens, not a thumbs up or down, and a child can add a few words of their own. We built it that way so that naming a feeling becomes something children practise every day.
The teacher relationship matters, so students share their check-ins with their teacher, who sees them in YouHue. The AI serves the teacher. It never replaces the adult in the room.
These studies did not evaluate YouHue. YouHue itself has not been independently studied. What follows is testimony from teachers, not research.
It becomes part of daily practice, teachers say, and quieter students share things that might otherwise have been missed.
"A lot of children come with very poor emotional literacy. YouHue gives them repeated practice of hanging a name to an emotion."
Karl McGrath, Year 6 teacher · Benton Park Primary School
"It just gives us that little snapshot, that little insight into the child's life."
Steven Gibson, Grade 6 teacher · JESS Arabian Ranches
