NAO and emotional learning: A systematic review of applications in primary schools
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Abstract
Emotional competence is crucial for academic success and mental well-being, helping address challenges like anxiety, stress, bullying, and depression in school-aged children. Despite its importance, Social Emotional Learning (SEL) programs remain under integrated in primary education. Social robots, such as NAO, offer innovative opportunities to bridge this gap by fostering emotional competence through interactive and engaging approaches. This systematic review investigates NAO's potential in primary school contexts, emphasizing its dual role in promoting emotional skills and enhancing learning outcomes. Guided by PRISMA methodology, searches in Scopus, Web of Science, and EBSCO identified studies categorized into two groups: (a) those focusing on improving emotional skills, such as empathy and emotional regulation, and (b) those using NAO’s emotional feedback to enhance academic performance, particularly in vocabulary and reading. The findings demonstrate NAO's effectiveness in creating interactive environments that advance cognitive and emotional development, underscoring its value in primary education.
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References
Ahmad, M. I., Mubin, O., Shahid, S., & Orlando, J. (2017). Emotion and memory model for a robotic tutor in a learning environment. In Proceedings of the ISCA workshop on Speech and Language Technology in Education (SLaTE 2017), (pp. 26-32). https://doi.org/10.21437/SLaTE.2017-4
Ahmad, M. I., Mubin, O., Shahid, S., & Orlando, J. (2019). Robot’s adaptive emotional feedback sustains children’s social engagement and promotes their vocabulary learning: a long-term child–robot interaction study. Adaptive Behavior, 27(4), 243-266. https://doi.org/10.1177/1059712319844182
Amirova, A., Rakhymbayeva, N., Yadollahi, E., Sandygulova, A., & Johal, W. (2021). 10 years of human-nao interaction research: A scoping review. Frontiers in Robotics and AI, 8, 744526. https://doi.org/10.3389/frobt.2021.744526
Bar-On, R., & Parker, J. (Eds.). (2000). The handbook of emotional intelligence: Theory, development, assessment, and application at home, school, and in the workplace. Jossey-Bass.
Belpaeme, T., Kennedy, J., Ramachandran, A., Scassellati, B., & Tanaka, F. (2018). Social robots for education: A review. Science robotics, 3(21), eaat5954. https://doi.org/10.1126/scirobotics.aat5954
Bisquerra, R. (2002). Educación emocional y benestar. CISS-Praxis.
Bisquerra, R. (2009). Psicopedagogía de las emociones. Síntesis.
Bisquerra, R., & Mateo, A. (2019). Competencias emocionales para un cambio de paradigma en educación. Horsori.
Bisquerra, R., & Pérez, N. (2007). Las competencias emocionales. Educación XXI, 10, 61–82.
Campitiello, L., Todino, M. D., & Di Tore, S. (2021). Lo sviluppo delle social skills in bambini con disturbo dello spettro autistico: L’ASD-robot. Mizar. Costellazione di pensieri, 15, 15–20.
Cavioni, V., & Grazzani, I. (2023). L’apprendimento sociale ed emotivo: Teorie e buone pratiche per promuovere la salute mentale a scuola. Il Mulino.
Ciotti, F., & Roncaglia, G. (2010). Il mondo digitale: introduzione ai nuovi media. Laterza.
Collaborative for Academic, Social, and Emotional Learning. (2018). Our history. https://casel.org/about-us/our-history/
Collaborative for Academic, Social, and Emotional Learning. (2020). What is the CASEL framework? https://casel.org/fundamentals-of-sel/what-is-the-casel-framework/
Corcoran, R. P., Cheung, A. C., Kim, E., & Xie, C. (2018). Effective universal school-based social and emotional learning programs for improving academic achievement: A systematic review and meta-analysis of 50 years of research. Educational Research Review, 25, 56–72. https://doi.org/10.1016/j.edurev.2017.12.001
Cubero, L. N., & Romero Perez, C. (2013). Promoting emotional, social and civic competencies: Educational policies in Spain. KEDI Journal of Educational Policy, Special Issue, 65-80. https://api.core.ac.uk/oai/oai:idus.us.es:11441/65690
David, D. O., Costescu, C. A., Matu, S., Szentagotai, A., & Dobrean, A. (2018). Developing joint attention for children with autism in robot-enhanced therapy. International Journal of Social Robotics, 10(5), 595–605. https://doi.org/10.1007/s12369-018-0472-7
Goleman, D. (1996). Intelligenza emotiva. Rizzoli.
Goleman, D. (2000). Lavorare con intelligenza emotiva: Come inventare un nuovo rapporto con il lavoro (Vol. 45). BUR.
Grazzani, I., Agliati, A., Cavioni, V., Conte, E., Gandellini, G., Lupica Spagnolo, M., & O’Riordan, M. R. (2022a). Adolescents’ resilience during COVID-19 pandemic and its mediating role in the association between SEL and mental health. Frontiers in Psychology, 13, 801761. https://doi.org/10.3389/fpsyg.2022.801761
Grazzani, I., Agliati, A., Conte, E., Cavioni, V., Gandellini, S., Ornaghi, V., & Vintur, T. (2022b). PROMEHS. The curriculum to promote mental health at school: Activities handbook for policy-makers. Mimesis.
Hameed, I., & Mahmoudi, M. (2019). ICPS-NAO: Nurturing thinking children using a social robot. In ICERI2019 Proceedings (pp. 6659-6663). IATED. https://doi.org/10.21125/iceri.2019.1596
Imbernon Cuadrado, L. E., Manjarres Riesco, A., & De La Paz López, F. (2016). ARTIE: An integrated environment for the development of affective robot tutors. Frontiers in Computational Neuroscience, 10, 77. https://doi.org/10.3389/fncom.2016.00077
Italian Parliament. (2020). Bill no. 2782: Experimental teaching of emotional intelligence education in schools. Senate of the Republic. https://www.camera.it/leg18/126?leg=18&idDocumento=2782
Landis, J. R., & Koch, G. G. (1977). The measurement of observer agreement for categorical data. Biometrics, 33(1), 159–174. https://doi.org/10.2307/2529310
Lawson, G. M., McKenzie, M. E., Becker, K. D., Selby, L., & Hoover, S. A. (2019). The core components of evidence-based social emotional learning programs. Prevention Science, 20(4), 457–467. https://doi.org/10.1007/s11121-018-0953-y
Magyar, G., & Vircikova, M. (2015). Socially-assistive emotional robot that learns from the wizard during the interaction for preventing low back pain in children. In Social Robotics: 7th International Conference, ICSR 2015, Paris, France, October 26-30, 2015, Proceedings 7 (pp. 411-420). Springer International Publishing. https://doi.org/10.1007/978-3-319-25554-5_41
Martinsone, B., Stokenberga, I., Damberga, I., Supe, I., Simões, C., Lebre, P., & Camilleri, L. (2022). Adolescent social emotional skills, resilience and behavioral problems during the COVID-19 pandemic: A longitudinal study in three European countries. Frontiers in Psychiatry, 13, 942692. https://doi.org/10.3389/fpsyt.2022.942692
Mayer, J. D., & Salovey, P. (1997). What is emotional intelligence?. In P. Salovey & D. J. Sluyter (Eds.), Emotional development and emotional intelligence: Educational implications (pp. 3–31). Basic Books.
McClelland, M. M., Tominey, S. L., Schmitt, S. A., & Duncan, R. (2017). SEL interventions in early childhood. The Future of Children, 27(1), 33-47.
Papadopoulou, M. T., Karageorgiou, E., Kechayas, P., Geronikola, N., Lytridis, C., Bazinas, C., Kourampa, E., Avramidou, E., Kaburlasos, V. G., & Evangeliou, A. E. (2022). Efficacy of a robot-assisted intervention in improving learning performance of elementary school children with specific learning disorders. Children, 9(8), 1155. https://doi.org/10.3390/children9081155
Pennazio, V. (2019). Robotica e sviluppo delle abilità sociali nell’autismo: Una review critica. Mondo Digitale, Rivista di Cultura Informatica, 82(1), 1-24.
Pennazio, V., Fedeli, L., Datteri, E., & Crifaci, G. (2020). Robotica e mondi virtuali per lo sviluppo delle abilità sociali nei bambini con autismo: una riflessione metodologica. Sistemi Intelligenti, 32(1), 139-154. https://dx.doi.org/10.1422/96285
Pérez-González, J. C. (2010). Revisión del sentido y de los contenidos de la orientación personal. Revista Española de Orientación y Psicopedagogía, 21(2), 434–442.
Peters, R., Broekens, J., & Neerincx, M. A. (2017, August). Robots educate in style: The effect of context and non-verbal behaviour on children's perceptions of warmth and competence. In 2017 26th IEEE international symposium on robot and human interactive communication (RO-MAN) (pp. 449-455). IEEE. https://doi.org/10.1109/ROMAN.2017.8172341
Picard, R. W. (2000). Affective computing. MIT Press.
Podpečan, V. (2023). Can You Dance? A study of child–robot interaction and emotional response using the NAO robot. Multimodal Technologies and Interaction, 7(9), 85. https://doi.org/10.3390/mti7090085
Rudovic, O., Lee, J., Mascarell-Maricic, L., Schuller, B. W., & Picard, R. W. (2017). Measuring engagement in robot-assisted autism therapy: A cross-cultural study. Frontiers in Robotics and AI, 4, 36. https://doi.org/10.3389/frobt.2017.00036
Salazar, C., Aguilar, J., Monsalve-Pulido, J., & Montoya, E. (2021). Affective recommender systems in the educational field. A systematic literature review. Computer Science Review, 40, 100377. https://doi.org/10.1016/j.cosrev.2021.100377
Saleh, M. A., Hanapiah, F. A., & Hashim, H. (2021). Robot applications for autism: a comprehensive review. Disability and Rehabilitation: Assistive Technology, 16(6), 580-602. https://doi.org/10.1080/17483107.2019.1685016
Schutte, N. S., Malouff, J. M., Thorsteinsson, E. B., Bhullar, N., & Rooke, S. E. (2007). A meta-analytic investigation of the relationship between emotional intelligence and health. Personality and Individual Differences, 42(6), 921-933. https://doi.org/10.1016/j.paid.2006.09.003
Solborg Pedersen, C. (2015) Denmark. In Funcacion Botin (Ed.) Social and Emotional Education. An International Analysis. Report 2015. Fundacion Botin.
World Economic Forum. (2020). New vision for education: Fostering social and emotional learning through technology. https://www3.weforum.org/docs/WEF_New_Vision_for_Education.pdf
Zins, J. E., Weissberg, R. P., Wang, M. C., & Walberg, H. J. (Eds.). (2004). Building academic success on social and emotional learning: What does the research say?. Teachers College Press.