Impact of the Lingokids AI-Based Intervention on Classroom Engagement, Social Interaction, and School Attendance of Students with Autism Spectrum Disorder
DOI:
https://doi.org/10.62843/jssr.v5i4.677Keywords:
Autism Spectrum Disorder, Social Interaction, Classroom Engagement, School Attendance, Punctuality, AI-Based Learning, Lingokids, Inclusive Education, Single-Subject DesignAbstract
The article analyzed the effect of the Lingokids AI-based intervention on social interaction, classroom engagement, and attendance of a student with Autism Spectrum Disorder (ASD). A multiple-baseline across-behaviors single-subject experimental design (SSED) was used. One student with ASD was selected using a purposive sampling method. The assessment was done using the Structured Observation-based Rating Scale of School Participation in the baseline, intervention, and maintenance. Data analysis was done using visual analysis and Tau-U effect size. Findings showed definite improvements across all areas. The levels of classroom engagement were raised at the baseline (12) and maintained at the maximum level (4). Social interaction increased to the higher levels (3.3-4) as compared to the baseline (1-2). There was an immediate improvement in attendance and punctuality between 1 and 4. The analysis of effect size showed that baseline to intervention effects were very large (Tau-U = 0.95-1.00, p <.001) and moderate maintenance effects. The single-subject design restricts generalization. It needs more studies with more extensive samples and a longer period. The results indicate the use of AI-based applications to improve the engagement and participation of students with ASD in classrooms. The research gives empirical data about the success of Lingokids in enhancing various areas of school involvement in a natural classroom setting.
References
American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.).
Bellini, S., Peters, J. K., Benner, L., & Hopf, A. (2007). A meta-analysis of school-based social skills interventions for children with autism spectrum disorders. Remedial and Special Education: RASE, 28(3), 153–162. https://doi.org/10.1177/07419325070280030401
Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS quarterly, 13(3), 319-340. https://doi.org/10.2307/249008
Deci, E. L., & Ryan, R. M. (2000). The "What" and "Why" of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11(4), 227-268. https://doi.org/10.1207/s15327965pli1104_01
Fletcher-Watson, S., Petrou, A., Scott-Barrett, J., Dicks, P., Graham, C., O’Hare, A., Pain, H., & McConachie, H. (2016). A trial of an iPad™ intervention targeting social communication skills in children with autism. Autism, 20(7), 771-782. https://doi.org/10.1177/1362361315605624
Fredricks, J. A., Blumenfeld, P. C., & Paris, A. H. (2004). School engagement: Potential of the concept, state of the evidence. Review of Educational Research, 74(1), 59-109. https://doi.org/10.3102/00346543074001059
Holmes, W., Bialik, M., & Fadel, C. (2023). Artificial intelligence in education. Data ethics : building trust : how digital technologies can serve humanity, 621-653. https://doi.org/10.58863/20.500.12424/4276068
Horner, R. H., Carr, E. G., Halle, J., McGee, G., Odom, S., & Wolery, M. (2005). The use of single-subject research to identify evidence-based practice in special education. Exceptional Children, 71(2), 165-179. https://doi.org/10.1177/001440290507100203
Imms, C., Granlund, M., Wilson, P. H., Steenbergen, B., Rosenbaum, P. L., & Gordon, A. M. (2016). Participation, both a means and an end: A conceptual analysis of processes and outcomes in childhood disability. Developmental Medicine & Child Neurology, 59(1), 16-25. https://doi.org/10.1111/dmcn.13237
Kearney, C. A. (2016). Managing school absenteeism at multiple tiers: An evidence-based and practical guide for professionals. Oxford University Press. https://doi.org/10.1093/med:psych/9780199985296.001.0001
Keen, D., Webster, A., & Ridley, G. (2016). How well are children with autism spectrum disorder doing academically at school? An overview of the literature. Autism: The International Journal of Research and Practice, 20(3), 276–294. https://doi.org/10.1177/1362361315580962
Khalid, M. U., & Manzoor, A. (2026). Effectiveness of the Lingokids AI-powered educational intervention on academic, behavioral, and AI engagement of students with autism spectrum disorder: A single-subject study. International Journal of Social Sciences Bulletin, 4(1), 876–897. https://ijssbulletin.com/index.php/IJSSB/article/view/1780
Khalid, M. U., Fazil, H., & Qureshi, M. S. (2023). Development of social skills by using simulation method for children with autism spectrum disorder. Journal of Development and Social Sciences, 4(3), 459–478. https://doi.org/10.47205/jdss.2023(4-III)45
Kotsi, S., Handrinou, S., Iatraki, G., & Soulis, S.-G. (2025). A review of Artificial Intelligence interventions for students with autism Spectrum Disorder. Disabilities (Basel, Switzerland), 5(1), 7. https://doi.org/10.3390/disabilities5010007
Lan, L., Li, K., & Li, D. (2024). Exploring the application of AI in the education of children with autism: a public health perspective. Frontiers in Psychiatry, 15, 1521926. https://doi.org/10.3389/fpsyt.2024.1521926
Li, G., Zarei, M. A., Alibakhshi, G., & Labbafi, A. (2024). Teachers and educators’ experiences and perceptions of artificial-powered interventions for autism groups. BMC Psychology, 12(1). https://doi.org/10.1186/s40359-024-01664-2
Luqman, D., Khalid, M. U., & Fatima, S. (2025). Development of social skills among children with autism spectrum disorder through video modeling. The Regional Tribune, 4(1), 374-399. https://doi.org/10.55737/trt/wr25.108
Munkhaugen, E. K., Gjevik, E., Pripp, A. H., Sponheim, E., & Diseth, T. H. (2017). School refusal behaviour: Are children and adolescents with autism spectrum disorder at a higher risk? Research in Autism Spectrum Disorders, 41–42, 31–38. https://doi.org/10.1016/j.rasd.2017.07.001
Odom, S. L., Thompson, J. L., Hedges, S., Boyd, B. A., Dykstra, J. R., Duda, M. A., ... & Bord, A. (2015). Technology-aided interventions and instruction for adolescents with autism spectrum disorder. Journal of autism and developmental disorders, 45(12), 3805-3819.
Ouriel Grynszpan, P. L., Perez-Diaz, F., & Gal, E. (2013). Innovative technology-based interventions for autism spectrum disorders: A meta-analysis. Autism, 18(4), 346-361. https://doi.org/10.1177/1362361313476767
Parveen, Z., Rashid, A., & Khalid, M. U. (2023). MANAGING BEHAVIORAL ISSUES OF STUDENTS WITH HEARING IMPAIRMENT THROUGH VIDEO MODELING: ACTION RESEARCH STUDY. Pakistan Journal of Educational Research, 6(2).
Pennisi, P., Tonacci, A., Tartarisco, G., Billeci, L., Ruta, L., Gangemi, S., & Pioggia, G. (2016). Autism and social robotics: A systematic review. Autism Research, 9(2), 165-183. https://doi.org/10.1002/aur.1527
Rao, P. A., Beidel, D. C., & Murray, M. J. (2008). Social skills interventions for children with Asperger’s syndrome or high-functioning autism: A review and recommendations. Journal of autism and developmental disorders, 38(2), 353-361. https://doi.org/10.1007/s10803-007-0402-4
Reichow, B., Steiner, A. M., & Volkmar, F. (2012). Social skills groups for people aged 6 to 21 with autism spectrum disorders (ASD). Cochrane Database of Systematic Reviews, 7, CD008511. https://doi.org/10.1002/14651858.CD008511.pub2
Scassellati, B., Admoni, H., & Matarić, M. (2012). Robots for use in autism research. Annual Review of Biomedical Engineering, 14(1), 275–294. https://doi.org/10.1146/annurev-bioeng-071811-150036
Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003). User acceptance of information technology: Toward A unified View1. MIS Quarterly, 27(3), 425–478. https://doi.org/10.2307/30036540
Wong, C., Odom, S. L., Hume, K. A., Cox, A. W., Fettig, A., Kucharczyk, S., Brock, M. E., Plavnick, J. B., Fleury, V. P., & Schultz, T. R. (2015). Evidence-based practices for children, youth, and young adults with autism spectrum disorder: A comprehensive review. Journal of Autism and Developmental Disorders, 45(7), 1951–1966. https://doi.org/10.1007/s10803-014-2351-z
World Health Organization. (2007). International classification of functioning, disability, and health: Children & youth version: ICF-CY. World Health Organization
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