Copyright © 2026 Authors retain the copyright of this article. This article is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
@article{192128,
author = {Niwas Kumar and Lavit Tyagi and Ratish Raj and Saurabh Kumar and Dr.Neelam Shrivastava},
title = {A Bilingual AI-Based Screening System for Early Detection of Learning Disorders Using Handwriting and Quiz Features},
journal = {International Journal of Innovative Research in Technology},
year = {2026},
volume = {12},
number = {9},
pages = {1662-1668},
issn = {2349-6002},
url = {https://ijirt.org/article?manuscript=192128},
abstract = {Early identification of learning disorders such as dyslexia, dysgraphia, and attentional difficulties is crucial for timely intervention. In response to this need, we propose a bilingual (English–Hindi) AI-driven screening tool that integrates handwriting analysis with interactive quiz data. The system employs optical character recognition (OCR) and image preprocessing to extract fine-grained features from students’ written samples (e.g. letter reversals, spacing irregularities) and combines these with response accuracy and latency from short cognitive quizzes. A lightweight interpretable classifier (e.g. decision tree) fuses these multimodal features to output risk levels for learning disorders, accompanied by human-readable explanations. We demonstrate that the prototype achieves promising sensitivity and specificity in flagging at-risk students, substantially augmenting existing resource-intensive screening methods. By embedding the tool in a teacher-facing dashboard, educators can efficiently identify and support struggling learners. Our results suggest that AI-facilitated screening could meaningfully narrow the gap in early detection, especially in under-resourced, multi-lingual settings. Ethical considerations around privacy and consent are discussed.},
keywords = {Learning disorders, dyslexia, handwriting analysis, early screening, machine learning, bilingual education.},
month = {February},
}
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