Michelle P. Banawan's specializations include natural language processing (NLP) and machine learning, particularly in the application of deep learning, computational linguistics, and natural language processing to various educational contexts and domains, e.g., reading comprehension and writing proficiency, and discourse analysis within academic settings and social media.