Research

Patterns of Pedagogical Repetition in Children’s Educational Television

Built a scalable Databricks/PySpark pipeline to process multimodal media data, using a coding dictionary to identify 15 instructional strategies and analyze repetition patterns across children’s educational television programs; normalized results by frames per 1,000 words.

Research underDr. Ganesh ManiCarnegie Mellon University
Graph showing findings from the pedagogical repetition analysis
Graph showing findings from the pedagogical repetition analysis

AI ecosystem research

AI Interview Research Project

Conducted interviews with AI and data science professionals, professors, government leaders, venture capitalists, and entrepreneurs to explore how funding, policy, commercialization, and entrepreneurship shape Ontario’s AI ecosystem.

PublicationComing soonLink will be added when available