Dipto Das

Institutional transparency in Canada's visa system masks significant disparities in how applicants experience algorithmic decision-making, revealing a troubling gap in accountability.

RAG-enhanced moderation can transform how LLMs address culturally insensitive speech, improving accuracy and community trust.

Deployed risk models can systematically misallocate resources, flagging young, male, and international students for support even when they succeed, while overlooking at-risk older and female students.