An analysis of automated text evaluation tools, surface feature proxies, and the systemic risks of algorithmic grading in high-stakes education.

Examining automated behavioral health apps, the NEDA Tessa chatbot failure, data privacy regulatory gaps, and labor union displacement.

Examining Amazon’s historical recruiting model, natural language feature bias, and automated gender discrimination in employment gates.