I'm a master's student in economics at IESR, Jinan University. Before that, I studied applied mathematics at the University of Birmingham and economics at Jinan University through a joint-degree program.

My research sits at the intersection of applied microeconomics, the economics of science, and measurement. I'm interested in how credible economic variables can be constructed from large-scale unstructured data — especially when the underlying constructs are latent and no gold-standard labels exist.

A belief that shapes both my research and what I build: AI should augment human judgment, not replace it. I don't work on auto-researchers that substitute for human researchers. I work on AI researchers that help people learn — tools that take over instrumental reading so researchers can keep their attention on the questions and judgments that actually need a human.

That belief is why I built frowang.com, and why I'm now building an AI research mentor for economics training. It's also the thread running through my research on LLM-based measurement: the hardest problem is no longer getting AI to produce an answer, but establishing whether the answer can be trusted.

I write about papers and research tools at Fro带你读论文.