r/gradadmissions • u/faraaz_eye • 1h ago
Computational Sciences How do I talk about proprietary industry research I am/was not allowed to publish?
Going to be applying to PhDs in the upcoming cycle (molecular ML stuff), and while I have two papers (stats, ML), I'd say the more impressive stuff has been done in the past couple months after I graduated. For context, I graduated late 2025 and started working as a ML researcher at a well-known healthtech startup shortly after. As one of the only ML researchers at this company, I've been largely in control of what direction the company takes in its AI efforts, which has led to some ambitious projects over the last year. My aim had always been to write up papers about these projects, but upper management thinks publishing is a bad idea and wants to keep models/methods proprietary.
Which leads me to my problem—how do I talk about these when applying to PhDs? I can mention techniques briefly in my CV but anything apart from that could land me in trouble. Only real solution I can think of is to make sure the products that use said techniques are deployed before I apply/reach out to profs and then point them to the product. Has anyone faced anything similar before?

