Ask HN: How do I bridge the gap between PhD and SWE experiences?

#1

Post by ecophyseis » Thu, Dec 18, 2025, 5:20 PM UTC

After finishing my PhD in earth sciences, I pivoted to software engineering. I’ve spent the last 8 years as a full-stack developer, gaining a decent grasp of various stacks and frameworks.

I’m now at a point where I want to merge my scientific background with my engineering experience. However, I’m finding a "missing middle" in the job market. I don't ever see a position that requires and values deep expertise in both.

I enjoy development, but I feel like my scientific training is going to waste. For those who have successfully merged these two paths:

Did you find a "unicorn" role, or did you create one within a company?

How do you market yourself when your two halves feel like they belong to different resumes?

Re: Ask HN: How do I bridge the gap between PhD and SWE experiences?

#2

Post by brudgers » Sun, Dec 21, 2025, 5:11 PM UTC

I feel like my scientific training is going to waste

Your training is a sunk cost.

It is also the source of soft skills.

Re: Ask HN: How do I bridge the gap between PhD and SWE experiences?

#3

Post by austin-cheney » Mon, Dec 22, 2025, 2:00 AM UTC

A PhD means you can do novel research. As a full stack developer what novel subject(s) did you explore? That is the middle you are missing.

A big part of the problem is that you were spending time with tech stacks and frameworks. These have almost no practical utility value aside from attaining employment in a low skill area of software. I am saying that as a former 15 year JavaScript developer. Instead use your research background to solve real problems faced by businesses and users that you can measure.

Re: Ask HN: How do I bridge the gap between PhD and SWE experiences?

#4

Post by juujian » Thu, Dec 25, 2025, 1:47 PM UTC

Do you have a CV for more context? Work in a more academic setting is always highly context dependent, as you know.

Chances are, there are a handful of labs, somewhere that could benefit from the overlap, but finding them is like finding the needle in the haystack.

Re: Ask HN: How do I bridge the gap between PhD and SWE experiences?

#5

Post by buddyhollyclone » Thu, Dec 25, 2025, 1:50 PM UTC

I'm in much the same boat - however my SWE pivot was when I attempted to commercialize my PhD research along with my advisor. We had a startup for a few years and then got acquired by a global company. I now manage a team of SWEs and coordinate with SMEs in technical fields to make sure that our scientific software products are great in both areas. These roles exist, but probably not commonly as a straight hybrid - may have to lean into one and use the other as a differentiator/value-add. For me, I think I got here by caring about the customer experience first - which takes "whatever it takes" - software and science both. I have to be an evangelist for both of these things but only as a means to a common end, which is to help the end users expand their understanding and abilities with applied knowledge.

Re: Ask HN: How do I bridge the gap between PhD and SWE experiences?

#6

Post by chrisra » Thu, Dec 25, 2025, 1:55 PM UTC

Maybe try finding a software engineering job at a place that also uses your scientific expertise. You may be able to find or create opportunities there. The position might not exist, but you can maximize your chances of something coming your way that needs both skill sets.

Re: Ask HN: How do I bridge the gap between PhD and SWE experiences?

#7

Post by checker659 » Thu, Dec 25, 2025, 1:55 PM UTC

Have you tried talking to someone at places like ESRI?

Re: Ask HN: How do I bridge the gap between PhD and SWE experiences?

#8

Post by burkaman » Thu, Dec 25, 2025, 1:58 PM UTC

https://us-rse.org/jobs/

Re: Ask HN: How do I bridge the gap between PhD and SWE experiences?

#9

Post by Timoha » Thu, Dec 25, 2025, 2:16 PM UTC

Top-tier hedge funds are always looking for PhDs with engineering background, it’s a great combo of doing original research and being able to productionalize it

Re: Ask HN: How do I bridge the gap between PhD and SWE experiences?

#10

Post by ufmace » Thu, Dec 25, 2025, 2:27 PM UTC

It sounds like the kind of job you really want is going to be a bit of a unicorn. That means those kinds of jobs don't get advertised in job boards and have professional recruiters running around looking for candidates that fit. That in turn means that finding such a job is going to be a lot of networking and shoeleather. You'll probably have to go to a bunch of conferences, talk to people, and make contacts, and hope you can discover a place where your unique skills are a greater value to somebody's project than anyone with expertise in only one of those fields could be.