I've spent my career shipping software, not writing papers. When I started applying to master's programmes, I worried that "no research experience" would be a dealbreaker. For most programmes it isn't, as long as you show the thinking research requires.
What committees actually look for
Research experience is a proxy. What they're really checking:
- Can you define a question clearly?
- Can you work with evidence?
- Can you handle uncertainty and failed attempts?
- Can you communicate what you found?
Industry engineers do all of this. We just don't call it research.
Reframe applied work as evidence
Take a project and describe it with a research shape:
| Research shape | Applied project version |
|---|---|
| Question | "Could low-cost sensors give useful air quality data where official monitors are sparse?" |
| Method | Built a sensor network, co-located with a reference monitor |
| Results | Raw readings drifted with humidity, and calibration improved agreement |
| Limitations | Short deployment, limited sites |
| Next question | How would this inform exposure policy? |
That's Vayu, my undergraduate project, described the way a committee reads it.
Places to find research-like work in your job
- Technical investigations: "why is this slow?" with measurements
- A/B tests and evaluations
- Data analysis that changed a decision
- Pilots with defined success criteria
- Compliance or regulatory work, interpreting rules into systems. My EUDR work is an example (EUDR for engineers).
Strengthen the gap before you apply
If you have a few months:
- Write up a project properly as a blog post or short report with method and limitations.
- Take a short course in the methods your target field uses (statistics, GIS, policy analysis).
- Contact a researcher with a specific question. See How to Cold Email a Professor.
- Contribute to an open dataset or tool in your target field.
Choose programmes that value experience
Taught, professionally oriented master's often value work experience more than research master's do. Chevening explicitly requires work experience. Many Erasmus Mundus programmes welcome experienced applicants. Read the selection criteria. If "professional experience" is listed, that's your advantage.