Finished my MS CS in December 2025, started searching in October thinking I'd have offers by January. It's now late March and I just signed. Sharing the honest version because the LinkedIn posts are all 'excited to announce' with zero information about the actual process.
Background: undergrad CS from a decent state school, thesis-track MS from a top-20 program, focus in ML. 2 internships during the program, one at a mid-size startup, one at a larger company in ML infra. Not going to name the school because it doesn't really matter for what I'm sharing.
What took longer than expected:
The ML-specific job market in 2026 is bifurcated. There's high demand for applied ML roles at companies with real ML infra, and there's basically a wall for pure research-adjacent roles unless you have publications or a Stanford/MIT/CMU pedigree. I had neither, so I adjusted and focused on MLE roles at companies with mature ML platforms.
The coding screen bar is still high. MS degree does not exempt you from leetcode-medium-to-hard. I failed two phone screens early because I hadn't kept my DSA sharp during thesis work. Spent 3 weeks doing nothing but problems before I started moving through loops cleanly.
Behavioral rounds are where MS candidates underestimate the gap. Most of my program friends had strong technical chops but zero STAR stories. The behavioral interview for a senior MLE role at a Series B or big tech is not softer just because you have a grad degree. If anything the bar for 'impact at scale' goes up.
Visa timing if you're international. About half my cohort is on F1/OPT. The cap-gap anxiety is real. Some companies are still skittish about H1B sponsorship even for strong candidates, so factor that into target list prioritization. Apply to companies with known sponsorship history first.
What worked: targeting companies where my thesis topic (recommendation systems) was directly relevant, doing explicit research on what each team was building before technical screens, and being honest in behavioral rounds about project scope rather than inflating it.
Final offer was MLE at a growth-stage company, Bay Area, good comp for a new grad MS. Not the FAANG dream but I'm genuinely excited about the work which I can't say I was expecting to feel.
Happy to answer questions. Especially about the MLE loop structure at mid-size companies if that's useful.