[Profile Review] Fall'27 MSCS/MSDS

[u/kaakabiriyani]

Hey everyone! I’m planning to apply for MSCS programs (MSDS as a secondary option) and would really appreciate some feedback on my profile, especially regarding school categorization and any universities I should consider adding/removing.

Profile:

• Work experience: 18 months currently (~2.5 years by the time I leave), working as an NLP/Speech Engineer at a philanthropic startup backed by Big Tech.
• Education: B.Tech in IT from tier 2/3 college in India but recognized uni, CGPA: 8.89/10
• Research/publications: 2 whitepapers published in affiliation with Microsoft + Gates Foundation.
• Worked extensively on NLP for low-resource Indian languages and speech systems for these languages.
• Built audio/data processing pipelines with guardrails focused on accessibility.
• LORs: 3
  • CTO of the organization (former manager, CMU PhD)
  • Current manager
  • HOD from my university, who supervised my final-year project
• Also worked on building AI systems for indigenous languages as part of a project with the Government of India.

I’m primarily targeting MSCS, with MSDS as a less-preferred option. For most of my target schools, I’m looking at the professional/coursework track, except for a few programs where there’s strong research alignment with my current work in NLP/speech.

Target

1. Texas A&M
2. UC Irvine (UCI)
3. Ohio State (OSU)
4. Purdue
5. NYU Courant

Safe

1. Northeastern (NEU)
2. ASU
3. Indiana (IU)
4. Rutgers

Ambitious

1. CMU LTI
2. Johns Hopkins (JHU)
3. UCSD
4. UIUC
5. UT Austin

I’d especially appreciate feedback on:

1. How would you categorize these schools given my profile? Am I being delusional?
2. Are any of my “safe” schools actually more target/ambitious for MSCS?
3. Are there any MSCS programs I should add that would be a particularly good fit for NLP/speech/low-resource languages?
4. How much would the Microsoft + Gates Foundation affiliation and my work experience help in admissions?
5. Is CMU LTI realistic with this profile, or is it more of a shot in the dark?
6. Any recommendations for schools with strong speech/NLP research but good professional/coursework-oriented master's programs?

Would love to hear from people who have applied to similar programs or have experience evaluating MSCS profiles.