SFT jobs in 2026 — demand, top roles hiring, and related skills

As of 2026-09-28, SFT appears in 221 job postings indexed by Skillenai over the past 90 days — Machine Learning Engineer has the most postings mentioning SFT, with demand down 46% vs the prior 4 weeks.

Last updated · 90d ending 2026-09-28

Postings · last 90 days
221
Demand vs prior month
down 46% vs the prior 4 weeks
Top role · 13.6% of skill postings
Top hiring metro
San Francisco

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Frequently asked questions about SFT

+Is SFT in demand in 2026?

Yes. SFT appears in 221 job postings indexed by Skillenai over the 90 days ending 2026-09-28, with demand down 46% vs the prior 4 weeks. Machine Learning Engineer accounts for the most postings mentioning SFT (13.6% of all postings mentioning SFT).

+What jobs require SFT?

According to the Skillenai jobs index over the 90 days ending 2026-09-28, among roles with at least 20 postings, the highest shares mentioning SFT are Deployed Engineer (52.4% of that role’s postings mention SFT), Applied Researcher (16.7% of that role’s postings mention SFT), Machine Learning Research Engineer (11.8% of that role’s postings mention SFT).

+What skills are commonly paired with SFT?

Across job postings indexed by Skillenai (90 days ending 2026-09-28), SFT most often appears alongside Python, RLHF, PyTorch, DPO, fine-tuning.

+Where is SFT most in demand?

As of 2026-09-28, the metro areas posting the most jobs requiring SFT are San Francisco, London, New York City, San Mateo, Seattle, according to the Skillenai jobs index.

+How can I keep up with new SFT content and jobs?

Skillenai indexes news, blog posts, and research papers mentioning SFT alongside the jobs index. You can subscribe to a daily email digest of new SFT content from your Skillenai account.

Weekly job postings requiring SFT — last 90 days

Salary distribution

Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized

Roles most likely to require SFT

Among roles with at least 20 postings in the same period.

RolePostings mentioning skill% of role postings mentioning skill
Deployed Engineer1152.4%
Applied Researcher716.7%
Machine Learning Research Engineer411.8%
AI Research Scientist67.5%
Developer Relations Manager25.7%
AI Research Intern14.5%
Quantitative Strategist14.3%
ML Research Engineer24.2%
Applied Machine Learning Engineer14.2%
Product Operations Manager13.8%

Roles with the most SFT postings

RolePostings mentioning skillShare of skill postings
Machine Learning Engineer3013.6%
ML Engineer156.8%
AI Field Engineer146.3%
Research Engineer125.4%
Software Engineer125.4%
Deployed Engineer115.0%
AI Engineer83.6%
Applied Researcher73.2%
AI Research Scientist62.7%
Data Scientist62.7%

Top metros hiring for SFT

NamePostingsShare
San Francisco2511.3%
London167.2%
New York City167.2%
San Mateo104.5%
Seattle104.5%
Singapore104.5%
San Jose73.2%
Mountain View62.7%
Palo Alto52.3%

Skills commonly paired with SFT

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How this was computed

Counts derive from the Skillenai jobs index over the 90 days ending 2026-09-28. Skills are resolved against the Skillenai canonical taxonomy, so the same entity is counted whether a posting writes 'Python', 'Python 3', or 'python'. Role prevalence divides postings mentioning SFT by all postings for each role in the same window, ranking roles with at least 20 postings. Role distribution divides each role’s SFT postings by all SFT postings, including postings without a role. Shares need not sum to 100% for the displayed roles. Pages refresh weekly (or daily for the top-50 most-requested skills).

source
Skillenai jobs index, deduplicated daily
entity_id
61f73c7e7692e7f8
data_as_of
2026-09-28
window_days
90
Hiring engineers who use SFT?

The demand, skills, and geo numbers on this page come from the same Skillenai labor market index that powers our API. Use it for compensation benchmarking, hiring-competition analysis, and skill-adoption tracking.

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Compiled by Jared Rand · Data sourced from the Skillenai labor market index