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

As of 2026-09-30, data evaluation appears in 92 job postings indexed by Skillenai over the past 90 days — Data Scientist has the most postings mentioning data evaluation.

Last updated · 90d ending 2026-09-30

Postings · last 90 days
92
Top role · 13.0% of skill postings
Top hiring metro
San Francisco

Which roles want data evaluation?

Upload your resume and Skillenai will show which roles your data evaluation experience fits, which skills you already cover, and what is missing.

Prepare to discuss data evaluation in your interview

We’re building mock interviews informed by job postings and career profiles, to help you explain how you’ve used data evaluation.

Join the mock interview waitlist →AI or human interviews. Coming soon.

Frequently asked questions about data evaluation

+Is data evaluation in demand in 2026?

Yes. data evaluation appears in 92 job postings indexed by Skillenai over the 90 days ending 2026-09-30. Data Scientist accounts for the most postings mentioning data evaluation (13.0% of all postings mentioning data evaluation).

+What jobs require data evaluation?

According to the Skillenai jobs index over the 90 days ending 2026-09-30, among roles with at least 20 postings, the highest shares mentioning data evaluation are AI Evaluator (3.7% of that role’s postings mention data evaluation), AI Operations Manager (3.6% of that role’s postings mention data evaluation), AI Analyst (3.4% of that role’s postings mention data evaluation).

+What skills are commonly paired with data evaluation?

Across job postings indexed by Skillenai (90 days ending 2026-09-30), data evaluation most often appears alongside Python, machine learning, data collection, quality assurance, data annotation.

+Where is data evaluation most in demand?

As of 2026-09-30, the metro areas posting the most jobs requiring data evaluation are San Francisco, London, Boston, New York City, Mountain View, according to the Skillenai jobs index.

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

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

+Which skills come before and after data evaluation?

The skill-flow chart shows skills documented in adjacent positions across observed employer changes. An outgoing skill is documented in the following position but not the preceding one. These are ideas to explore, not proven prerequisites, acquisition dates, or levels of mastery. Each ribbon counts employer moves with that skill pair; one move can contribute several pairs.

Weekly indexed postings requiring data evaluation — last 90 days

Career paths around data evaluation

Skills documented before and after this skill across employer changes.

Historical career profiles · all locations

Skills before data evaluation

Before data evaluationlocalization → data evaluation: 1 observed employer moves with this skill pairdataevaluationlocalization: 1 moveslocalization1 moves

Skills after data evaluation

After data evaluationdata evaluation → data accuracy: 1 observed employer moves with this skill pairdata evaluation → large datasets: 1 observed employer moves with this skill pairdata evaluation → work instructions: 1 observed employer moves with this skill pairdata evaluation → financial data: 1 observed employer moves with this skill pairdata evaluation → balance sheets: 1 observed employer moves with this skill pairdata evaluation → data integrity: 1 observed employer moves with this skill pairdata evaluation → CNC machines: 1 observed employer moves with this skill pairdata evaluation → blueprints: 1 observed employer moves with this skill pairdataevaluationdata accuracy: 1 movesdata accuracy1 moveslarge datasets: 1 moveslarge datasets1 moveswork instructions: 1 moveswork instructions1 movesfinancial data: 1 movesfinancial data1 movesbalance sheets: 1 movesbalance sheets1 movesdata integrity: 1 movesdata integrity1 movesCNC machines: 1 movesCNC machines1 movesblueprints: 1 movesblueprints1 moves
How to read this chart · view counts

Each side is an independent set of observed employer moves, not the same people followed through three stages. Ribbon widths compare move counts within that side. Internal moves are not included.

The following position documents a skill that the preceding position does not. Skills must be linked to both positions, with clear dates and no overlap. One move can connect several skill pairs. These patterns suggest skills to explore; they do not establish prerequisites, when a skill was learned, or a higher skill level.

Source: Skillenai talent graph, historical career profiles. Historical descriptions and coverage can change. Only the leading published connections are shown.

Observed connections and move counts
ConnectionMoves
Before: localization1
After: data accuracy1
After: large datasets1
After: work instructions1
After: financial data1
After: balance sheets1
After: data integrity1
After: CNC machines1
After: blueprints1

Roles most likely to require data evaluation

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

RolePostings mentioning skill% of role postings mentioning skill
AI Evaluator13.7%
AI Operations Manager13.6%
AI Analyst13.4%
ML Researcher13.0%
Data Science Analyst12.9%
Front-End Software Engineer12.6%
Python Engineer11.9%
Systems Test Engineer11.1%
Data Product Manager11.1%
AI Researcher10.8%

Roles with the most data evaluation postings

RolePostings mentioning skillShare of skill postings
Data Scientist1213.0%
Product Manager99.8%
Software Engineer88.7%
AI Evaluation Specialist77.6%
Speech AI Evaluation Specialist66.5%
AI Data Specialist33.3%
Data Engineer33.3%
Research Engineer33.3%
AI Trainer22.2%
Research Scientist22.2%

Top companies posting jobs requiring data evaluation

Employers ranked by indexed job postings in the last 90 days.

Top companies posting jobs requiring data evaluation
CompanyPostings · 90 days
Rws16
CLERA5
Layer Health5
Nebius4
Waymo4
OpenBrain4
Appnovation3
Encord2
Wayve2
Mercor2

Job postings indexed over the past 90 days, grouped by resolved employer. Counts are postings, not hires. Companies without a published page appear without a link.

Top metros hiring for data evaluation

NamePostingsShare
San Francisco77.6%
London66.5%
Boston55.4%
New York City55.4%
Mountain View44.3%
Delhi22.2%
Palo Alto22.2%
Paris22.2%
Singapore22.2%

Skills commonly paired with data evaluation

Get a daily email digest of new data evaluation content

Skillenai indexes news articles, blog posts, and research papers that mention data evaluation. Click below and we'll open a pre-filled daily digest — change the cadence to hourly or weekly if you prefer, then save. Free account required (~30 seconds).

Explore related pages

How this was computed

Counts derive from the Skillenai jobs index over the 90 days ending 2026-09-30. 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 data evaluation by all postings for each role in the same window, ranking roles with at least 20 postings. Role distribution divides each role’s data evaluation postings by all data evaluation 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). An adjusted trend is not shown because comparable posting coverage is insufficient.

source
Skillenai jobs index, deduplicated daily
entity_id
3a9868b7bf92752c
data_as_of
2026-09-30
window_days
90
Hiring engineers who use data evaluation?

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.

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