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

As of 2026-09-30, evaluation frameworks appears in 1,755 job postings indexed by Skillenai over the past 90 days — Technical Product Lead has the most postings mentioning evaluation frameworks.

Last updated · 90d ending 2026-09-30

Postings · last 90 days
1,755
Top role · 15.8% of skill postings
Top hiring metro
San Francisco

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Frequently asked questions about evaluation frameworks

+Is evaluation frameworks in demand in 2026?

Yes. evaluation frameworks appears in 1,755 job postings indexed by Skillenai over the 90 days ending 2026-09-30. Technical Product Lead accounts for the most postings mentioning evaluation frameworks (15.8% of all postings mentioning evaluation frameworks).

+What jobs require evaluation frameworks?

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 evaluation frameworks are Technical Product Lead (97.9% of that role’s postings mention evaluation frameworks), Agent Strategist (69.0% of that role’s postings mention evaluation frameworks), Applied AI Architect (53.9% of that role’s postings mention evaluation frameworks).

+What skills are commonly paired with evaluation frameworks?

Across job postings indexed by Skillenai (90 days ending 2026-09-30), evaluation frameworks most often appears alongside machine learning, LLMs, Distributed systems, Python, APIs.

+Where is evaluation frameworks most in demand?

As of 2026-09-30, the metro areas posting the most jobs requiring evaluation frameworks are San Francisco, New York City, Singapore, London, San Jose, according to the Skillenai jobs index.

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

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

+Which skills come before and after evaluation frameworks?

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 evaluation frameworks — last 90 days

Salary distribution

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

Career paths around evaluation frameworks

Skills documented before and after this skill across employer changes.

Historical career profiles · all locations

Skills before evaluation frameworks

Before evaluation frameworkspython → evaluation frameworks: 2 observed employer moves with this skill pairdashboards → evaluation frameworks: 2 observed employer moves with this skill pairDigital cards → evaluation frameworks: 1 observed employer moves with this skill pairWeill Cornell → evaluation frameworks: 1 observed employer moves with this skill pairreporting systems → evaluation frameworks: 1 observed employer moves with this skill pairscikit-learn → evaluation frameworks: 1 observed employer moves with this skill pairtesting → evaluation frameworks: 1 observed employer moves with this skill pairvisualizations → evaluation frameworks: 1 observed employer moves with this skill pairevaluationframeworkspython: 2 movespython2 movesdashboards: 2 movesdashboards2 movesDigital cards: 1 movesDigital cards1 movesWeill Cornell: 1 movesWeill Cornell1 movesreporting systems: 1 movesreporting systems1 movesscikit-learn: 1 movesscikit-learn1 movestesting: 1 movestesting1 movesvisualizations: 1 movesvisualizations1 moves

Skills after evaluation frameworks

After evaluation frameworksevaluation frameworks → Design rationale presentation: 1 observed employer moves with this skill pairevaluation frameworks → strategic plans: 1 observed employer moves with this skill pairevaluation frameworks → wearable biometrics: 1 observed employer moves with this skill pairevaluation frameworks → computer vision: 1 observed employer moves with this skill pairevaluation frameworks → board reports: 1 observed employer moves with this skill pairevaluation frameworks → Training and fine-tuning: 1 observed employer moves with this skill pairevaluation frameworks → healthcare systems: 1 observed employer moves with this skill pairevaluation frameworks → Accelerometer: 1 observed employer moves with this skill pairevaluationframeworksDesign rationale presentation: 1 movesDesign rationalepresentation1 movesstrategic plans: 1 movesstrategic plans1 moveswearable biometrics: 1 moveswearablebiometrics1 movescomputer vision: 1 movescomputer vision1 movesboard reports: 1 movesboard reports1 movesTraining and fine-tuning: 1 movesTraining andfine-tuning1 moveshealthcare systems: 1 moveshealthcare systems1 movesAccelerometer: 1 movesAccelerometer1 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: python2
Before: dashboards2
Before: Digital cards1
Before: Weill Cornell1
Before: reporting systems1
Before: scikit-learn1
Before: testing1
Before: visualizations1
After: Design rationale presentation1
After: strategic plans1
After: wearable biometrics1
After: computer vision1
After: board reports1
After: Training and fine-tuning1
After: healthcare systems1
After: Accelerometer1

Roles most likely to require evaluation frameworks

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

RolePostings mentioning skill% of role postings mentioning skill
Technical Product Lead27797.9%
Agent Strategist2069.0%
Applied AI Architect4153.9%
Applied Research Engineer934.6%
Technical Product Manager22322.0%
Agentic AI Engineer1117.7%
AI Data Scientist315.0%
Agent Engineer314.3%
AI Platform Architect313.6%
Software Development Test Engineer413.3%

Roles with the most evaluation frameworks postings

RolePostings mentioning skillShare of skill postings
Technical Product Lead27715.8%
Technical Product Manager22312.7%
Software Engineer1739.9%
AI Engineer1096.2%
Product Manager975.5%
Machine Learning Engineer563.2%
Data Scientist512.9%
Applied AI Engineer432.5%
Applied AI Architect412.3%
Forward Deployed Engineer311.8%

Top companies posting jobs requiring evaluation frameworks

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

Top companies posting jobs requiring evaluation frameworks
CompanyPostings · 90 days
Bjakcareer514
Anthropic94
CLERA62
Scale AI32
Waymo22
Sierra17
ServiceNow16
Spotify15
Cisco14
Adobe13

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 evaluation frameworks

NamePostingsShare
San Francisco1377.8%
New York City1257.1%
Singapore502.8%
London462.6%
San Jose281.6%
Seoul281.6%
Sydney271.5%
Seattle251.4%
Bengaluru231.3%

Skills commonly paired with evaluation frameworks

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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 evaluation frameworks by all postings for each role in the same window, ranking roles with at least 20 postings. Role distribution divides each role’s evaluation frameworks postings by all evaluation frameworks 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
729739e49d3dc46d
data_as_of
2026-09-30
window_days
90
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Compiled by Jared Rand · Data sourced from the Skillenai labor market index