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

As of 2026-09-30, experiments appears in 649 job postings indexed by Skillenai over the past 90 days — Product Manager has the most postings mentioning experiments.

Last updated · 90d ending 2026-09-30

Postings · last 90 days
649
Top role · 61.2% of skill postings
Top hiring metro
San Francisco

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Frequently asked questions about experiments

+Is experiments in demand in 2026?

Yes. experiments appears in 649 job postings indexed by Skillenai over the 90 days ending 2026-09-30. Product Manager accounts for the most postings mentioning experiments (61.2% of all postings mentioning experiments).

+What jobs require experiments?

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 experiments are Product Owner (7.6% of that role’s postings mention experiments), Operations Program Manager (5.0% of that role’s postings mention experiments), Growth Engineer (4.5% of that role’s postings mention experiments).

+What skills are commonly paired with experiments?

Across job postings indexed by Skillenai (90 days ending 2026-09-30), experiments most often appears alongside Product Management, user research, stakeholder management, Success metrics, A/B testing.

+Where is experiments most in demand?

As of 2026-09-30, the metro areas posting the most jobs requiring experiments are San Francisco, Singapore, Tokyo, Hong Kong, Seoul, according to the Skillenai jobs index.

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

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

+Which skills come before and after experiments?

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 experiments — last 90 days

Salary distribution

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

Career paths around experiments

Skills documented before and after this skill across employer changes.

Historical career profiles · all locations

Skills before experiments

Before experimentspython → experiments: 3 observed employer moves with this skill pairXSS → experiments: 1 observed employer moves with this skill pairinstrument-generated data → experiments: 1 observed employer moves with this skill pairFlask-Login → experiments: 1 observed employer moves with this skill pairMonitoreo → experiments: 1 observed employer moves with this skill pairCRISPR → experiments: 1 observed employer moves with this skill pairsecurity issues → experiments: 1 observed employer moves with this skill pairBattery Management System (BMS) → experiments: 1 observed employer moves with this skill pairexperimentspython: 3 movespython3 movesXSS: 1 movesXSS1 movesinstrument-generated data: 1 movesinstrument-genera…data1 movesFlask-Login: 1 movesFlask-Login1 movesMonitoreo: 1 movesMonitoreo1 movesCRISPR: 1 movesCRISPR1 movessecurity issues: 1 movessecurity issues1 movesBattery Management System (BMS): 1 movesBattery ManagementSystem (BMS)1 moves

Skills after experiments

After experimentsexperiments → R: 2 observed employer moves with this skill pairexperiments → test reports: 1 observed employer moves with this skill pairexperiments → contracting: 1 observed employer moves with this skill pairexperiments → Fortran: 1 observed employer moves with this skill pairexperiments → Pie charts: 1 observed employer moves with this skill pairexperiments → ci/cd: 1 observed employer moves with this skill pairexperiments → fluid automation: 1 observed employer moves with this skill pairexperiments → python: 1 observed employer moves with this skill pairexperimentsR: 2 movesR2 movestest reports: 1 movestest reports1 movescontracting: 1 movescontracting1 movesFortran: 1 movesFortran1 movesPie charts: 1 movesPie charts1 movesci/cd: 1 movesci/cd1 movesfluid automation: 1 movesfluid automation1 movespython: 1 movespython1 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: python3
Before: XSS1
Before: instrument-generated data1
Before: Flask-Login1
Before: Monitoreo1
Before: CRISPR1
Before: security issues1
Before: Battery Management System (BMS)1
After: R2
After: test reports1
After: contracting1
After: Fortran1
After: Pie charts1
After: ci/cd1
After: fluid automation1
After: python1

Roles most likely to require experiments

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

RolePostings mentioning skill% of role postings mentioning skill
Product Owner1097.6%
Operations Program Manager45.0%
Growth Engineer24.5%
Senior Data Scientist13.7%
Analytics Intern13.6%
Product Manager3973.3%
Product Lead42.5%
Research Engineer152.4%
ML Research Engineer12.1%
AI Deployment Engineer12.0%

Roles with the most experiments postings

RolePostings mentioning skillShare of skill postings
Product Manager39761.2%
Product Owner10916.8%
Software Engineer233.5%
Research Engineer152.3%
Data Scientist121.8%
Machine Learning Engineer101.5%
AI Product Manager40.6%
Applied Scientist40.6%
Data Analyst40.6%
Operations Program Manager40.6%

Top companies posting jobs requiring experiments

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

Top companies posting jobs requiring experiments
CompanyPostings · 90 days
Bjakcareer449
CLERA14
Stripe8
Grab8
Notion4
Pinterest4
Bjak3
N8n3
General Motors3
SpaceX3

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 experiments

NamePostingsShare
San Francisco264.0%
Singapore243.7%
Tokyo243.7%
Hong Kong213.2%
Seoul203.1%
Sydney203.1%
Taipei192.9%
New York City182.8%
London111.7%

Skills commonly paired with experiments

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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 experiments by all postings for each role in the same window, ranking roles with at least 20 postings. Role distribution divides each role’s experiments postings by all experiments 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
6938f2be0245b3ad
data_as_of
2026-09-30
window_days
90
Hiring engineers who use experiments?

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