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

As of 2026-09-30, Simulation appears in 1,408 job postings indexed by Skillenai over the past 90 days — Software Engineer has the most postings mentioning Simulation, with demand share up 7.7% vs the prior 4 weeks.

Last updated · 90d ending 2026-09-30

Postings · last 90 days
1,408
Demand vs prior month
up 7.7% vs the prior 4 weeks
Top role · 14.1% of skill postings
Top hiring metro
Mountain View

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Frequently asked questions about Simulation

+Is Simulation in demand in 2026?

Yes. Simulation appears in 1,408 job postings indexed by Skillenai over the 90 days ending 2026-09-30. Software Engineer accounts for the most postings mentioning Simulation (14.1% of all postings mentioning Simulation).

+What jobs require Simulation?

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 Simulation are FPGA Engineer (30.0% of that role’s postings mention Simulation), Network Software Engineer (28.6% of that role’s postings mention Simulation), Robotics Engineer (25.4% of that role’s postings mention Simulation).

+What skills are commonly paired with Simulation?

Across job postings indexed by Skillenai (90 days ending 2026-09-30), Simulation most often appears alongside Python, C++, machine learning, SQL, optimization.

+Where is Simulation most in demand?

As of 2026-09-30, the metro areas posting the most jobs requiring Simulation are Mountain View, Sunnyvale, Costa Mesa, San Francisco, New York City, according to the Skillenai jobs index.

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

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

+Which skills come before and after Simulation?

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 Simulation — last 90 days

Salary distribution

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

Career paths around Simulation

Skills documented before and after this skill across employer changes.

Historical career profiles · all locations

Skills before Simulation

Before Simulationpython → Simulation: 4 observed employer moves with this skill pairAWS → Simulation: 4 observed employer moves with this skill pairoptimization → Simulation: 2 observed employer moves with this skill pairadversarial attacks → Simulation: 2 observed employer moves with this skill pairlogistic regression → Simulation: 2 observed employer moves with this skill pairC++ → Simulation: 2 observed employer moves with this skill pairdata analysis → Simulation: 2 observed employer moves with this skill pairoperations research → Simulation: 2 observed employer moves with this skill pairSimulationpython: 4 movespython4 movesAWS: 4 movesAWS4 movesoptimization: 2 movesoptimization2 movesadversarial attacks: 2 movesadversarialattacks2 moveslogistic regression: 2 moveslogisticregression2 movesC++: 2 movesC++2 movesdata analysis: 2 movesdata analysis2 movesoperations research: 2 movesoperationsresearch2 moves

Skills after Simulation

After SimulationSimulation → MatLab: 2 observed employer moves with this skill pairSimulation → logistic regression: 2 observed employer moves with this skill pairSimulation → sql: 2 observed employer moves with this skill pairSimulation → python: 2 observed employer moves with this skill pairSimulation → quantum gates: 1 observed employer moves with this skill pairSimulation → neural network model: 1 observed employer moves with this skill pairSimulation → brown water boat: 1 observed employer moves with this skill pairSimulation → trusted computing: 1 observed employer moves with this skill pairSimulationMatLab: 2 movesMatLab2 moveslogistic regression: 2 moveslogisticregression2 movessql: 2 movessql2 movespython: 2 movespython2 movesquantum gates: 1 movesquantum gates1 movesneural network model: 1 movesneural networkmodel1 movesbrown water boat: 1 movesbrown water boat1 movestrusted computing: 1 movestrusted computing1 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: python4
Before: AWS4
Before: optimization2
Before: adversarial attacks2
Before: logistic regression2
Before: C++2
Before: data analysis2
Before: operations research2
After: MatLab2
After: logistic regression2
After: sql2
After: python2
After: quantum gates1
After: neural network model1
After: brown water boat1
After: trusted computing1

Roles most likely to require Simulation

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

RolePostings mentioning skill% of role postings mentioning skill
FPGA Engineer630.0%
Network Software Engineer828.6%
Robotics Engineer1825.4%
Robotics Software Engineer2416.3%
Mission Software Engineer914.3%
GNC Engineer314.3%
Quantitative Research Intern312.5%
Research Intern610.7%
Technical Lead Manager310.3%
Industrial Engineer29.5%

Roles with the most Simulation postings

RolePostings mentioning skillShare of skill postings
Software Engineer19814.1%
Systems Engineer1218.6%
Data Scientist866.1%
Machine Learning Engineer553.9%
Research Scientist423.0%
Technical Program Manager402.8%
Product Manager282.0%
AI Trainer261.8%
Robotics Software Engineer241.7%
Robotics Engineer181.3%

Top companies posting jobs requiring Simulation

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

Top companies posting jobs requiring Simulation
CompanyPostings · 90 days
Waymo82
Wayve70
Anduril Industries67
Anduril52
General Motors37
NVIDIA35
Anyone-ai27
SpaceX20
Bosch20
Cisco20

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 Simulation

NamePostingsShare
Mountain View846.0%
Sunnyvale584.1%
Costa Mesa564.0%
San Francisco423.0%
New York City382.7%
London342.4%
San Jose322.3%
El Segundo241.7%
Boston231.6%

Skills commonly paired with Simulation

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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 Simulation by all postings for each role in the same window, ranking roles with at least 20 postings. Role distribution divides each role’s Simulation postings by all Simulation 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). Adjusted posting share: 0.6% to 0.7%. Demand share change is the relative percentage change between these adjusted shares. Each employer-and-ATS group has at least 10 postings in each 90-day window; its earlier posting count supplies the same weight in both windows. The panel includes 2,596 identified employers and covers 68% of earlier and 72% of latest indexed postings. Windows: 2026-06-02 to 2026-08-31 and 2026-06-30 to 2026-09-28 (UTC; end dates excluded). The windows overlap by 62 days. Dates reflect indexing, not the employer’s posting date. This measures posting mix, not total hiring or market-wide demand. Matching excludes entrants and exits; changes in crawl completeness within an employer or ATS can still affect the result.

source
Skillenai jobs index, deduplicated daily
entity_id
2d7de06353bc160a
data_as_of
2026-09-30
window_days
90
Hiring engineers who use Simulation?

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