4.7 KiB
4.7 KiB
Market evidence report — battery-simulation-engineer
Source: 67 real job ads (JSearch API, countries: us 67), extracted into the MSSQL evidence store; as of 2026-07-09. This report contains extracted, aggregated facts only — no ad text is reproduced (copyright / platform terms).
Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 54 | 81 % |
| senior | 8 | 12 % |
| junior | 3 | 4 % |
| n/a | 2 | 3 % |
Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Python | 23 | 34 % |
| 2 | MATLAB | 14 | 21 % |
| 3 | Simulink | 7 | 10 % |
| 4 | C++ | 5 | 7 % |
| 5 | COMSOL | 5 | 7 % |
| 6 | Microsoft Office | 5 | 7 % |
| 7 | Abaqus | 4 | 6 % |
| 8 | Selenium | 4 | 6 % |
| 9 | AWS | 3 | 4 % |
| 10 | CANalyzer | 3 | 4 % |
| 11 | dSpace Simulink | 3 | 4 % |
| 12 | Eclipse | 3 | 4 % |
| 13 | ETAS INCA | 3 | 4 % |
| 14 | gcc compiler | 3 | 4 % |
| 15 | gdb debugger | 3 | 4 % |
| 16 | Git | 3 | 4 % |
| 17 | GitLab | 3 | 4 % |
| 18 | GT-SUITE | 3 | 4 % |
| 19 | Hypermesh | 3 | 4 % |
| 20 | HyperView | 3 | 4 % |
| 21 | Java | 3 | 4 % |
| 22 | Jira | 3 | 4 % |
| 23 | MATLAB/Simulink | 3 | 4 % |
| 24 | PyBaMM | 3 | 4 % |
| 25 | Simscape | 3 | 4 % |
| 26 | Vehicle Spy | 3 | 4 % |
Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 10 | 15 % |
| 2 | electrochemical modeling | 9 | 13 % |
| 3 | test planning | 8 | 12 % |
| 4 | thermal modeling | 8 | 12 % |
| 5 | battery modeling | 7 | 10 % |
| 6 | troubleshooting | 6 | 9 % |
| 7 | simulation | 5 | 7 % |
| 8 | hil design | 4 | 6 % |
| 9 | structural analysis | 4 | 6 % |
| 10 | test plan development | 4 | 6 % |
| 11 | battery cell design | 3 | 4 % |
| 12 | cfd analysis | 3 | 4 % |
| 13 | data processing | 3 | 4 % |
| 14 | engineering project leadership | 3 | 4 % |
| 15 | failure mode analysis | 3 | 4 % |
| 16 | heat transfer analysis | 3 | 4 % |
| 17 | performance testing | 3 | 4 % |
| 18 | real time simulation | 3 | 4 % |
| 19 | regression testing | 3 | 4 % |
| 20 | requirements verification | 3 | 4 % |
| 21 | simulation analysis | 3 | 4 % |
| 22 | software development | 3 | 4 % |
| 23 | software testing | 3 | 4 % |
| 24 | system validation | 3 | 4 % |
| 25 | systems engineering | 3 | 4 % |
| 26 | technical documentation | 3 | 4 % |
| 27 | test execution | 3 | 4 % |
| 28 | thermal analysis | 3 | 4 % |
| 29 | validation | 3 | 4 % |
| 30 | verification | 3 | 4 % |
Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | scrum | 5 | 7 % |
| 2 | continuous integration | 4 | 6 % |
| 3 | agile principles | 3 | 4 % |
| 4 | dfss | 3 | 4 % |
| 5 | lean manufacturing | 3 | 4 % |
Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | test execution | 7 | 10 % |
| 2 | model development | 5 | 7 % |
| 3 | cross-functional collaboration | 4 | 6 % |
| 4 | cell design collaboration | 3 | 4 % |
| 5 | issue resolution | 3 | 4 % |
| 6 | leadership reporting | 3 | 4 % |
| 7 | model creation | 3 | 4 % |
| 8 | performance criteria definition | 3 | 4 % |
| 9 | requirement negotiation | 3 | 4 % |
| 10 | test plan development | 3 | 4 % |
| 11 | thermal model development | 3 | 4 % |
Job title variants in the market
| Title | Ads |
|---|---|
| Battery Modeling Engineer | 5 |
| Battery Simulation Engineer | 5 |
| Battery and Propulsion Thermal 1D Engineer | 2 |
| Senior Software Engineer – HIL Battery & Propulsion Simulation & Integration | 2 |
| Software Test Engineer | 2 |
| Test Engineer with Security Clearance | 2 |
| 1D Thermal Simulation Engineer – EV HVAC & Battery | 1 |
| Advanced Test Engineer | 1 |
| Ample Inc - Simulation Engineer - EMI / EMC | 1 |
| AUTOMATED TEST ENGINEER | 1 |
| Battery Algorithms Engineer | 1 |
| Battery Cell Engineering Intern - Materials & Modeling | 1 |
| Battery Engineer | 1 |
| Battery Modeling & Data Visualization Engineer | 1 |
| Battery Modeling Engineer: AI-Driven Cell Design & Aging | 1 |
| Battery Modeling Engineer: ECM & SOC/SOH Specialist | 1 |
| Battery Modeling Engineer: Electrochemical Simulations | 1 |
| Battery Modeling Engineer: Enable Fast, Safe Drone Power | 1 |
| Battery Simulation & Computational Scientist Internship | 1 |
| Battery Simulation Engineer Drive EV Powertrain Insights | 1 |
| Battery Simulation Software Engineer | 1 |
| Battery Structural CAE Engineer | 1 |
| Battery Thermal 3D CFD–Virtual Propulsion Engineer (VPE) | 1 |
| Battery Thermal Engineer | 1 |
| Battery Thermal Modeling Engineer — AEDT/Icepak Specialist | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.