Applied Methods
~The MetaPhysical SystemsSystems Engineer (Hardware)

Systems Engineer (Hardware)

Systems Engineers in this slug lead system-level integration of hardware, software, and mechanical subsystems for physical products and infrastructure—across two broad clusters. The first is AI-powered physical products: autonomous vehicles, robotics, satellites, and defense systems, where the role spans architecture, requirements, and verification across cross-functional engineering teams. The second is large-scale physical computing infrastructure: AI data centers and modular compute systems, where the role centers on integrating mechanical, electrical, and thermal subsystems and leading commissioning and validation activities through deployment. Both clusters share the underlying craft of system-level integration, requirements management, and cross-domain coordination. These engineers typically sit within hardware, systems, or infrastructure engineering organizations, working alongside domain specialists in mechanical, electrical, software, and operations functions.

$ titles --canonical
Systems Integration EngineerSenior Systems EngineerStaff Systems EngineerSystem IntegratorSystems ArchitectPrincipal Systems EngineerSystems Engineer V&VSystems Engineer, PerceptionSystems Engineer, SensingSafety Systems ArchitectSystems Engineer, Behavioral RequirementsSenior Systems Engineer - SatelliteSystems Engineer (Aviation)Commissioning Engineer
Open Jobs238
Companies Hiring19
$ expectations --role systems-engineer-(hardware)

Measured across 225 of 242 open postings.

4%
expect AI in the role's own work
0% state it as a requirement
13%
work directly with customers
25%
manage people
Senior
most common level
41% of open postings
BY LEVEL

This role is advertised at 5 levels, so a single figure for the role would describe none of them. Experience and pay are the midpoints for each level on its own.

LevelShareMedian yearsMedian pay
Entry5%(11)——
Mid19%(43)5$218k
Senior41%(93)8$213k
Staff / Principal20%(46)10$210k
Manager6%(14)——

A dash means too few postings stated it to report a midpoint. Most companies do not publish a salary band, so pay is indicative rather than a market rate. 3 levels with fewer than 10 open postings are not shown.

WHAT THEY ASK FOR, VERBATIM

“Proficient in developing test plans, requirements tracing, test scripts (Python, MATLAB, or similar), and test automation tools.”

True Anomaly · Avionics Test Engineer

“Establish long term project roadmaps to ensure that the latest automation and AI tooling is being incorporated into the testing pipeline”

Waymo · Structured Testing Vendor Engineering Lead

“Install AI software onto edge computing devices using Helsing's in-house deployment tools”

Helsing · Lead Field Engineer

“deploy advanced aircraft models in C++ across multiple engineering domains—ranging from mathematical physics to the latest in surrogate machine learning methods”

Shield AI · Modeling & Simulation Engineer (R4869)
$ barriers
8%
advertised as remote
of postings that state a work mode
53%
state a degree requirement
4%
ask for a PhD
22%
need a security clearance
90%
still advertised a month later
4 points slower than the board

Requirements are a share of every open posting, so a role missing from this list is one where almost nobody asks. Work mode is different: many postings never say, so that figure counts only the ones that do. A posting stops being advertised when it is filled, cancelled or reorganised, so read the last figure as how long these stay on the market, not as time to hire.

$02

Skills

What companies are looking for in this role.

$ skills --core

Hardware and embedded systems

42%

Hardware test and validation

38%

Technical program management

35%

Functional safety engineering

19%

Technical issue diagnosis

17%

Systems integration and APIs

14%

Reliability and failure analysis

14%

Design for manufacturability

12%

Simulation and physical modeling

12%

Critical facility operations

11%

Construction delivery and commissioning

10%

Hardware bring-up and debug

10%

Incident response and reliability

10%

Program and project management

9%

Quality management systems

9%
$ skills --emerging

AI autonomy safety assurance

16%
$ skills --soft

Cross-functional collaboration

50%

Technical team leadership and mentoring

24%

Technical documentation

22%
$03

Technology

The tools and technologies that define this role.

$ tech --language
Pythonmoderate
C/C++low
C++low
MATLABlow
$ tech --platform
Building Management System (BMS)low
Electrical Power Management System (EPMS)low
Linuxlow
$ tech --concept
Autonomous systemslow
CADlow
Hardware-in-the-Loop (HIL)low
SCADAlow
$04

Open Jobs

238 open Systems Engineer (Hardware) jobs across 19 companies.

True Anomaly2d
Avionics Test Engineer
Long Beach, CA·Physical Systems
CHAOS Industries3d
Senior Principal Systems Engineer, Algorithm Development
El Segundo, CA·Physical Systems
Figure AI3d
Validation Engineering Intern [Winter 2027]
San Jose, CA·Physical Systems
CHAOS Industries4d
Senior Test Automation Software Engineer
El Segundo, California, United States·Physical Systems
True Anomaly1w
Systems Test Engineer
Long Beach, CA·Physical Systems
Shield AI2w
Deputy Chief Engineer, X-BAT
Seattle, Washington·Physical Systems
Hark2w
Compliance Engineer
San Jose·Physical Systems
Waymo2w
2027 Summer Intern, MS/PhD, Systems Engineer, Autonomous Vehicle Networks & Diagnostics
Mountain View, CA, USA·Physical Systems
Waymo2w
Technical Lead Manager, Collision Avoidance Testing
Mountain View, CA, US; San Francisco, CA, US·Physical Systems
Waymo2w
Senior Systems Integration Engineer
Mountain View, CA, USA·Physical Systems
Shield AI2w
Senior Engineer, System (R5708)
Melbourne·Physical Systems
Shield AI2w
Senior Engineer, System Integration Test (R6086)
San Diego, California·Physical Systems
Shield AI2w
Senior Engineer, Reliability (R5950)
Seattle, Washington·Physical Systems
xAI2w
Lead Engineer (Power Generation) - Memphis
Southaven, MS; Memphis, TN·Physical Systems
xAI2w
Controls Engineer (Power Generation) - Memphis
Southaven, MS; Memphis, TN·Physical Systems
xAI2w
Manager, Engineering (Power Generation & Utilities) - Memphis
Southaven, MS; Memphis, TN·Physical Systems
Shield AI2w
Staff Engineer, Flight Test (R6064)
Washington, D.C.·Physical Systems
Shield AI2w
Staff Engineer, System Test Network (R6030)
Washington, D.C.·Physical Systems
Shield AI2w
Staff Engineer, Industrial (R6037)
Dallas, Texas·Physical Systems
Graphcore2w
Hardware Platform Development Intern
Austin, Texas, United States·Physical Systems