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PHYSICAL AI · JOBS BY SKILL
Skills mentioned in Physical AI job postings
Explore jobs and employers by skill, including Python, C++ and ROS 2. See which skills appear in the same postings and whether they are required, preferred or simply mentioned.
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Firmware & embeddedTest & validation (HIL)Control systemsSensor integrationMechanical & equipmentField serviceFactory automation & IT/OTFailure analysis & qualitySimulationHardware bring-upRobot AI & sim-to-real
Check precisely with my resume →CURRENT OPEN SKILL EVIDENCE
Current jobs by skill
Sorted by current open-job count
49 SkillsView recent 7-day skill changes →
01
FoundationPython
1,368Open jobs
DIRECT1,217
ADJACENT151
Hiring companies241
Roles14
Hiring countries20
NEW · 7D+85
Last checkedNov 1, 2026
02
FoundationC++
925Open jobs
DIRECT888
ADJACENT37
Hiring companies206
Roles13
Hiring countries18
NEW · 7D+53
Last checkedNov 1, 2026
03
FoundationLinux
777Open jobs
DIRECT708
ADJACENT69
Hiring companies186
Roles13
Hiring countries17
NEW · 7D+54
Last checkedNov 1, 2026
04
ToolPLC
643Open jobs
DIRECT642
ADJACENT1
Hiring companies69
Roles13
Hiring countries17
NEW · 7D+45
Last checkedNov 1, 2026
05
ToolROS2
589Open jobs
DIRECT586
ADJACENT3
Hiring companies158
Roles13
Hiring countries16
NEW · 7D+35
Last checkedNov 1, 2026
06
FoundationMotion Control
476Open jobs
DIRECT468
ADJACENT8
Hiring companies80
Roles14
Hiring countries13
NEW · 7D+25
Last checkedNov 1, 2026
07
FoundationCAN
469Open jobs
DIRECT467
ADJACENT2
Hiring companies128
Roles13
Hiring countries13
NEW · 7D+40
Last checkedNov 1, 2026
08
FoundationKinematics
326Open jobs
DIRECT326
ADJACENT0
Hiring companies117
Roles12
Hiring countries13
NEW · 7D+14
Last checkedNov 1, 2026
09
ToolROS
247Open jobs
DIRECT247
ADJACENT0
Hiring companies107
Roles13
Hiring countries13
NEW · 7D+8
Last checkedNov 1, 2026
10
FoundationRTOS
237Open jobs
DIRECT237
ADJACENT0
Hiring companies92
Roles10
Hiring countries11
NEW · 7D+14
Last checkedNov 1, 2026
11
ToolEtherCAT
216Open jobs
DIRECT215
ADJACENT1
Hiring companies77
Roles9
Hiring countries11
NEW · 7D+18
Last checkedNov 1, 2026
12
ToolDocker
206Open jobs
DIRECT193
ADJACENT13
Hiring companies96
Roles10
Hiring countries12
NEW · 7D+10
Last checkedNov 1, 2026
13
FoundationMotor Control
202Open jobs
DIRECT201
ADJACENT1
Hiring companies74
Roles11
Hiring countries9
NEW · 7D+11
Last checkedNov 1, 2026
14
ToolIsaac Sim
182Open jobs
DIRECT182
ADJACENT0
Hiring companies83
Roles11
Hiring countries11
NEW · 7D+15
Last checkedNov 1, 2026
15
ToolPyTorch
176Open jobs
DIRECT163
ADJACENT13
Hiring companies98
Roles9
Hiring countries15
NEW · 7D+3
Last checkedNov 1, 2026
16
MethodReinforcement Learning
158Open jobs
DIRECT155
ADJACENT3
Hiring companies67
Roles9
Hiring countries10
NEW · 7D+7
Last checkedNov 1, 2026
17
ToolMuJoCo
157Open jobs
DIRECT157
ADJACENT0
Hiring companies78
Roles8
Hiring countries9
NEW · 7D+7
Last checkedNov 1, 2026
18
MethodVision-Language-Action
147Open jobs
DIRECT145
ADJACENT2
Hiring companies65
Roles10
Hiring countries12
NEW · 7D+13
Last checkedNov 1, 2026
19
Production EvidenceFleet Operation
145Open jobs
DIRECT83
ADJACENT62
Hiring companies44
Roles11
Hiring countries7
NEW · 7D+16
Last checkedNov 1, 2026
20
MethodTeleoperation
138Open jobs
DIRECT129
ADJACENT9
Hiring companies55
Roles11
Hiring countries11
NEW · 7D+4
Last checkedNov 1, 2026
21
FoundationData Engineering
136Open jobs
DIRECT126
ADJACENT10
Hiring companies65
Roles10
Hiring countries12
NEW · 7D+2
Last checkedNov 1, 2026
22
FoundationEmbedded Linux
135Open jobs
DIRECT132
ADJACENT3
Hiring companies70
Roles9
Hiring countries11
NEW · 7D+5
Last checkedNov 1, 2026
23
ToolJetson
132Open jobs
DIRECT121
ADJACENT11
Hiring companies59
Roles11
Hiring countries11
NEW · 7D+3
Last checkedNov 1, 2026
24
MethodImitation Learning
109Open jobs
DIRECT106
ADJACENT3
Hiring companies59
Roles9
Hiring countries12
NEW · 7D+4
Last checkedNov 1, 2026
Methodology · Current open jobs only
Only skills in current Physical AI jobs confirmed on official company career sites are used.
FOUNDATION / METHOD / TOOL / PRODUCTION_EVIDENCE are data categories, not proficiency levels or scores.
Skills shown together appeared in the same current job postings. Co-occurrence does not imply causality, required dependency or proficiency.
NEW · 7D means Banseog first observed a qualifying job containing the skill within the last seven days. It may differ from the employer posting date.
Default ordering uses current job count and hiring-company breadth. It is not a ranking of skill value, salary or future prospects.