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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
1,381Open jobs
DIRECT1,230
ADJACENT151
Hiring companies241
Roles14
Hiring countries20
NEW · 7D+60
Last checkedNov 4, 2026
02
FoundationC++
927Open jobs
DIRECT892
ADJACENT35
Hiring companies207
Roles13
Hiring countries18
NEW · 7D+30
Last checkedNov 4, 2026
03
FoundationLinux
784Open jobs
DIRECT716
ADJACENT68
Hiring companies187
Roles13
Hiring countries17
NEW · 7D+33
Last checkedNov 4, 2026
04
ToolPLC
667Open jobs
DIRECT666
ADJACENT1
Hiring companies69
Roles13
Hiring countries17
NEW · 7D+52
Last checkedNov 4, 2026
05
ToolROS2
588Open jobs
DIRECT587
ADJACENT1
Hiring companies160
Roles13
Hiring countries16
NEW · 7D+20
Last checkedNov 4, 2026
06
FoundationMotion Control
493Open jobs
DIRECT483
ADJACENT10
Hiring companies80
Roles14
Hiring countries13
NEW · 7D+29
Last checkedNov 4, 2026
07
FoundationCAN
475Open jobs
DIRECT474
ADJACENT1
Hiring companies128
Roles13
Hiring countries13
NEW · 7D+32
Last checkedNov 4, 2026
08
FoundationKinematics
328Open jobs
DIRECT328
ADJACENT0
Hiring companies119
Roles11
Hiring countries13
NEW · 7D+11
Last checkedNov 4, 2026
09
ToolROS
249Open jobs
DIRECT249
ADJACENT0
Hiring companies109
Roles13
Hiring countries13
NEW · 7D+7
Last checkedNov 4, 2026
10
FoundationRTOS
242Open jobs
DIRECT242
ADJACENT0
Hiring companies93
Roles10
Hiring countries11
NEW · 7D+12
Last checkedNov 4, 2026
11
ToolEtherCAT
219Open jobs
DIRECT218
ADJACENT1
Hiring companies77
Roles9
Hiring countries11
NEW · 7D+16
Last checkedNov 4, 2026
12
ToolDocker
210Open jobs
DIRECT198
ADJACENT12
Hiring companies97
Roles10
Hiring countries12
NEW · 7D+10
Last checkedNov 4, 2026
13
FoundationMotor Control
205Open jobs
DIRECT205
ADJACENT0
Hiring companies74
Roles10
Hiring countries9
NEW · 7D+13
Last checkedNov 4, 2026
14
ToolIsaac Sim
182Open jobs
DIRECT182
ADJACENT0
Hiring companies84
Roles11
Hiring countries11
NEW · 7D+6
Last checkedNov 4, 2026
15
ToolPyTorch
181Open jobs
DIRECT167
ADJACENT14
Hiring companies101
Roles9
Hiring countries15
NEW · 7D+6
Last checkedNov 4, 2026
16
MethodReinforcement Learning
159Open jobs
DIRECT155
ADJACENT4
Hiring companies67
Roles10
Hiring countries10
NEW · 7D+7
Last checkedNov 4, 2026
17
ToolMuJoCo
156Open jobs
DIRECT156
ADJACENT0
Hiring companies78
Roles8
Hiring countries9
NEW · 7D+6
Last checkedNov 4, 2026
18
MethodVision-Language-Action
147Open jobs
DIRECT144
ADJACENT3
Hiring companies66
Roles10
Hiring countries12
NEW · 7D+6
Last checkedNov 4, 2026
19
Production EvidenceFleet Operation
146Open jobs
DIRECT83
ADJACENT63
Hiring companies43
Roles11
Hiring countries7
NEW · 7D+18
Last checkedNov 4, 2026
20
MethodTeleoperation
140Open jobs
DIRECT131
ADJACENT9
Hiring companies56
Roles11
Hiring countries11
NEW · 7D+5
Last checkedNov 4, 2026
21
FoundationEmbedded Linux
138Open jobs
DIRECT135
ADJACENT3
Hiring companies71
Roles9
Hiring countries11
NEW · 7D+7
Last checkedNov 4, 2026
22
FoundationData Engineering
136Open jobs
DIRECT126
ADJACENT10
Hiring companies64
Roles10
Hiring countries12
NEW · 7D+3
Last checkedNov 4, 2026
23
ToolJetson
135Open jobs
DIRECT125
ADJACENT10
Hiring companies60
Roles11
Hiring countries11
NEW · 7D+6
Last checkedNov 4, 2026
24
MethodImitation Learning
111Open jobs
DIRECT107
ADJACENT4
Hiring companies60
Roles9
Hiring countries12
NEW · 7D+5
Last checkedNov 4, 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.