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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
1,447Open jobs
DIRECT1,283
ADJACENT164
Hiring companies245
Roles14
Hiring countries22
NEW · 7D+72
Last checkedNov 12, 2026
02
FoundationC++
972Open jobs
DIRECT935
ADJACENT37
Hiring companies213
Roles14
Hiring countries20
NEW · 7D+47
Last checkedNov 12, 2026
03
FoundationLinux
808Open jobs
DIRECT736
ADJACENT72
Hiring companies191
Roles13
Hiring countries19
NEW · 7D+28
Last checkedNov 12, 2026
04
ToolPLC
729Open jobs
DIRECT728
ADJACENT1
Hiring companies72
Roles13
Hiring countries18
NEW · 7D+48
Last checkedNov 12, 2026
05
ToolROS2
605Open jobs
DIRECT604
ADJACENT1
Hiring companies161
Roles14
Hiring countries17
NEW · 7D+23
Last checkedNov 12, 2026
06
FoundationMotion Control
551Open jobs
DIRECT541
ADJACENT10
Hiring companies80
Roles14
Hiring countries13
NEW · 7D+61
Last checkedNov 12, 2026
07
FoundationCAN
498Open jobs
DIRECT497
ADJACENT1
Hiring companies132
Roles13
Hiring countries15
NEW · 7D+20
Last checkedNov 12, 2026
08
FoundationKinematics
344Open jobs
DIRECT344
ADJACENT0
Hiring companies123
Roles11
Hiring countries13
NEW · 7D+14
Last checkedNov 12, 2026
09
FoundationRTOS
259Open jobs
DIRECT259
ADJACENT0
Hiring companies96
Roles10
Hiring countries12
NEW · 7D+16
Last checkedNov 12, 2026
10
ToolROS
246Open jobs
DIRECT246
ADJACENT0
Hiring companies111
Roles13
Hiring countries14
NEW · 7D+3
Last checkedNov 12, 2026
11
ToolEtherCAT
231Open jobs
DIRECT230
ADJACENT1
Hiring companies79
Roles9
Hiring countries14
NEW · 7D+11
Last checkedNov 12, 2026
12
FoundationMotor Control
214Open jobs
DIRECT214
ADJACENT0
Hiring companies74
Roles10
Hiring countries9
NEW · 7D+7
Last checkedNov 12, 2026
13
ToolDocker
211Open jobs
DIRECT200
ADJACENT11
Hiring companies96
Roles10
Hiring countries13
NEW · 7D+5
Last checkedNov 12, 2026
14
ToolIsaac Sim
193Open jobs
DIRECT193
ADJACENT0
Hiring companies85
Roles11
Hiring countries12
NEW · 7D+10
Last checkedNov 12, 2026
15
ToolPyTorch
186Open jobs
DIRECT170
ADJACENT16
Hiring companies100
Roles10
Hiring countries15
NEW · 7D+5
Last checkedNov 12, 2026
16
ToolMuJoCo
165Open jobs
DIRECT165
ADJACENT0
Hiring companies79
Roles9
Hiring countries10
NEW · 7D+11
Last checkedNov 12, 2026
17
MethodReinforcement Learning
164Open jobs
DIRECT159
ADJACENT5
Hiring companies66
Roles10
Hiring countries10
NEW · 7D+10
Last checkedNov 12, 2026
18
Production EvidenceFleet Operation
153Open jobs
DIRECT87
ADJACENT66
Hiring companies43
Roles11
Hiring countries7
NEW · 7D+7
Last checkedNov 12, 2026
19
MethodVision-Language-Action
151Open jobs
DIRECT148
ADJACENT3
Hiring companies67
Roles11
Hiring countries12
NEW · 7D+4
Last checkedNov 12, 2026
20
FoundationEmbedded Linux
146Open jobs
DIRECT142
ADJACENT4
Hiring companies72
Roles9
Hiring countries11
NEW · 7D+8
Last checkedNov 12, 2026
21
MethodTeleoperation
144Open jobs
DIRECT134
ADJACENT10
Hiring companies59
Roles10
Hiring countries12
NEW · 7D+8
Last checkedNov 12, 2026
22
ToolJetson
140Open jobs
DIRECT129
ADJACENT11
Hiring companies64
Roles11
Hiring countries12
NEW · 7D+7
Last checkedNov 12, 2026
23
FoundationData Engineering
139Open jobs
DIRECT127
ADJACENT12
Hiring companies63
Roles10
Hiring countries13
NEW · 7D+8
Last checkedNov 12, 2026
24
MethodImitation Learning
118Open jobs
DIRECT114
ADJACENT4
Hiring companies65
Roles9
Hiring countries13
NEW · 7D+8
Last checkedNov 12, 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.