What is Sim-to-Real Transfer and how common is it in AI job postings?

Sim-to-Real Transfer is a skill in the "Robotics & Embodied" category. It currently appears in 67 active AI roles across 19 companies in our index.

Which companies are hiring for Sim-to-Real Transfer?

The top employers with active AI roles mentioning Sim-to-Real Transfer are: Amazon (19), NVIDIA (16), Meta (6), ByteDance (4), Autodesk (4).

Is demand for Sim-to-Real Transfer growing?

Over the last 12 weeks, 45 new AI postings mentioned Sim-to-Real Transfer. Demand is rising — up 300% in the last four weeks compared to the earliest four weeks in the window.

At which stage of AI development is Sim-to-Real Transfer used?

Roles requiring Sim-to-Real Transfer are concentrated in: application (30%), agents (25%), data (19%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

What skills are commonly paired with Sim-to-Real Transfer?

Job postings that mention Sim-to-Real Transfer most often also require: Machine Learning, Robotics, Simulation, Reinforcement Learning (RL), Python.

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Sim-to-Real Transfer

67 active AI roles across 19 companies mention Sim-to-Real Transfer. Category: Robotics & Embodied.

Top employers

Amazon19Big Tech NVIDIA16Semiconductors Meta6Big Tech ByteDance4Big Tech Autodesk4Enterprise Adobe3Enterprise Google2Big Tech Anduril2Defense Wayve1Robotics Synthesia1Multimodal Microsoft1Big Tech Luma AI1AI Frontier JPMorgan Chase1Banking Figure AI1Robotics Descript1AI Frontier Cresta1Vertical AI Weights & Biases1Data AI Apptronik1Robotics AMD1Semiconductors

Demand trend

New AI postings mentioning Sim-to-Real Transfer per week — 45 total over 12 weeks.

Sector

All Big Tech · 32 Semiconductors · 17 Enterprise · 7 Robotics · 3 Defense · 2 AI Frontier · 2 Vertical AI · 1 Multimodal · 1 Data AI · 1 Banking · 1

Function

All Engineering · 45 Research · 22

Status

All Active only

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7 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
Autodesk	Principal Research Engineer AEC Data - Generative AI, East Coast United States	Enterprise	8	L0
Adobe	Senior Machine Learning Engineer, AI Platform	Enterprise	8	L3
Adobe	Er: 2026 Intern - Research Scientist / Engineer	Enterprise	8	L1
Adobe	2026 Intern - Research Scientist/Engineer	Enterprise	8	L1
Autodesk	Principal Research Engineer, AEC Data, Generative AI	Enterprise	7	L0
Autodesk	Principal Machine Learning Engineer	Enterprise	7	L0
Autodesk	PhD Intern, HCI & Visualization Research	Enterprise	7	L2

Frequently asked questions

What is Sim-to-Real Transfer and how common is it in AI job postings?
Sim-to-Real Transfer is a skill in the "Robotics & Embodied" category. It currently appears in 67 active AI roles across 19 companies in our index.
Which companies are hiring for Sim-to-Real Transfer?
The top employers with active AI roles mentioning Sim-to-Real Transfer are: Amazon (19), NVIDIA (16), Meta (6), ByteDance (4), Autodesk (4).
Is demand for Sim-to-Real Transfer growing?
Over the last 12 weeks, 45 new AI postings mentioned Sim-to-Real Transfer. Demand is rising — up 300% in the last four weeks compared to the earliest four weeks in the window.
At which stage of AI development is Sim-to-Real Transfer used?
Roles requiring Sim-to-Real Transfer are concentrated in: application (30%), agents (25%), data (19%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.
What skills are commonly paired with Sim-to-Real Transfer?
Job postings that mention Sim-to-Real Transfer most often also require: Machine Learning, Robotics, Simulation, Reinforcement Learning (RL), Python.

Sim-to-Real Transfer

Top employers

Often paired with

Demand trend

Frequently asked questions

Sim-to-Real Transfer

Top employers

Often paired with

Demand trend

Frequently asked questions