Human skill datasets across real-world work
Batchdim provides curated datasets across skilled trades, fine motor workflows, and motion-based human activity for robotics, world models, and embodied AI.
Our offerings are designed around forms of human work and physical interaction that are difficult to capture well and valuable to model. These categories are especially relevant for systems that need to learn tool use, dexterity, sequential behavior, and adaptation to real environments.
Skilled trades
Electricians
Human workflows involving hand tools, installation tasks, inspection behavior, equipment interaction, and movement through constrained workspaces.
Auto mechanics
Procedural activity involving tool handling, part interaction, body positioning, inspection, maintenance tasks, and complex object manipulation.
Carpenters
Construction-oriented workflows including measuring, cutting, assembly, hand tool usage, material handling, and repetitive skilled motion.
Plumbers
Task sequences involving installation, repair, tight-space movement, tool use, and interaction with varied hardware and environments.
Painters
Surface preparation, repeated hand motion, tool control, material application, and environment-dependent execution.
Fine motor and creative workflows
Calligraphers
Fine motor precision, hand control, tool angle variation, stroke sequencing, and detailed human-object interaction.
Potters
Continuous hand shaping, tactile material interaction, coordinated movement, and nuanced object manipulation.
Makeup artists
Face-adjacent precision work, brush and tool use, varied hand trajectories, and delicate, context-aware motion.
Barbers
Scissor and clipper handling, close-range tool interaction, fine motor coordination, and repeatable procedural task sequences.
Musicians
Instrument-specific motion, timing, dexterity, posture, and bimanual coordination across domains such as guitar and piano.
Motion-rich activity
Bikers
Dynamic movement, balance, body coordination, navigation through space, and physical behavior in real environments.
Need a different domain?
We also support targeted dataset scoping around particular professions, workflows, motion classes, or operator environments. If your team is training for a specific task, we can help define the right coverage and curate the right dataset.
Request a Custom Dataset