Western commercial environment · Hospitality & Events

Hotel & Lodging Egocentric Data Collection

First-person video of real hotel & lodging work in Western commercial settings, recorded to one written spec, consented, anonymized and QA-checked before it ships.
Sector
Hospitality & Events
Tasks listed
18
Status
18 ready to deploy
Capture
Phone (head-mounted) / multiview rig

Environment

What does the hotel & lodging environment cover?

Typical settings: Hotel guest room servicing, resort housekeeping, bed-making, linen changes, bathroom cleaning, amenity restocking. Each recording shows the worker's hands, tools and the objects they handle from their own point of view, in the layouts and with the equipment used in Western hospitality & events work.

The environment sits in the Hospitality & Events sector of the commercial catalog. A spec can take the listed tasks as-is, narrow them, or add tasks the list does not name.

Tasks

Which hotel & lodging tasks can be captured?

Every task in the catalog for this environment, with its skill level and current status.

Hotel & Lodging tasks available for egocentric capture
TaskWhat is recordedSkillStatus
Bathroom cleaningScrub the toilet, sink and shower, wipe mirrors and surfaces and replace towels.EasyReady to deploy
Clean and restock guest bathrooms using disinfectant and amenity kitsClean and disinfect the guest bathroom and restock towels and amenity kits.EasyReady to deploy
Hospitality HousekeepingStrip and make beds, clean bathrooms, dust and vacuum and restock guest rooms.EasyReady to deploy
Hotel Amenity RestockingRestock toiletries, towels, coffee and minibar items from the housekeeping cart.EasyReady to deploy
Hotel Bathroom Deep CleanDeep clean tiles, grout, fixtures and drains in the guest bathroom with brushes and chemicals.MediumReady to deploy
Hotel Bed MakingFit sheets, tuck corners, place the duvet and arrange pillows to hotel standard.EasyReady to deploy
Industrial Washer/Dryer OperationLoad and unload industrial washers and dryers, add chemicals and set the cycles.EasyReady to deploy
Iron and fold linens using an industrial press and folding tableFeed linens through the industrial press and fold them on the folding table.EasyReady to deploy
Ironing & FoldingIron linens and uniforms on a press and fold them into stacks.EasyReady to deploy
Linen changesStrip used linens from the bed, bag them and dress the bed with fresh linen.EasyReady to deploy
Lobby & Common-Area CleaningVacuum and mop lobby floors, dust furniture, polish glass and empty bins.EasyReady to deploy
Luggage HandlingLoad guest luggage onto a trolley, move it through the hotel and deliver it to the room.EasyReady to deploy
Pool & Spa Area MaintenanceSkim and test the pool, arrange loungers, wipe surfaces and restock towels.EasyReady to deploy
Room Turnover & InspectionReset the room after checkout, check every item against the standard and report faults.MediumReady to deploy
Soiled-Linen Sorting & LoadingSort soiled linens by type, load them into carts and feed them into the washers.EasyReady to deploy
Sort and load soiled linens using laundry carts and industrial washersSort linens into carts by type and load them into the industrial washers.EasyReady to deploy
Strip and remake guest beds using fresh linens and mattress protectorsStrip the bed, fit protector and sheets, remake it and arrange the pillows.EasyReady to deploy
Vacuum and dust guest rooms using a vacuum cleaner and microfiber clothsVacuum carpets and dust surfaces in the guest room with a vacuum and microfiber cloths.EasyReady to deploy

Capture setup

How is hotel & lodging work captured?

Capture setups used in the hotel & lodging environment
SetupHow it worksTasks
Phone (head-mounted) / multiview rigA head-mounted phone records the first-person view of real work on site; a multiview rig adds synchronized third-person angles when the spec asks for them.18

On the rig tier, every stream is aligned to a shared clock and checked at the sync gate before an hour is billed. See capture for the hardware.

Status

What does each status mean?

Catalog status definitions
StatusMeaningTasks here
Active collectionRecording in this environment is running now, so a spec can join an existing capture stream.0
Ready to deployContributors and site access are set up; capture starts once a spec is signed.18
Available on requestScoped and recruited to spec when a buyer asks for it.0

Western markets

Which Western markets are recruited for hotel & lodging capture?

Contributors are recruited to spec in Western program markets, so the footage reflects how this work is done in North American and European businesses. Country pages list the legal basis and status for each market.

Delivery

How is the data delivered?

Footage is delivered in RLDS, LeRobot, WebDataset, HDF5, zarr and Rerun .rrd, mapped to the canonical episode schema, under a buyer-owned commercial licence. See delivery formats, sample data outputs and how to scope a custom collection.

FAQ

Hotel & Lodging egocentric data, answered.

What hotel & lodging tasks can Firsthand capture?
18 listed tasks, including bathroom cleaning, clean and restock guest bathrooms using disinfectant and amenity kits, hospitality housekeeping, hotel amenity restocking. Tasks outside the list can be added to a spec.
What does "Western" mean for this environment?
The settings, equipment, packaging and signage found in North American and European hotel & lodging work, recruited in program markets such as United States, Canada, United Kingdom, Germany.
How fast can collection start?
A median of 48 hours from signed spec to first validated batch where coverage is deep. Tasks marked available on request are recruited first, and the timeline is quoted against the spec before capture begins.
Is the footage consented and anonymized?
Yes. Releases are collected before capture, and faces, licence plates and screens are detected and blurred, with a human review step, before footage is delivered.
Who owns the data?
Delivery is under a buyer-owned commercial licence. Pricing is quoted per engagement and billed per validated hour, meaning footage that passed sync and QA against your spec.

Need hotel & lodging footage for your model?

Tell us which tasks your model is missing. We quote reach, timeline and price against one written spec, starting with a Spec Pilot.