Can robots improve learning outcomes?
Two classroom studies show what changes when students work with a real robot rather than conventional lessons or simulation alone.
🧪 Robotics education · 📍 Florida, USA
Case study 1: Adding a real robot lifted assignment completion by 21 points
57%
simulation-only completion
physical-robot completion
Students first developed and tested their programs using a virtual industrial robot. The following course added access to physical DOBOT robotic arms, letting students run the same programs on real hardware. Completion of the two robot-programming assignments increased from 57.02% to 78.13%, while completion of other assignments remained broadly unchanged.
🎓 Education · 📍 Hong Kong
Case study 2: Five days with a humanoid tutor improved learning outcomes
Researchers split 64 primary-school students into conventional and humanoid-assisted learning groups. After just five days, students learning with the humanoid robot recorded a 9.88% improvement in language proficiency, while cognitive engagement increased 21.56% and intrinsic motivation 12.07%.
Why it matters: Real robots let students test ideas beyond a screen. These studies found stronger engagement and higher assignment completion, though results from individual classrooms may not apply to every course.
Turn robotics from theory into something students can touch
Robots make abstract concepts in AI, control systems, coding and mechanics tangible. Instead of only learning algorithms on a screen, students can program a robot, watch it fail, adjust the model and immediately see how software changes physical behavior.
Photo: Unitree Go2 robots on an outdoor course. Read the ELTE story.
What is the "sim-to-real gap"?
Simulation lets researchers train robots quickly, cheaply and safely across millions of virtual scenarios. But the real world is messier: friction changes, objects deform, lighting shifts and environments rarely look exactly like the simulation. A policy that works perfectly in a virtual lab can therefore fail when transferred onto a physical robot - the sim-to-real gap.
▶ Video: NVIDIA on training robots in simulation and transferring their skills to the real world.
Recent progress is starting to narrow a related challenge: generalizing beyond environments seen during training. In September 2026, Figure tested Helix 2.5 across 30 previously unseen Bay Area homes, where its humanoid tidied rooms, folded towels and made beds without collecting training data or fine-tuning in those homes. Figure reported that broad real-world human-data pretraining increased zero-shot task success from 9% to 56% - an important step toward robots that can leave the lab and work in unfamiliar environments.
▶ Video: Figure's humanoid working in previously unseen Bay Area homes (official Figure video). Original post on X.
Why do labs rent instead of buy?
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Deadlines don't wait for procurement. Buying a robot through a university can take months of quotes, approvals and shipping. A rental can arrive in time for the paper, thesis or grant review.
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Robots go out of date fast. Unitree alone launched three humanoids (H1, G1 and R1) in roughly two years, and the entry price fell by almost two thirds. A robot bought on a three-year grant may be two generations old before the project ends.
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Research is hard on hardware. Learning to walk means falling, a lot. With a rental, repairs and replacements can be the operator's problem, if the quote says so.
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Sometimes you need more robots, briefly. Multi-robot experiments, competitions and demo days need extra units for a few weeks. RoboCup's 2026 humanoid program even lets teams borrow extra Booster robots from a shared pool.
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Try before you commit. Test a platform's software tools and reliability before spending grant money on it.
Unitree purchase estimates from our catalog, USD
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G1
$17,900
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R1
$5,900
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G1 EDU Pro
$53,750
As of September 2026, selected USD purchase estimates saved in RoboHours admin. G1 and R1 are base models; the EDU figure is for the Pro edition. These are supplier estimates, not direct manufacturer quotes; final prices depend on configuration, shipping and taxes.
Which robot for which research?
| Research goal |
Robot type |
What to ask for |
Examples on RoboHours |
|
Walking, balance, reinforcement learning
|
Research humanoid |
EDU version, low-level joint access |
Unitree G1 EDU, Booster T2, Unitree H1 |
|
Hands and manipulation
|
Research humanoid with dexterous hands |
Hand model, force sensing |
Unitree G1 EDU (with hands), AGIBOT X2 |
|
Legged robotics on a budget
|
Robot dog |
SDK access, spare battery |
Unitree GO2 Air, MagicLab MagicDog Edu, Unitree A1 |
|
Field robotics and mapping
|
Industrial robot dog |
Payload mounts, lidar |
Boston Dynamics Spot Explorer |
|
Human-robot interaction, teaching, open days
|
Small humanoid or social robot |
Operator for public sessions |
Booster T2, iPal |
What's different about research rentals?
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Get the right version. Basic "show" robots often don't let you run your own code. Research (EDU) versions give developer access, and cost about three times as much to rent in our data (as of September 2026). Confirm the exact model before you sign.
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Agree the damage terms. Falls are part of the work. Get it in writing who pays for repairs and how fast a replacement arrives.
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Check software and firmware. Ask which software version the robot runs and whether you can update it, so your results can be reproduced.
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Your data stays yours. Confirm that recordings and logs from your experiments belong to you.
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Lab safety sign-off. Walking robots need a safe test area and, at many institutions, a safety review. Start that early.
How to Choose
Our top picks for labs, with specs
The research humanoids we'd shortlist, how basic and EDU versions differ, and a research trial template.
See the research picks →
FAQ
Can universities rent humanoid robots?
Yes. Operators rent humanoids and robot dogs for research projects, courses, competitions and outreach, usually by the day, week or month. If you'll run your own code, ask for the EDU version with developer access. See robots near you.
How much does it cost to rent a research robot?
Rental estimates vary by robot, location, dates, booking length and what is included. Browse the public catalogue for location-specific published starting estimates; they are estimates, not final prices. The rental operator confirms the final quote, availability, minimum booking and inclusions. Where a day estimate is shown, it is based on an 8-hour workday. Compare prices by city.
Which humanoid robots do research labs use?
Popular research platforms include the Unitree G1 EDU, Booster T2, Unitree H1 and EngineAI PM01, plus the AGIBOT X2 Ultra for manipulation work. See our top picks.
Should a lab rent or buy a humanoid robot?
Rent for short projects, deadlines, competitions or to test a platform. Robot purchase prices and configurations can change, so confirm current costs directly with the manufacturer or seller. Buy only when you'll use it regularly and have staff to maintain it. See the full comparison.
What is the sim-to-real gap?
The difference between how a robot behaves in computer simulation and in the real world. Testing on real hardware is the only way to prove a simulated skill actually works, and renting a robot for a few weeks lets you run those tests without buying one.
Can I rent extra robots for a robotics competition?
Yes. Competitions are growing fast: the 2026 World Humanoid Robot Games had 666 teams and 2,056 robots. Renting covers extra units for a few weeks without a capital purchase. Book early, as competition weeks fill up. Compare prices by city.
Who pays if a rented research robot breaks?
It depends on the contract. Falls are normal in research, so agree in writing who pays for repairs and how fast a replacement arrives before you sign. See what a quote should include.
Can I rent a robot for a school open day or STEM outreach?
Yes. Small humanoids and robot dogs are popular for open days, science fairs and school visits, and they come with an operator. See robots near you.
