How Digital Twin Virtual Labs Improve Practical Learning
Digital twin virtual labs are changing how students learn practical skills. A digital twin virtual lab is a virtual copy of real lab equipment that behaves like the real thing and, in many cases, is connected to it through live data. Students can set up, run and repeat experiments on screen before or after they touch the real apparatus.
Most articles say virtual labs are “engaging” and “cost effective”. That is true but shallow. The real reason they improve practical learning is simpler and more surprising: most students get far less hands-on time in real labs than anyone realises. Let us do the math.
The Hidden Problem: Lab Time Math
Take a typical practical session. These numbers are an illustrative example, but many teachers will recognise them.
- The session is 120 minutes long.
- About 30 minutes go to instructions, setup and cleanup.
- That leaves 90 minutes of experiment time.
- Students work in groups of five on one setup.
If hands-on time is shared equally, each student touches the equipment for about 18 minutes. In reality it is often less, because one confident student tends to take control while others watch and write readings. A quiet student may go through a whole semester without ever setting up an experiment alone.
This is the gap digital twin virtual labs fill. Every student gets their own copy of the equipment, for as long as they need it.
Virtual Lab vs Digital Twin Virtual Lab: What Is the Difference?
The terms are often mixed up, so here is a simple comparison.
| Feature | Basic virtual lab | Digital twin virtual lab |
|---|---|---|
| Based on | A general model of an experiment | The exact equipment in your lab |
| Data | Pre-programmed results | Behaviour matched to real readings |
| Link to real apparatus | None | Often live or regularly updated |
| Best for | Understanding concepts | Building real practical skill |
A basic virtual laboratory is great for concepts. Digital twin virtual labs go further because the virtual equipment matches the real equipment students will use, including its quirks, ranges and typical faults.

5 Ways Digital Twin Virtual Labs Improve Practical Learning
1. Every student gets a turn
No more watching from behind a classmate. Each student runs the full procedure personally, which builds real confidence.
2. Students arrive prepared
When students rehearse on the twin first, they already know the steps when they enter the real lab. Less time is spent reading the manual and more time is spent on careful measurement.
3. Mistakes become lessons, not losses
Connecting a meter wrongly, overheating a sample or skipping a step can damage real equipment. On a twin, the mistake shows its result and resets. Students learn why a step matters, not just that it does.
4. Rare and risky experiments become possible
High voltage tests, toxic reactions and expensive machine runs are often skipped in colleges. Digital twin virtual labs let students experience them safely.
5. Teachers can see every step
The twin records what each student did and in what order. Teachers can assess the process, not only the final reading, and spot exactly where a student went wrong.
The Rehearse, Perform, Reflect Model
Twins work best when they are blended with real labs, not used instead of them. We recommend a simple three step model.
- Rehearse (on the twin, before the lab): each student completes the full procedure virtually and predicts the results.
- Perform (in the real lab): groups carry out the experiment with real apparatus, now confident and faster.
- Reflect (on the twin, after the lab): students compare real readings with the twin, explain differences and test “what if” changes they could not try in the lab.
This model effectively multiplies hands-on time. The 18 minutes of real equipment time become far more productive, and the rehearse and reflect stages add personal practice time on top.

A Fairer Way to Assess Practical Skills
Practical exams often judge students on one attempt, on one day, with equipment that may or may not behave. A faulty meter or a nervous moment can cost marks that have nothing to do with skill.
Digital twin virtual labs allow a fairer approach. Teachers can set a short practical task on the twin, such as finding the resistance of an unknown component or balancing a reaction, and see the full log of each attempt. They can check whether the student followed a safe order, chose sensible ranges and noticed odd readings. Students can attempt the task more than once, and the teacher can mark improvement as well as the final result.
This does not replace the real practical exam. It adds evidence. When a student performs well on both the twin and the real apparatus, the teacher can be confident the skill is truly there. This approach fits well with experiential learning, where doing and reflecting are both assessed.
What Twins Cannot Teach
Being honest matters. Digital twin virtual labs cannot fully teach the feel of a tool, the smell of a reaction, the weight of a component or the care needed to handle fragile glassware. These sensory skills still need real practice. That is why we always describe twins as a partner to the real lab, never a replacement.
Setting Up Digital Twin Virtual Labs in Your Institution
- Start with the three experiments students find hardest or that cause the most equipment damage.
- Build or source twins that match your actual equipment models.
- Make the rehearse step a requirement for lab entry.
- Use the reflect step for viva questions and lab reports.
- Review results after one semester and expand to more experiments.
For the wider picture, read our guides on the benefits of digital twin technology for students and digital twin applications and trends in 2026.
Frequently Asked Questions
Do digital twin virtual labs replace real practicals?
No. They prepare students for real practicals and extend learning afterwards. Sensory and handling skills still need real equipment.
Which subjects benefit most from digital twin virtual labs?
Electrical, mechanical and chemical engineering, physics, chemistry and biotechnology, where equipment is costly and procedures are detailed.
Can students use them from home?
Many twins are cloud based and run in a browser, so students can rehearse from home or a hostel.
Conclusion
The biggest problem in practical education is not a lack of labs. It is a lack of personal hands-on time. Digital twin virtual labs solve that by giving every student their own copy of the equipment to rehearse and reflect on, while real labs remain the place to perform. To build this blended model in your college, explore our Digital Twin Technology page or contact the ARCS team.