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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
hands-on experimentation
Grammar usage guide and real-world examplesUSAGE SUMMARY
'hands-on experimentation' is a perfectly acceptable and grammatically correct phrase to use in written English.
It can be used to refer to experiments that involve direct physical contact on the part of the experimenter, as opposed to experiments that rely on automated processes. For example, "The chemistry class spent the day doing a hands-on experimentation to observe the effects of temperature on the rate of a reaction."
✓ Grammatically correct
News & Media
Science
Academia
Alternative expressions(17)
practical experimentation
experiential learning
practical research
empirical investigation
hands-on expertise
hands-on lessons
hands-on test
hands-on subjects
hands-on experiences
hands-on trial
hands-on research
hands-on experimental
hands-on laboratory
hands-on experience
cut and try method
empirical method
successive approximation
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
27 human-written examples
In computing, one proceeds best by design rather than hands-on experimentation.
Science & Research
Capturing his spirit of hands-on experimentation, the show is almost entirely comprised of works on paper with one collaborative piece on plywood with his contemporary Jean Michel Basquiat, paper collage, video, and documentary photos.
News & Media
All these 21st-century advances offer great opportunities for hands-on experimentation.
News & Media
The son of a schoolteacher and an inventor in Jena, Louisiana, Flowers learned the power of hands-on experimentation early.
News & Media
John Carmack, the technical mastermind who wrote the game's code, is himself a hacker of the old school, committed to open-source software and hands-on experimentation.
News & Media
Using some of the prize money, she intends to expand an outreach program she's used to kindle school-age children's interest in science through hands-on experimentation.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
33 human-written examples
Amino Labs— a start-up company bringing hands-on bioengineering to elementary, middle school, and high school classrooms— is inspiring scientific thinking through hands on experimentation with genetic materials.
News & Media
It was a hands-on tool for experimentation.
News & Media
Genial, generous, keen on experimentation – with a veiled killer instinct.
News & Media
Hill Farmstead Brewery is another brewery that thrives on experimentation.
News & Media
Naturally, all of this is in addition to genuine "hands on" learning, such as scientific experimentation, art, drama and physical education.
News & Media
Expert writing Tips
Best practice
In scientific contexts, pair "hands-on experimentation" with specific methodologies or equipment to provide a clear understanding of the experimental setup.
Common error
Avoid using "hands-on experimentation" as a vague substitute for more specific terms like "practical application" or "empirical testing". Tailor your language to reflect the precise nature of the experimental process.
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "hands-on experimentation" functions as a noun phrase typically used to describe activities that involve direct physical interaction with materials or processes, emphasizing practical engagement. As Ludwig AI explains, it signifies active participation rather than passive observation.
Frequent in
News & Media
33%
Science
33%
Academia
17%
Less common in
Formal & Business
8%
Encyclopedias
4%
Wiki
4%
Ludwig's WRAP-UP
In summary, "hands-on experimentation" is a grammatically sound and frequently used phrase denoting active, practical engagement in experimental activities. Ludwig AI confirms its appropriateness and broad applicability across various fields. While it appears most commonly in news, scientific, and academic contexts, care should be taken to use it precisely, avoiding overuse as a generic descriptor. Alternatives like "practical experimentation" or "experiential learning" may offer more nuanced expressions depending on the intended meaning. The phrase is generally appropriate for neutral to professional registers and is well-supported by authoritative sources.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
practical experimentation
Replaces "hands-on" with "practical", emphasizing the applied nature of the experimentation.
practical research
Similar to practical experimentation, but more broad.
direct involvement in experiments
Focuses on the direct participation aspect of "hands-on experimentation".
experiential learning
Shifts the focus to the learning aspect derived from the experimentation.
active experimentation
Highlights the active role in performing experiments.
active discovery
Emphasizes the aspect of finding new facts during experimentation.
empirical investigation
Replaces "experimentation" with a more formal term, "investigation", emphasizing data and observation.
lab-based research
Specifies the location of the experimentation, suggesting a laboratory setting.
fieldwork and testing
Expands the concept to include real-world testing, not just controlled experiments.
trial and error learning
Focuses on the process of learning through experimentation, implying a potentially iterative approach.
FAQs
How can I use "hands-on experimentation" in a sentence?
"Hands-on experimentation" is often used to describe a learning method where individuals actively participate in experiments. For example, "The course emphasizes "hands-on experimentation" to reinforce theoretical concepts."
What are some alternatives to "hands-on experimentation"?
Depending on the context, you could use phrases like "practical experimentation", "experiential learning", or "active experimentation".
What makes "hands-on experimentation" effective?
"Hands-on experimentation" allows for direct engagement with the subject matter, fostering deeper understanding and retention through practical experience.
Is "hands-on experimentation" suitable for all fields of study?
While beneficial across many disciplines, the applicability of "hands-on experimentation" varies. It's particularly effective in science, engineering, and vocational training, where physical interaction enhances learning. However, in some theoretical fields, its role might be limited.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested