based on experimentation and

USAGE SUMMARY

The phrase "based on experimentation and" is correct and usable in written English.
It can be used when discussing conclusions, findings, or theories that are derived from experimental research or practical tests. Example: "The results of the study were based on experimentation and analysis of various data sets."

✓ Grammatically correct

Science

News & Media

Wiki

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

In this paper, as a sample network model, we utilize the network model in [19, 21] (in alignment with [16, 24]), which is based on experimentation and analysis of multi-hop 802.11 network deployments where all the nodes in the network are in the same contention neighborhood.

EURASIP Journal on Wireless Communications and Networking

Unlike his father, Tom Jr. is not just a tinkerer; he relies on scientific and mathematical theories, and, according to critic Robert Von der Osten, "science [in the books] is, in fact, understood to be a set of theories that are developed based on experimentation and scientific discussion.

Wikipedia

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

Science is always about making decisions based on experimentation, evidence, and consistent explanations.

Huffington Post

At the same time, working in the trenches at the local level can produce meaningful results, innovation, and learning based on experimentation, all with the buy-in of local communities.

Huffington Post

Variations can be further defined based on experimentation over large population sampling from different varieties and subspecies of the same species as intervarietal or intersubspecific genotypes when one of the alleles become unique to certain faction of the samples [35], [36].

Plosone

Usually, a methodology based on experimentation is suggested in order to avoid wasted effort and to minimize problems when assessing the use of an artifact (concepts, tools, techniques, methods or methodologies) (Shull et al. 2001).

Journal of Software Engineering Research and Development

The heuristic rules of the FLC are based on an analogy with a human driving a car and the optimization of the controller is based on experimentation.

Robotics and Autonomous Systems

Much insight regarding TrHbs and their relationship to other Hbs has been based on experimentation using engineered, recombinant proteins.

F1000Research

Generally, the degree of membership value for each fuzzy variable is decided based on experimentation.

EURASIP Journal on Wireless Communications and Networking

In this study, θ was set to 1.5 based on experimentation experiences.

EURASIP Journal on Advances in Signal Processing

In this study, K was set to 7 based on experimentation experiences.

EURASIP Journal on Advances in Signal Processing

Expert writing Tips

Best practice

When using "based on experimentation and", ensure that the experimentation is clearly defined and relevant to the claim or statement being made. Provide specific details about the experimental methods and data whenever possible to enhance credibility.

Common error

Avoid using "based on experimentation and" without providing context about the nature and scope of the experimentation. This can make your statement appear unsubstantiated. Always clarify what kind of experiments were conducted.

Linguistic Context

The phrase "based on experimentation and" functions as a post-modifier, specifying the foundation or origin of a claim, conclusion, or design. Ludwig shows that this phrase is commonly used to lend credibility and authority by emphasizing the empirical basis of the information.

Expression frequency: Common

Frequent in

Science

50%

News & Media

33%

Wiki

17%

Less common in

Formal & Business

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "based on experimentation and" is a grammatically correct and commonly used expression, particularly in scientific, technical, and academic writing. According to Ludwig, it serves to emphasize that a claim or conclusion is supported by empirical evidence derived from experimental processes. Its primary function is to substantiate statements and lend credibility by highlighting the experimental basis of the information. While versatile, it's essential to provide clear context about the nature and scope of the experimentation to avoid vagueness. Alternatives such as "derived from empirical testing and" or "founded on experimental analysis and" can offer nuanced variations in meaning, but the core concept remains the same: grounding information in experimental evidence.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

derived from empirical testing and

Emphasizes the empirical nature of the testing involved.

founded on experimental analysis and

Highlights the analytical aspect of the experimentation.

informed by experimental results and

Focuses on how the results of experimentation guide further actions or conclusions.

developed through experimental investigation and

Stresses the process of development that relies on experimental methods.

established via experimental validation and

Indicates that something has been confirmed through experimental validation.

resulting from experimental research and

Directly attributes the outcome to experimental research efforts.

determined through experimental trials and

Emphasizes the use of trials to determine a specific outcome.

based on practical trials and

Shifts focus to practical applications rather than purely theoretical experimentation.

ascertained through laboratory testing and

Specifies that the experimentation took place in a laboratory setting.

grounded in hands-on experimentation and

Highlights the direct, practical engagement in the experimentation process.

FAQs

How can I use "based on experimentation and" in a sentence?

You can use "based on experimentation and" to indicate that a conclusion, theory, or design is supported by experimental evidence. For example, "The new drug's effectiveness is "based on experimentation and" clinical trials."

What are some alternatives to "based on experimentation and"?

Alternatives include phrases like "derived from empirical testing and", "founded on experimental analysis and", or "informed by experimental results and". These phrases offer similar meanings but with slightly different nuances depending on the context.

Is it better to say "based on experiment" or "based on experimentation"?

While "based on experiment" is grammatically correct, "based on experimentation" often implies a more comprehensive and systematic approach, suggesting multiple experiments or a more rigorous process. The choice depends on the specific context and the level of detail you want to convey.

What is the difference between something being "based on experimentation" and "based on theory"?

Something "based on experimentation" is derived from empirical evidence and testing, while something "based on theory" is derived from abstract principles and logical reasoning. Experimentation involves hands-on testing, whereas theory involves abstract models and explanations.