experimentation and refinement

USAGE SUMMARY

The phrase "experimentation and refinement" is correct and usable in written English.
You can use it when discussing processes that involve testing and improving ideas, products, or methods. Example: "The development of the new software involved extensive experimentation and refinement to ensure optimal performance."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

The design process, then, has been one of experimentation and refinement.

The Guardian - Tech

This necessitates direct collaboration with composers, improvisers, and sound artists throughout their creative process, optimized for needs that differ radically from the creation and rehearsal of acoustic music and allowing for perpetual experimentation and refinement.

University of California, Berkeley

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

Such experimentation with and refinement of novel approaches seemed to improve collaboration among rehabilitation providers and increase referral of cancer survivors.

BMC Health Services Research

Thus, model selection, experimentation and model refinement can be considered the basic elements of systems biology [ 8].

BMC Systems Biology

A continual cycle of modeling, hypothesis generation, experimentation, and model refinement is proposed as the only logical way for biology to move forward.

BMC Biology

I came across tons of information on the 3 R's of animal experimentation: Replacement, Reduction, and Refinement.

Science Magazine

China's distinctive approach to economic reform, which combines centralized decision-making with local experimentation and a gradual refinement of policy, is well-described in the academic literature.

Harvard University

The second paper "On mixed abstraction, languages and simulation approach to refinement with systemC AMS" by the University of Vienna proposes a methodology based on SystemC-AMS to be applied to complex mixed-signal embedded systems in performing early design decision trade-off exploration, architecture experimentation, and, particularly, model refinement and critical behavior analysis.

EURASIP Journal on Embedded Systems

The methodology is flexible and can be applied in early design decision tradeoff, architecture experimentation, and particularly for model refinement and critical behavior analysis.

EURASIP Journal on Embedded Systems

Computer science also makes heavy use of hypothesis testing and experimentation during the conceptualization, design, measurement, and refinement of new algorithms, information structures, and computer architectures.

Britannica

It publishes original, archival, peer reviewed contributions from the initial concept, to theory, to simulation, to validation and verification, to experimentation, to prototyping, to testing, to implementation and refinement, to final product development and commercialization.

Springer

Expert writing Tips

Best practice

When describing a process that involves repeated testing and improvement, use "experimentation and refinement" to convey the iterative nature of the process. This is particularly effective in scientific, technical, and artistic contexts.

Common error

Avoid focusing solely on the "experimentation" aspect without emphasizing the importance of "refinement". Ensure that your writing reflects a balanced approach, highlighting that the goal is not just to experiment but to improve through iterative cycles.

Linguistic Context

The phrase "experimentation and refinement" functions as a compound noun phrase, often used as a subject or object in a sentence. According to Ludwig AI, it describes a process involving iterative testing and improvement. Examples provided by Ludwig show its usage in design, systems biology, and policy reform.

Expression frequency: Rare

Frequent in

Science

40%

Academia

30%

News & Media

30%

Less common in

Encyclopedias

0%

Formal & Business

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "experimentation and refinement" is a compound noun phrase denoting an iterative process of testing and improvement. Ludwig AI confirms its grammatical correctness and usability. The phrase is most commonly found in scientific and academic contexts, reflecting a formal register. While not exceedingly common, its use is precise and conveys a commitment to methodological improvement. Remember to emphasize both "experimentation" and "refinement" to reflect a balanced approach. Alternatives like "iterative refinement" or "development and optimization" can be used depending on the specific nuance desired.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Iterative refinement

Emphasizes the repetitive nature of the refinement process.

Development and optimization

Highlights both the creation and the improvement aspects.

Testing and enhancement

Focuses on the practical aspects of testing and making improvements.

Trial and error improvement

Highlights the empirical approach of learning from mistakes.

Progressive refinement

Emphasizes the gradual nature of the improvement.

Empirical development

Focuses on gaining knowledge and advancing through observation and experimentation.

Systematic improvement

Highlights that improvements are structured.

Refinement through iteration

Highlights how refinement happens through iteration.

Continuous improvement cycle

Emphasizes a cycle of ongoing refinements.

Evolutionary refinement

Suggests a process that mirrors natural selection, with gradual, adaptive improvements.

FAQs

How can I effectively use "experimentation and refinement" in a sentence?

Use "experimentation and refinement" when you want to emphasize a process of iterative testing and improvement, particularly in scientific or creative contexts. For example, "The software's development involved significant "experimentation and refinement" to ensure optimal performance".

What are some alternatives to "experimentation and refinement"?

Alternatives include "iterative refinement", "development and optimization", or "testing and enhancement", depending on the specific nuance you wish to convey.

Is it redundant to use both "experimentation" and "refinement"?

While they can be used separately, using both "experimentation" and "refinement" together emphasizes the full cycle of testing and improvement. "Experimentation" highlights the initial testing phase, while "refinement" focuses on the subsequent improvement based on those tests.

In what contexts is "experimentation and refinement" most appropriate?

"Experimentation and refinement" is particularly suited to scientific, technical, and artistic contexts where iterative development and improvement are key. It can also be used in business and process improvement contexts, though alternatives might be more common.