Used and loved by millions
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
a sample of professionals
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "a sample of professionals" is correct and usable in written English.
You can use it when referring to a selected group of professionals for research, analysis, or evaluation purposes. Example: "We conducted a survey with a sample of professionals from various industries to gather insights on workplace trends."
✓ Grammatically correct
Science
Academia
News & Media
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
3 human-written examples
A sample of professionals and health managers were selected at random from the employee records of each facility.
Science
From a sample of professionals from the Family Health Strategy (FHS) of the Unified Health System of Brazil, 62%% presented high levels of perceived stress (psychological symptoms in 48 %, physical in 39%% and both symptoms in 13 %) [ 9].
This was done by obtaining records of the farms visited by a sample of professionals in the above categories in one week in January, one week in April, one week in July and one week in October in the Swedish counties Västerbotten, Södermanland, Västergötland and Skåne.
Human-verified similar examples from authoritative sources
Similar Expressions
57 human-written examples
"This engaging and provocative contribution to the sociology of work describes how a sample of professional technical workers.... attempt to restructure work to accommodate family and other nonwork obligations as well as reduce the pressures of work itself...
Academia
We proceed to test whether a sample of professional soccer players from the U.S. play according to theory.
Academia
The primary aim of this study was to describe the frequency and severity of Muay Thai fight-related injuries among a sample of professional and amateur fighters.
Science
Our findings indicate that a selected group of professional players, representing a sample of professional soccer players in North America believe that there is an increased risk of injury, specifically non-contact injury, as a result of training and competing on FT compared to NG.
In addition, our tests required that all participants have some basic musical abilities, but on the other hand, we did not want a sample of professional musicians (some of whom showed up in early recruitment), and we furthermore matched musical background between the groups.
Below is practical management and leadership advice, taken from the book and provided by a sample of the professionals interviewed.
News & Media
The study uses an ex post facto prospective design with a sample of 176 professionals from a higher education organization.
Therefore, consensus on factors important to risk judgments from a sample of network professionals may inform risk metric designers.
Science
Expert writing Tips
Best practice
When using "a sample of professionals", clearly define the criteria for inclusion in the sample (e.g., industry, experience level, role) to ensure the sample is relevant to your research or analysis.
Common error
Avoid making broad generalizations based solely on "a sample of professionals". Acknowledge the limitations of your sample size and demographics when interpreting and presenting your findings.
Source & Trust
85%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "a sample of professionals" functions primarily as a noun phrase, acting as the subject or object in a sentence. Ludwig AI indicates that the phrase is grammatically correct and commonly used, supporting its role in academic and professional writing.
Frequent in
Science
50%
Academia
30%
News & Media
20%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "a sample of professionals" is a grammatically correct and usable phrase, although not exceedingly common, employed to refer to a selected group of professionals, frequently within research or analytical contexts. As Ludwig AI indicates, the phrase is most prevalent in scientific, academic, and news media sources. To ensure clarity, define your inclusion criteria and avoid overgeneralizing from your sample. Alternatives, such as "a group of experts", or "a selection of specialists", offer nuanced semantic adjustments. The phrase functions as a noun phrase and is adaptable to formal and neutral registers.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
a selection of specialists
Highlights the specialized nature of the professionals being sampled.
a representation of subject matter experts
Focuses on the expertise and knowledge in a specific domain.
a group of experts
Focuses on expertise rather than just profession; implies a higher level of skill or knowledge.
a panel of accomplished individuals
Emphasizes the achievements and accomplishments of the professionals.
a subset of practitioners
More formal; emphasizes the practical application of knowledge.
a cross-section of industry leaders
Implies professionals are at the top of their fields.
a cluster of experienced staff
Highlights the experience level of the staff involved.
a pool of talent
Focuses on the skills and abilities of the professionals.
a cadre of skilled personnel
More formal and military sounding emphasizing the skills of a specific team
a segment of the workforce
Broader term, includes all types of workers, not just professionals.
FAQs
How do I use "a sample of professionals" in a research context?
In research, "a sample of professionals" refers to a subset of a larger population of professionals selected to represent the whole. Ensure your sampling method is appropriate for your research question to avoid bias.
What are some alternatives to "a sample of professionals"?
Depending on the context, you can use alternatives such as "a group of experts", "a selection of specialists", or "a subset of practitioners".
Is it better to say "a sample of professionals" or "professionals in the sample"?
"A sample of professionals" emphasizes the sampling process, while "professionals in the sample" emphasizes the individuals themselves. The better choice depends on what you want to highlight.
How do I determine the appropriate size for "a sample of professionals" in a study?
Sample size depends on several factors, including the size of the population, the desired level of precision, and the variability within the population. Consult statistical resources or experts to determine an appropriate sample size for your specific study.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
85%
Authority and reliability
4.5/5
Expert rating
Real-world application tested