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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
a sample of representatives
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "a sample of representatives" is correct and usable in written English.
It can be used when referring to a selection or subset of individuals who represent a larger group in a study or survey. Example: "In our research, we collected a sample of representatives from various demographics to ensure diverse perspectives."
✓ Grammatically correct
Health Research Policy and Systems
International Journal of Disaster Risk Science
BMC Family Practice
BMC Medical Informatics and Decision Making
Forbes
Huffington Post
Emerging Infectious Diseases
BMC Genomics
BMC Systems Biology
British Journal of Cancer
The Guardian - Opinion
Cellular Microbiology
The Guardian
TechCrunch
BMC Health Services Research
BMC Public Health
Forbes
BMC Genomics
Addiction
Harvard University
Independent
The New Yorker
The New York Times
Harvard Business Review
The Washington Post
Nature
Los Angeles Times
HuffPost
Plosone
Global Health Action
British Journal of Cancer
Environmental Health Perspectives
BMC Health Services Research
BMC Psychiatry
Environmental Health: A Global Access Science Source
BMC Veterinary Research
Alternative expressions(2)
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
1 human-written examples
This study reports the results of a follow-up survey carried out on a sample of representatives of citizens'/patients' organizations participating to a training program on healthcare and clinical research issues.
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
The problem here is selection: one can either invite representatives of stakeholder groups (such as the consumer associations), or try to find a sample of "representative" consumers of the specific products or chemicals under review.
Testing was conducted in a sample of representative family practices in England.
Science
Table 3 gives a sample of representative verbalizations related to the timeline visual of a patient's history for CRC screening.
We've also included a sampling of representative team values.
News & Media
A sample of more representative and reliable accounting has since appeared in a Religion News Service story by Jonathan Merritt, "Does Russell Moore Really Represent Southern Baptists?" (see "Resources" below).
News & Media
Evaluation focused on a sample of 10 representative counties and consisted of personal and media surveys.
Science
It contains only a sample of SDs representative of each duplicated region.
Science
Fig. 2 shows a sample of ten representative time courses for the protein abundance.
Science
The FACS analysis of a blood sample of a representative patient from the study is shown in Figure 1.
Science
That was a representative sample of a total figure of more than 10,000.
News & Media
Expert writing Tips
Best practice
When using "a sample of representatives", clearly define the criteria used for selecting the representatives and how they accurately reflect the larger group they represent. This ensures the sample is truly representative and avoids bias.
Common error
Avoid assuming that a small group is automatically representative. Always validate the sample against known characteristics of the larger population to confirm its representativeness. Without validation, conclusions drawn from the sample may be misleading.
Source & Trust
81%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "a sample of representatives" functions as a noun phrase, typically serving as the subject or object of a sentence. It designates a subset of individuals chosen to represent a larger group. Ludwig AI indicates the phrase is grammatically correct and suitable for use.
Frequent in
Science
45%
News & Media
35%
Formal & Business
20%
Less common in
Academia
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
The phrase "a sample of representatives" is a grammatically sound and usable noun phrase, as confirmed by Ludwig AI. It denotes a subset of individuals selected to represent a larger population, frequently appearing in scientific, news, and formal business contexts. While the phrase is relatively rare, ensuring the selected sample accurately reflects the target population is crucial. Alternatives such as "a selection of delegates" or "a panel of ambassadors" can be used depending on the specific context. When employing this phrase, clearly defining selection criteria and validating the sample’s representativeness are key to avoiding bias and drawing meaningful conclusions.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
a selection of delegates
Replaces "representatives" with "delegates", suggesting a more formal or official context.
a group of envoys
Substitutes "representatives" with "envoys", implying a diplomatic or messenger role.
a set of designated agents
Replaces "sample" with "set" and "representatives" with "designated agents", focusing on the official designation.
a selection of spokespersons
Replaces "representatives" with "spokespersons", highlighting their role in communicating on behalf of others.
a panel of ambassadors
Substitutes "representatives" with "ambassadors", implying a broader scope of representation.
a subset of advocates
Replaces "representatives" with "advocates", suggesting a proactive support role.
a portion of chosen delegates
Changes "sample" to "portion" and "representatives" to "chosen delegates", emphasizing selection.
a segment of elected officials
Replaces "representatives" with "elected officials", indicating a formal election process.
a cross-section of delegates
Replaces "sample" with "cross-section", emphasizing the varied nature of representation.
a collection of nominated voices
Replaces "sample" with "collection" and "representatives" with "nominated voices", highlighting the act of nomination and expression.
FAQs
How can I ensure that I have "a sample of representatives" that accurately reflects the larger population?
To ensure an accurate representation, use stratified sampling techniques to mirror the key demographics (age, gender, ethnicity, etc.) of the overall population. Validate the sample's characteristics against known population data and address any discrepancies.
What are some alternatives to using "a sample of representatives"?
You could use phrases like "a selection of delegates", "a group of envoys", or "a panel of ambassadors" depending on the specific context.
What are the potential biases when selecting "a sample of representatives"?
Selection bias can occur if the sampling method favors certain groups over others, leading to an unrepresentative sample. Confirmation bias can also influence the selection process if representatives are chosen based on preconceived notions or desired outcomes.
How does the size of "a sample of representatives" affect its reliability?
Generally, a larger sample size provides a more reliable representation of the overall population. However, the optimal sample size also depends on the variability within the population and the desired level of precision. Use statistical methods to determine an appropriate sample size for your specific needs.
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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
4.1/5
Expert rating
Real-world application tested