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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
representative numbers
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "representative numbers" is correct and usable in written English.
It can be used when referring to numbers that exemplify or reflect a particular group or set of data. Example: "In our study, we used representative numbers to illustrate the average income levels across different demographics."
✓ Grammatically correct
Science
News & Media
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
26 human-written examples
But minority stations have claimed that they are undercounted in the new system, in part because Arbitron has struggled to include representative numbers of young and minority listeners in its sample.
News & Media
Combined with ever-stricter centralised admissions criteria – at Cambridge, for example, the offer made to almost all candidates is now A*AA – this can make it difficult to admit representative numbers of state school students.
News & Media
They are also urged to consider "fair banding"—working out what mix of abilities their area provides, getting children to take an entrance exam, and then admitting representative numbers from each level of ability.The admissions code was a sop to left-wingers who hate the government's broader reforms to free schools from the control of councils, fearing that more segregation will result.
News & Media
Herminia Ibarra, a professor of leadership and organizational behavior at Insead, an international business school, and a co-author of the forum's report, said of the findings, "Study after study shows that, in most countries and industries, women enter the workplace pipeline in representative numbers.
News & Media
Specifically, relatively important (and large enough) direct input coefficients or key coefficients (KC) will be representative numbers.
Specifically, relatively important (and large enough) direct input coefficients or key coefficients (KC) will be representative numbers. .
Human-verified similar examples from authoritative sources
Similar Expressions
34 human-written examples
As a presumable consequence, the service could lose a representative number of clients, which would represent a substantial loss in profits.
In our opinion, the 14 days represents a good compromise between an acceptable time frame and a representative number of patients (Table 2).
Science
"In a representative number of schools, it is on the increase," the society says.
News & Media
"In the upper echelons... in management and leadership, some of the louder voices are disproportionately male, and it therefore requires more effort to seek out a more representative number of women," he acknowledges.
News & Media
Celebrating Women The focus, in the words of Marin Alsop, is "on a small but representative number of women composers"; women as pop artists, classical soloists, National Symphony orchestra members; and "women as icons: Joan of Arc".
News & Media
Expert writing Tips
Best practice
When using "representative numbers", clearly define the population or group that these numbers are meant to represent. This ensures clarity and avoids misinterpretation.
Common error
Avoid assuming that a small set of numbers is "representative" without proper statistical validation. Ensure that the sample size and selection method are appropriate to accurately reflect the larger population.
Source & Trust
82%
Authority and reliability
4.3/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "representative numbers" functions as a noun phrase that typically serves as an object or complement in a sentence. It refers to numerical data that is considered typical or indicative of a larger group or population. As Ludwig AI confirms, this phrase is grammatically correct.
Frequent in
Science
44%
News & Media
32%
Wiki
4%
Less common in
Formal & Business
4%
Reference
0%
Encyclopedias
0%
Ludwig's WRAP-UP
In summary, "representative numbers" is a common and grammatically correct noun phrase used to describe numerical data that accurately reflects a larger population or group. Ludwig AI confirms its validity and usability. It appears frequently in science and news media, suggesting its widespread acceptance. When using this phrase, ensure the numbers are truly representative and clearly define the population being referenced. Alternatives like "typical figures" or "indicative values" can be used depending on the specific context.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
typical figures
This alternative emphasizes the common or average nature of the numbers.
indicative values
This focuses on the numbers serving as a sign or indication of a broader trend.
characteristic values
Implies that the numbers possess qualities that define a group.
benchmark figures
Highlights the role of these numbers as a standard for comparison.
average statistics
Directly references the use of averages to represent data.
statistical sample
Highlights a part of the population intended to provide results representative of the whole.
proportionate figures
This highlights that the figures are adjusted so that they are correct in relation to each other or to a whole.
balanced statistics
This highlights that the statistics are properly weighted.
estimated numbers
This emphasizes that the numbers may be approximate or calculated.
general estimates
Highlights that the numbers are a broad approximation, rather than a precise calculation.
FAQs
How do you use "representative numbers" in a sentence?
You can use "representative numbers" to refer to figures that accurately reflect a larger group. For example, "The study used "representative numbers" to show income distribution across the country".
What's a good alternative to "representative numbers"?
Alternatives include "typical figures", "indicative values", or "average statistics", depending on the specific context.
What makes numbers truly "representative"?
For numbers to be considered "representative", they must be derived from a sample that accurately reflects the characteristics of the entire population being studied. This often involves using random sampling techniques and ensuring a sufficient sample size.
Is there a risk of bias when using "representative numbers"?
Yes, bias can occur if the sample used to derive the "representative numbers" is not truly random or if certain subgroups are underrepresented. It's crucial to carefully consider the methodology used to collect and analyze the data.
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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
82%
Authority and reliability
4.3/5
Expert rating
Real-world application tested