numerous data points

USAGE SUMMARY

The phrase "numerous data points" is correct and usable in written English.
It can be used when referring to a large number of individual pieces of data collected for analysis or research purposes. Example: "The study was based on numerous data points collected over several years to ensure accuracy and reliability."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

This allowed us to analyze the accuracy and precision of scanner-estimated activity concentrations for numerous data points over that time period.

EJNMMI Physics

The high-dimensional data are often displayed on the geospatial map with multiple views and layers overlaid with numerous data points, connections, and details.

Security Informatics

A user takes two webcam photos of herself — one from the front, one from the side — which helps the tool's algorithm generate numerous data points on her unique shape.

TechCrunch

The intelligent search engine, along with a combined formula aggregating numerous data points, employs a proprietary algorithm that provides a "hit rate" and allows buyers to optimize their purchasing decisions.

TechCrunch

There are numerous data points for this view, but just one will do: Massachusetts enacted a very similar program under Republican Governor Mitt Romney.

Huffington Post

The REHH value of this core haplotype was further compared with numerous data points generated by simulation that assumes neutral evolution [81].

Plosone

Human-verified similar examples from authoritative sources

Similar Expressions

53 human-written examples

These findings are in contrast with the numerous data pointing to rather strong continuity over time of ASD-conditions reaching the level of clinical severity [ 20, 21].

European Child and Adolescent Psychiatry

Sim K values are calculated using numerous diopteric data points on 3 mire rings of approximately 3 mm radius and thus are more sensitive to changes induced on the corneal surface.

BMC Ophthalmology

9 Employing participants who had been previously removed due to numerous missing data points (n=8) or for whom data points related to the regression equation generation were missing (n=21), the regression equation was applied to assess its reliability and validity in predicting the occurrence of AMS (n=29).

BMJ Open

Moreover, numerous experimental data point at essential functions of purinergic signaling in neural differentiation and brain development.

Cell Communication and Signaling

You can check out the full list of both tech and life sciences companies to go public in the second half, along with numerous other interesting data points that were teased apart by Fenwick, right here.

TechCrunch

Expert writing Tips

Best practice

When using "numerous data points", ensure that the data points are relevant and contribute meaningfully to your analysis. Avoid using the phrase simply to inflate the perceived significance of your data.

Common error

Avoid implying that "numerous data points" automatically guarantee the validity or reliability of your findings. The quality and relevance of the data are equally crucial.

Linguistic Context

The primary grammatical function of "numerous data points" is to act as a noun phrase, typically serving as the subject or object of a sentence. It denotes a quantifiable aspect within a dataset. As stated by Ludwig AI, the phrase is correct and usable in written English.

Expression frequency: Uncommon

Frequent in

Science

50%

News & Media

35%

Wiki

15%

Less common in

Formal & Business

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "numerous data points" is a grammatically correct and usable English phrase referring to a large quantity of individual data elements used for analysis, as confirmed by Ludwig AI. It functions as a noun phrase and is commonly used in scientific, news and media, and technical contexts to emphasize the scale or scope of a dataset. While "numerous data points" can be a strong indicator of thorough research, it's essential to ensure that the data is both relevant and of high quality. Alternative phrases, such as "abundant data points", "extensive data set", or "a wealth of data points", may provide similar meaning with slightly different emphasis. When using "numerous data points", it's crucial to provide context and explain how the quantity of data enhances the robustness of your findings.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

abundant data points

Replaces "numerous" with "abundant", emphasizing a plentiful supply of data.

ample data points

Replaces "numerous" with "ample", indicating a sufficient quantity.

a wealth of data points

Uses "wealth" to suggest a rich and valuable collection of data.

a multitude of data points

Uses "multitude" to convey a large quantity, adding a slightly more formal tone.

many data points

A simpler and more direct substitution for "numerous".

comprehensive data set

Highlights the completeness and thoroughness of the data collection.

extensive data set

Shifts the focus from individual points to the overall collection of data.

considerable data points

Uses "considerable" to imply a noteworthy amount of data.

large volume of data

Emphasizes the size of the data in terms of volume.

significant data points

Highlights the importance, not just the quantity, of the data.

FAQs

How can I effectively use "numerous data points" in a research paper?

When discussing "numerous data points" in a research paper, emphasize the specific contribution each data point makes to your overall analysis and conclusion. Provide context and explain how the quantity of data enhances the robustness of your findings.

Are there situations where having "many data points" is not ideal?

Yes, if the "data points" are irrelevant, biased, or poorly collected, having a large quantity can actually hinder analysis and lead to misleading conclusions. Focus on quality over quantity.

What are some alternatives to using the phrase "numerous data points" in my writing?

Depending on the context, you can use alternatives such as "abundant data points", "extensive data set", or "a wealth of data points" to convey the same meaning with slightly different nuances.

How does the number of "data points" affect the reliability of a statistical analysis?

Generally, a larger number of "data points" can increase the statistical power and reliability of an analysis, provided that the data is properly collected and representative of the population being studied. However, it's essential to ensure that the data isn't skewed or biased.