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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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as a small data

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "as a small data" is not correct in standard written English.
It is typically used incorrectly; the correct term is "as small data" or "as a small dataset" depending on the context. Example: "In this analysis, we will consider the results as small data to draw preliminary conclusions."

⚠ May contain grammatical issues

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

For example, a large data set with many lowest-level units nested within nearly as many higher-level units will act as a "small" data set when a multilevel model is fit.

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

On the other hand, the probabilistic methods works efficiently on relatively small numbers of sequences (e.g. a typical benchmark sequence set is <32 kb), as they are designed to process a small data set by selecting only high-scoring sequences.

Multiple sequence alignment of CHIV CPs showed nonhomogeneous distribution of conservation, as has been previously observed with a smaller data set of CHIV proteins (Roux et al. 2013).

Hence, we used a smaller data set as a test case (Gavin, 2002), containing 455 bait proteins and 1364 prey proteins.

It can also be used as a small ambient data display for cars, computers, and other tools.

News & Media

TechCrunch

The optimism of a model derived from a given small data set was assessed as follows.

This analysis was done on a very small data with only scale as a variable.

Since it was not possible to merely delete speakers, as this would create a very small data set on which to run statistical tests, the missing data from these speakers were replaced by the mean of the other speakers' productions.

Science

Plosone

Statistically inferring causality using big data assumes all the needed variables are present, exactly the same problem as with small data (Titiunik 2015).

There is a slight change in resistivity before the inversion; however this change is unavoidable as the small data misfit which it introduces is offset by the improved temporal smoothing.

2) Personalized Treatment Regimens: As the small data ecosystem develops, consumers could very well diagnose blood cancer and disease right at home, while immediately triggering referrals to the appropriate specialist.

News & Media

Huffington Post
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Expert writing Tips

Best practice

When discussing datasets, ensure the adjective describing size directly precedes the noun: use "small dataset" instead of "as a small data".

Common error

Avoid inserting unnecessary articles (like 'a') between 'as' and the size descriptor of data. A correct phrasing would be "as small data" or "as a small dataset".

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

81%

Authority and reliability

3.8/5

Expert rating

Real-world application tested

Linguistic Context

The phrase primarily functions as a descriptive element, aiming to qualify a noun (usually "data"). However, it doesn't follow standard English grammar rules. Ludwig highlights this issue, suggesting alternatives like "as small data" or "as a small dataset".

Expression frequency: Rare

Frequent in

Science

60%

News & Media

30%

Formal & Business

10%

Less common in

Encyclopedias

0%

Wiki

0%

Social Media

0%

Ludwig's WRAP-UP

In summary, while the phrase "as a small data" appears in some contexts, it's generally considered grammatically incorrect. It aims to describe a limited dataset but should be replaced with "as small data" or "as a small dataset" for better clarity and grammatical accuracy. Ludwig underlines this. Primarily found in science and news media, the phrase tries to emphasize the limited scope of the data being analyzed.

FAQs

How can I correctly use the term "small data" in a sentence?

You can say "This analysis uses "small data"" or "This analysis uses "a small dataset"".

What is a more formal way to refer to "small data"?

Consider using "limited dataset" or "restricted dataset" for a more professional tone.

Is there a difference between "small data" and "small-scale data"?

"Small data" typically refers to the volume of data, while "small-scale data" can refer to the scope or complexity of the data.

When should I use ""small data"" versus "big data"?

Use ""small data"" when discussing datasets that are limited in size, and "big data" when referring to extremely large and complex datasets.

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Source & Trust

81%

Authority and reliability

3.8/5

Expert rating

Real-world application tested

Most frequent sentences: