according to the sample

USAGE SUMMARY

The phrase "according to the sample" is correct and usable in written English.
It can be used when referencing information or conclusions drawn from a specific sample in research or analysis. Example: "According to the sample, the majority of participants preferred option A over option B."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Sanders won 53% of the Latino vote, according to the sample data, compared to Clinton's 45%.

The Guardian

Microsoft has stemmed its past losses in installed base, though it only put on 90,000 users in the past month according to the sample.

The Guardian - Tech

After collecting the fluorescent images of the soybean milk samples, the top seven wavelet moment invariants are selected according to the sample training and experimental comparison.

Measurement

This year, according to the sample of ballots collected by the Twitter user @leokitty, 24 percent of writers used all 10 of their picks.

The New York Times

The bacterial community structure was grouped according to the sample phase (i.e., liquid and biofilm samples), sampling location (i.e., DMF and RO samples), and chlorination (chlorinated and non-chlorinated samples).

Water Research

Averages weighted according to the sample design.

IZA Journal of Migration

All regressions are weighted according to the sample design.

IZA Journal of Migration

Mean differences are weighted according to the sample design.

IZA Journal of Migration

Means are weighted according to the sample design.

IZA Journal of Migration

The marks are situated according to the sample trees' positions within the investigated transect.

Forest Ecosystems

Yet, we also observed huge differences according to the sample of urban areas considered.

Journal of Shipping and Trade

Expert writing Tips

Best practice

When using "according to the sample", ensure the sample is clearly defined and relevant to the information being presented. This helps maintain clarity and credibility.

Common error

Avoid making broad claims based on small or unrepresentative samples. Always acknowledge the limitations of the sample when using "according to the sample" to prevent misleading interpretations.

Linguistic Context

The phrase "according to the sample" functions as a prepositional phrase, introducing information or conclusions derived from a specific sample group. As Ludwig AI indicates, it is a grammatically correct and widely used construction.

Expression frequency: Very common

Frequent in

Science

59%

News & Media

20%

Formal & Business

6%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "according to the sample" is a grammatically sound and frequently employed prepositional phrase used to attribute information or findings to a specific sample group. As Ludwig AI states, its strength lies in providing clarity and specificity in academic, scientific, and professional contexts. It is very common in Science and News & Media, according to the analysis of the examples. When using this phrase, ensure the sample is clearly defined to avoid misinterpretations. Alternatives like "based on the sample" or "as per the sample" can be used to vary your writing while maintaining similar meaning.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on the sample

Replaces "according to" with "based on", emphasizing the foundation of the information.

as per the sample

Uses "as per" to indicate that the information is in accordance with the sample data.

in accordance with the sample

Formal alternative using "in accordance with" to convey agreement with the sample.

following the sample

Indicates adherence to the sample's findings or characteristics.

consistent with the sample

Highlights the alignment or agreement between the statement and the sample data.

derived from the sample

Emphasizes that the information is originating or extracted from the sample.

from the sample data

Directly states that the data is the origin of the information.

as indicated by the sample

Uses "as indicated by" to show the sample's role in providing information.

judging by the sample

Suggests that the conclusion is an assessment based on the sample's characteristics.

as evidenced by the sample

Emphasizes that the sample serves as proof or evidence for the statement.

FAQs

How can I use "according to the sample" in a sentence?

Use "according to the sample" to indicate that your statement is based on data or observations from a specific sample. For instance, "According to the sample, the majority of respondents preferred the new design."

What are some alternatives to "according to the sample"?

You can use alternatives like "based on the sample", "as per the sample", or "in accordance with the sample" depending on the context and desired level of formality.

Is it necessary to define the sample when using "according to the sample"?

Yes, it's crucial to define the sample to provide context and ensure the statement is meaningful. Specify the characteristics and limitations of the sample to avoid misinterpretations. For example, "According to the sample of 200 adults aged 25-35..."

How does "according to the sample" differ from "in general"?

"According to the sample" indicates a conclusion drawn from a specific, defined group, while "in general" implies a broader, less defined observation. Using "according to the sample" adds a layer of specificity and requires the existence of a sample group from which the conclusion was drawn.