according to observations

USAGE SUMMARY

The phrase "according to observations" is correct and can be used in written English.
You can use it to suggest that something is happening as a result of observing data or evidence. For example, "According to observations, the climate is changing at an alarming rate."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

54 human-written examples

The participants who had slept poorly and their partners reported feeling more negatively toward one another during the conflict discussion, according to observations and their reports.

University of California, Berkeley

We evaluate our technique by classifying concerns of 23 design patterns and by proposing refactorings to aspectise them according to observations made in previous empirical studies.

Electronic Notes in Theoretical Computer Science

According to observations by the Freja satellite in the upper ionosphere, amplitudes of magnetic disturbances associated with observed density solitons are only several 10−2 nT or less.

Advances in Space Research

He is one of hundreds of homeless migrants who sleep in frigid encampments under bridges, in parks and near bustling nightclubs in the French capital, according to observations made by The New York Times over three nights.

The New York Times

Due to varied characteristics of the transcriptomic data from the different paired groups, we adjusted the threshold for FC and adjusted p-value corresponding to different paired group comparisons according to observations on volcano plots54.

Nature

The supermassive black hole at the center of the Milky Way has surprisingly helped spawn a new generation of stars, according to observations from NASA's Chandra X-ray Observatory.

Harvard University

Human-verified similar examples from authoritative sources

Similar Expressions

6 human-written examples

Synthesize s from P according to observation model (1).

EURASIP Journal on Advances in Signal Processing

Coder Synthesize s from P according to observation model (1).

EURASIP Journal on Advances in Signal Processing

We start this section with computing the CRLBs according to observation.

EURASIP Journal on Advances in Signal Processing

However, we know its similarity values with other concepts according to observation, and the values are generated by the same similarity function aforementioned.

Lingua Sinica

Foraging duration differed according to observation weeks (F2,285 = 14.74, P<0.0001).

Plosone

Expert writing Tips

Best practice

When using "according to observations", ensure that the source of the observations is clear, whether it's a specific study, a group of researchers, or a particular instrument like a telescope or monitoring system.

Common error

Avoid presenting observations as absolute truths. Qualify statements to reflect potential limitations or biases in the observational data. For example, instead of saying "According to observations, X is always true", consider "According to observations, X is frequently observed under Y conditions".

Linguistic Context

The phrase "according to observations" functions as an attributive prepositional phrase, introducing information or conclusions that are based on empirical data or observed evidence. As Ludwig AI confirms, this phrase is considered grammatically correct. The examples from Ludwig demonstrate its use in diverse contexts, indicating that statements are supported by observed facts.

Expression frequency: Very common

Frequent in

Science

60%

News & Media

21%

Academia

15%

Less common in

Wiki

3%

Formal & Business

1%

Reference

0%

Ludwig's WRAP-UP

In summary, "according to observations" is a versatile and grammatically sound phrase used to introduce information that is grounded in empirical data. As confirmed by Ludwig AI, its usage is widespread across various domains, including science, news, and academia. Predominantly found in science-related contexts, this phrase serves to enhance the credibility of statements by linking them to observable evidence. To improve your writing, ensure that the source of the observations is clearly identified and avoid overgeneralizing claims. For alternatives, consider using phrases such as "based on observations" or "as observed by" to add variety to your expression.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on observations

This alternative directly replaces "according to" with "based on", maintaining the same meaning and formality.

as observed by

This phrase highlights the act of observing and attributes the observation to a specific entity or group.

from the observations of

This alternative emphasizes the source of the observations, attributing the information to those who made them.

observational evidence suggests

This phrasing foregrounds the evidence itself, framing it as suggestive rather than definitive.

evidence indicates

This option uses "evidence" instead of explicitly stating observations. It is suitable when the evidence is clear and undisputed.

the data suggests

This emphasizes a data-driven conclusion but might be overly technical in some contexts.

studies show

Implies a research-backed conclusion, useful in academic or scientific writing.

research indicates

This emphasizes research findings, making it appropriate for formal and academic contexts.

it is evident that

This alternative conveys certainty based on what has been observed.

as demonstrated by

This phrase emphasizes the demonstration of a phenomenon or fact through observation or experimentation.

FAQs

How can I use "according to observations" in a sentence?

Use "according to observations" to indicate that a statement or conclusion is based on observed data. For instance, "According to observations, the migratory patterns of birds have shifted due to climate change".

What are some alternatives to "according to observations"?

You can use phrases such as "based on observations", "as observed by", or "from the observations of" to vary your phrasing.

Is there a difference between "according to observations" and "according to observer"?

Yes, "according to observations" refers to general data or findings obtained through observation, whereas "according to observer" refers specifically to the perspective or report of a single observer.

When should I use "according to observations" versus "evidence indicates"?

"According to observations" is best when directly referencing what has been seen or measured. "Evidence indicates" is more suitable when referring to broader, interpreted findings based on various sources, including but not limited to observations.