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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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according to observation

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "according to observation" is grammatically correct and commonly used in written English.
It is typically used to introduce information or evidence that is based on personal observation or experience. For example: - According to observation, the neighborhood has become safer in recent years. - The results of the study were consistent with my own observations of the participants. - The scientist's theory was supported by years of observation and experimentation. - According to observation, the new manager's leadership style has greatly improved productivity in the office.

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

13 human-written examples

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

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

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

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

The overall generalized vector parameter informed analysis can be summarized as follows, respectively, for the coder and the decoder:  Coder Synthesize s from P according to observation model (1).

The highest MNSD of any NOF in both graphs is equal to 2. The last A-operation of the non-multiplicative graph only can add one nonzero digit to a constant, thus yielding OFs whose highest MNSD is 2p − 1 + 1 = 3 according to Observation A. The highest MNSD of any OF in the multiplicative graph is equal to 4 because both inputs to the last A-operation can have up to 2 nonzero digits each.

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Human-verified similar examples from authoritative sources

Similar Expressions

47 human-written examples

The feed rate adjustments were done according to observations in the previous shake flask studies.

For both experiments atmospheric CO2 levels increased according to observations between 1880 to 1995 then followed IS92a projections until the year 2100 [15].

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.

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.

The spins line up in an eerie way too, according to observations published last year by astronomer Stephen Slivan of the Massachusetts Institute of Technology MITT) in Cambridge.

Science & Research

Science Magazine
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Expert writing Tips

Best practice

When using "according to observation", ensure the source of the observation is clear, whether it's your own observation, or that of another person or study. This adds credibility to your statement.

Common error

Avoid drawing broad conclusions based on a small number of observations. Always consider the scope and limitations of your observations when using the phrase "according to observation".

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

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "according to observation" functions as a prepositional phrase that modifies a clause or sentence, indicating that the statement is based on or derived from direct observation. Ludwig AI confirms this through numerous examples of use.

Expression frequency: Common

Frequent in

Science

50%

News & Media

32%

Formal & Business

18%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "according to observation" is a grammatically correct and frequently used phrase that serves to ground statements in empirical evidence. As Ludwig AI highlights, it's most common in scientific, news, and formal contexts. While versatile, it's important to ensure the source of the observation is clear to enhance credibility and to avoid overgeneralizing from limited data. The numerous examples provided by Ludwig show its practical application across a range of writing styles and purposes.

FAQs

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

Use "according to observation" to introduce a statement or conclusion that is based on something you have directly witnessed or noticed. For example, "According to observation, the new traffic pattern has reduced congestion."

What's a more formal way to say "according to observation"?

For a more formal tone, you could use phrases such as "based on empirical data" or "observational evidence suggests" depending on the context.

Is it always necessary to specify whose observation I'm referring to when using "according to observation"?

While not always required, specifying the observer enhances clarity and credibility. If it's your own observation, you can imply it. If it's someone else's, it's best to state it explicitly, such as "According to Dr. Smith's observation...".

What are some alternatives to "according to observation" that still convey the same meaning?

Alternatives include "as observed", "based on what was seen", or "judging by the observations". The best choice depends on the specific nuance you want to convey.

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Source & Trust

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Authority and reliability

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Expert rating

Real-world application tested

Most frequent sentences: