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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
according to observation
Grammar usage guide and real-world examplesUSAGE 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
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
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.
Science
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.
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.
Science
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.
Science
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
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".
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.
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.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on observation
This alternative is a more direct and concise way of saying something is derived from observation.
as observed
This is a shorter and more concise way to indicate that something has been seen or noticed.
from what was observed
This alternative emphasizes the past act of observing as the basis for the statement.
in light of observations
This alternative suggests that observations have provided new understanding or perspective.
observational evidence suggests
This phrase is more formal and emphasizes the scientific nature of the evidence.
empirically speaking
This is a more technical term indicating something is based on empirical data or observation.
according to what one sees
This version focuses on the personal aspect of seeing and observing.
judging by observations
This implies a judgment or conclusion is being made based on what has been observed.
the observations indicate
This turns the observation into a subject that is suggesting something.
findings suggest
This implies a formal investigation and documentation of observations. It is also less personal.
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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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested