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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
variability of information
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "variability of information" is correct and usable in written English.
It can be used when discussing the differences or changes in data or information over time or across different contexts. Example: "The variability of information in the dataset made it challenging to draw definitive conclusions."
✓ Grammatically correct
Science
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
6 human-written examples
One such limitation assessed in our study is the variability of information provided.
Science
5 However, variability of information was problematic, for example restrictions on sitting, driving and returning to work varied considerably.
Science
We surveyed ICUs in the province of Ontario, Canada, to determine the availability, implementation and variability of information systems.
Computerisation will provide partial answers to errors in claims processing and reduce variability of information flow from accredited providers to the NHIA.
Science
Outside of the frontal regions, yet another distinct pattern was observed in the visual cortex and more superior regions of the parietal cortex, where voxels responded positively to the variability of information in the array.
Science
Only results from UK data are presented, and when reference is made to other data, these data are not considered in this paper but are only given for information to show the variability of information within the European market.
Human-verified similar examples from authoritative sources
Similar Expressions
54 human-written examples
It is relevant to the quantity and variability of the information.
Due to a high degree of variability of available information between states and years, state and year-specific imputation models were developed.
Science
Risk analysis is a pragmatic way of managing the variability of such information and therefore the risk associated with design for manufacture decision-making.
Science
Interval-valued data is most utilized to represent either the uncertainty related to a single measurement, or the variability of the information inherent to a group rather than an individual.
Science
In this situation traditional approaches based on supervised learning perform poorly, as no annotated data are provided in the new environment and the models learned from data collected in other places are inappropriate due to the large variability of visual information.
Expert writing Tips
Best practice
When discussing research findings, explicitly state the "variability of information" to acknowledge potential limitations or biases in the data.
Common error
Avoid using "variability of information" when you actually mean the information is vague or lacks clarity. "Variability" implies measurable differences, not a lack of definition.
Source & Trust
83%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "variability of information" functions as a noun phrase, often serving as the subject or object of a sentence. It describes the extent to which information differs or changes. Ludwig confirms that the phrase is correct and usable in written English.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Unknown
0%
Ludwig's WRAP-UP
In summary, "variability of information" is a grammatically sound noun phrase used to describe the extent to which information differs across sources or contexts. While not exceedingly common, its usage is correct and most frequently observed in scientific or academic settings. As Ludwig AI points out, the phrase is useful for transparently acknowledging potential limitations in data. When using this phrase, ensure you intend to convey measurable differences rather than mere vagueness. Related terms include "information inconsistency" and "data fluctuation", offering alternative ways to express related concepts.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
varied information
Uses an adjective to describe the information's characteristic of being characterized by diversity.
information inconsistency
Focuses on the lack of uniformity within a set of information, highlighting contradictions or disagreements.
data fluctuation
Emphasizes the unstable nature of data points, suggesting movement and change over time.
information diversity
Highlights the variety of perspectives, formats, or sources contributing to a body of information.
data dispersion
Indicates the spread or scattering of data points around a central value, emphasizing range.
inaccuracy of information
Shifts focus to the correctness of the information, implying a deviation from a true or accurate state.
unreliability of data
Suggests that the data cannot be trusted to be consistent or accurate over time.
uncertainty in information
Emphasizes the lack of sureness or predictability within the information itself.
data instability
Highlights the lack of a fixed or constant state in the data, implying susceptibility to change.
information imbalance
Focuses on the unequal distribution or representation of information across different categories.
FAQs
How can I use "variability of information" in a sentence?
You might say, "The study revealed a high degree of "variability of information" across different sources, making it difficult to draw firm conclusions." Or, "Understanding the "variability of information" is crucial for accurate risk assessment."
What's the difference between "variability of information" and "uncertainty of information"?
"Variability of information" refers to the degree to which data points differ from each other, while "uncertainty of information" refers to a lack of knowledge or confidence about the true value or meaning of the information.
What are some alternatives to "variability of information"?
Depending on the context, you could use phrases like "information inconsistency", "data fluctuation", or "information diversity".
Why is understanding the "variability of information" important?
Understanding the "variability of information" helps to assess the reliability and generalizability of findings. It allows for more informed decision-making by accounting for potential biases, errors, or limitations in the available data.
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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
83%
Authority and reliability
4.1/5
Expert rating
Real-world application tested