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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
constantly changing data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "constantly changing data" is correct and usable in written English.
It can be used when referring to data that is frequently updated or modified, often in contexts like technology, research, or analytics. Example: "In today's fast-paced digital world, businesses must adapt to constantly changing data to stay competitive."
✓ Grammatically correct
News & Media
Science
Alternative expressions(1)
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
5 human-written examples
At his work station in the Weather Center, a dozen screens offer satellite images, photos and constantly changing data from all over the world.
News & Media
Not to mention it can leave the company's board unimpressed if unrealistic data — or constantly changing data — is set before them.
News & Media
Currently, intelligence analysts are hampered by the need to sift through very large amounts of constantly changing data in order to forage for "nuggets" of information that may support or discredit an existing hypothesis.
Science
In November, Dharmendra Modha of IBM's Almaden Research Center in San José, Calif., won a $5 million grant from the Defense Department to lead a group of 10 IBM scientists and seven outside researchers to come up with a brain-like computer that can deal with ambiguity, continuously learn and make split-second decisions based on constantly changing data.
News & Media
With that in mind, the best way I can think of describing how TaDaweb's service works is to think of it as mashup creator that lets non-technical business personnel target public data feeds from which they want to extract very specific, but constantly changing data.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
53 human-written examples
Phantom addresses the issue of long-running sessions by adding randomness and constantly changing how data is protected over time.
News & Media
Hence, we may say that we are overwhelmed with constantly changing raw data, and strategic actors especially tend to be short of more rapid, up-to-date, valid and in-depth understanding of the transforming business landscape and social environment.
It is personal and warm, and dramatic, pithy platitudes about the indications for surgery are easier to remember and more satisfying to cite than the constantly changing and dry data on outcomes.
News & Media
Pricing optimisation software typically helps companies accurately define the price of goods across a vast and constantly changing spectrum of data and variables.
News & Media
Now Akamai has figured out a way to store not just graphics but every part of a Web site on its network, including constantly changing, or dynamic, data such as weather and stock quotes, as well as blocks of news stories.
News & Media
Molecular interaction network maps are constantly changing as new data become available, and manually redrawing signaling maps is not convenient or desirable.
Science
Expert writing Tips
Best practice
When discussing "constantly changing data", specify the time frame or context in which the data changes. For example, "daily" or "in response to market conditions".
Common error
Don't automatically assume that "constantly changing data" is unreliable. While it may require careful monitoring, it can also provide valuable insights into real-time trends and patterns. The key is to have robust systems for validation and analysis.
Source & Trust
87%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "constantly changing data" functions as a descriptive modifier characterizing the nature of the noun "data". It highlights the dynamic and mutable aspects of the data being discussed, implying a state of continuous evolution or flux. Ludwig AI also confirms the term is correct and usable in written English.
Frequent in
News & Media
40%
Science
40%
Wiki
6%
Less common in
Encyclopedias
2%
Formal & Business
6%
Reference
6%
Ludwig's WRAP-UP
The phrase "constantly changing data" is a descriptor used to emphasize the dynamic nature of information. Ludwig AI validates the phrase's grammatical correctness and usability. While relatively rare in occurrence, it appears primarily in News & Media and Science contexts. Alternatives like "dynamically updating data" or "ever-evolving data" offer similar meanings. A key writing tip is to specify the context of change, while a common error is assuming unreliability due to constant change. Effectively managing such data involves robust governance and real-time processing techniques.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
dynamically updating data
Replaces "constantly changing" with "dynamically updating", emphasizing the continuous update process.
ever-evolving data
Substitutes "constantly changing" with "ever-evolving", highlighting the continuous development and modification of the data.
continuously updated data
Replaces "constantly changing" with "continuously updated", focusing on the ongoing process of keeping the data current.
frequently modified data
Substitutes "constantly changing" with "frequently modified", emphasizing the high frequency of data alterations.
real-time data flow
This alternative focuses on the continuous streaming and updating of data in real-time, changing the structure to focus on the process.
volatile information
Replaces "data" with "information" and "constantly changing" with "volatile", emphasizing the unstable and rapidly changing nature of the information.
shifting data landscape
Uses a metaphor to describe data as a landscape that is constantly shifting and evolving.
data in constant flux
This emphasizes the ever-changing state of the data, using the term "flux" to highlight its dynamic nature.
unstable datasets
Focuses on the lack of stability in the data, implying frequent changes and updates.
mutable data
Uses a more technical term, "mutable", to describe data that is subject to change.
FAQs
How can "constantly changing data" be effectively managed?
Managing "constantly changing data" involves implementing robust data governance policies, utilizing real-time data processing technologies, and ensuring continuous monitoring and validation of the data. This helps maintain data quality and reliability despite frequent updates.
What are the benefits of working with "constantly changing data"?
Working with "constantly changing data" allows for real-time insights, improved decision-making based on the most current information, and the ability to quickly adapt to evolving trends and conditions. It can lead to more agile and responsive strategies.
What can I say instead of "constantly changing data"?
You can use alternatives like "dynamically updating data", "ever-evolving data", or "continuously updated data" depending on the context.
How does "constantly changing data" impact data analysis?
"Constantly changing data" requires data analysis techniques that can handle real-time or near real-time updates. This often involves using streaming data analytics, time-series analysis, and machine learning models that can adapt to evolving data patterns.
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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
87%
Authority and reliability
4.5/5
Expert rating
Real-world application tested