changes of data

USAGE SUMMARY

The phrase "changes of data" is not correct in standard written English.
A more appropriate phrase would be "changes in data." Example: "The changes in data were significant enough to warrant a review of the entire project."

⚠ May contain grammatical issues

Science

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

With the changes of data transfers' round, the variation of network connectivity ratio is depicted in Fig. 9.

EURASIP Journal on Wireless Communications and Networking

With regard to changes of data center's state, ESDR switches between different policies at run-time if it is necessary.

Journal of Cloud Computing

Moreover, the changes of data within the automation systems will automatically be adapted to the digital systems.

Chinese Journal of Mechanical Engineering

Contrast Treemap mixes blended colors, texture, shading and different colors for sub-divided areas to display changes of data [19].

Journal of Big Data

Linear programming was used for optimal mapping of VMs and host machines; however, the approach was not easily adaptable to changes of data centers' workloads.

Journal of Cloud Computing

With regard to changes of data center's state, the provided double-goal approach switches between different policies at run-time if it is necessary.

Journal of Cloud Computing

Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

This also refers to the rate of change of data, which is especially relevant in the area of stream processing.

Journal of Big Data

The chapter also outlines addition of data item, change of data item format, change of file organization, and change of storage medium.

Data Analysis for Database Design

After the form has been submitted once, the Browser reloads on every change of Data Source, while keeping all the other settings constant.

Plosone

Overlapping methods of auditing and frequent change of data collectors may reduce the underestimation of non-compliance.

Antimicrobial Resistance and Infection Control

The change of data registration exerted after 2004, led us to limit our survey to earlier years.

BMC Veterinary Research

Expert writing Tips

Best practice

Prefer "changes in data" or "modifications to data" for grammatical accuracy and clarity.

Common error

Avoid using "of" to link "changes" with "data". "Changes of data" is not considered standard English; instead, use "changes in data" or "modifications to data".

Linguistic Context

The phrase "changes of data" functions as a noun phrase, attempting to describe alterations or modifications to a dataset. However, Ludwig AI identifies it as grammatically incorrect.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

While the phrase "changes of data" is understandable, Ludwig AI indicates that it is grammatically incorrect. The correct alternatives are "changes in data" or "modifications to data". This phrase attempts to describe alterations or modifications within a dataset and appears primarily in scientific contexts, though it's important to prioritize grammatical correctness for clarity and precision. Using the corrected phrase, such as "changes in data", ensures adherence to standard English and improves the overall quality of writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

modifications to data

Employs a different preposition ("to" instead of "of") to achieve grammatical correctness.

alterations to data

Switches the preposition to "to" to correct the grammar.

data modifications

Swaps "changes of" with the single word "modifications" to make a noun form, changing the sentence structure.

data alterations

Replaces "changes of" with the single noun "alterations" to make the whole sentence more concise.

data variations

Uses "variations" instead of "changes", focusing on the differences observed in the data.

data fluctuations

Suggests irregular changes or oscillations within the data.

shifts in data

Focuses on the movement or displacement within the dataset.

data transformations

Highlights changes that involve converting data from one form to another.

evolution of data

Emphasizes the development or progression of data over time.

progression of data

Emphasizes the forward movement or advancement of the data.

FAQs

What is the correct way to say "changes of data"?

The grammatically correct alternatives are "changes in data" or "modifications to data".

Is "changes of data" grammatically correct?

No, "changes of data" is not grammatically correct. The correct forms are "changes in data" or "modifications to data".

What's the difference between "changes of data" and "changes in data"?

"Changes of data" is grammatically incorrect. The correct preposition to use is "in", making the phrase "changes in data".

What are some alternatives to "changes of data"?

Besides "changes in data", you can use "data modifications", "data alterations", or "modifications to data".