Used and loved by millions
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
with data analysis
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "with data analysis" is correct and usable in written English.
You can use it when referring to activities, processes, or tasks that involve examining and interpreting data to extract insights or inform decisions. Example: "The project will be enhanced with data analysis to better understand customer behavior."
✓ Grammatically correct
Science
News & Media
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
60 human-written examples
With data analysis, though, CVS rethought that approach.
News & Media
AWR and MSW helped with data analysis and writing.
JMH compiled the dataset and assisted with data analysis.
JMS assisted with data analysis.
Science
KHH - Assisted with data analysis.
Science
RAD - Assisted with data analysis.
Science
RB helped with data analysis.
YZ help with data analysis.
Science
YA assisted with data analysis.
VBV assisted with data analysis.
Science
HE assisted with data analysis.
Science
Expert writing Tips
Best practice
When using "with data analysis", ensure it clearly indicates that data analysis is the tool or method being employed to achieve a specific outcome or insight. For example, "improve decision-making with data analysis" clarifies the purpose.
Common error
Avoid using "with data analysis" without specifying what benefits from it. It should modify a verb or noun phrase to show the result of applying data analysis, not be the sole focus of a sentence.
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "with data analysis" functions primarily as an adjunct, modifying verbs or clauses to specify the method or tool used in a particular process. As Ludwig confirms, it's a valid and usable phrase.
Frequent in
Science
85%
News & Media
8%
Formal & Business
7%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "with data analysis" is a grammatically correct and commonly used prepositional phrase that indicates the application of data analysis as a method or tool. According to Ludwig, the phrase is valid and usable in English writing. It is frequently found in scientific and news contexts, suggesting a neutral to professional register. When using this phrase, ensure it clearly modifies a verb or noun phrase, specifying the result of applying data analysis. While alternatives like "through data analysis" or "using data analysis" exist, "with data analysis" effectively conveys the role of data analysis in achieving a particular outcome.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
through data analysis
Replaces "with" with "through", emphasizing the means by which analysis is conducted.
using data analysis
Substitutes "with" for "using", highlighting the application of data analysis as a tool.
via data analysis
Employs "via" instead of "with", indicating a pathway or method.
by means of data analysis
Expands the phrase to specify "by means of", adding formality.
employing data analysis
Replaces "with" with "employing", focusing on the active use of data analysis.
applying data analysis
Uses "applying" to stress the act of putting data analysis into practice.
in data analysis
Changes "with" to "in", which is grammatically different and suggests immersion in the process.
based on data analysis
Indicates that something relies on or is derived from data analysis.
leveraging data analysis
Emphasizes the strategic advantage gained from using data analysis.
data analytics approach
Shifts from a prepositional phrase to a noun phrase focusing on the methodological perspective.
FAQs
How can I rephrase "with data analysis" to sound more formal?
To achieve a more formal tone, you could use phrases like "through data analysis" or "by means of data analysis". These options introduce a level of sophistication suitable for academic or professional contexts.
In what contexts is it most appropriate to use the phrase "with data analysis"?
The phrase "with data analysis" is particularly fitting in contexts where you wish to emphasize the analytical method used to achieve certain insights or decisions. This includes research reports, business strategies, and scientific studies, where methodological rigor is important.
Is there a simpler way to say "with data analysis"?
Yes, a simpler alternative is "using data analysis". This option is less formal but equally clear and effective in conveying the application of data analysis.
How does "with data analysis" differ from "based on data analysis"?
"With data analysis" indicates that data analysis is the method or tool being used, whereas "based on data analysis" suggests that something is derived from or relies on the findings of data analysis. The former emphasizes the process, the latter the outcome.
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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
4.5/5
Expert rating
Real-world application tested