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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
a thoughtful data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "a thoughtful data" is not correct in standard English usage.
The word "data" is typically treated as a plural noun, so it would be more appropriate to use "thoughtful information" or "thoughtful insights" instead. Example: "The research provided a thoughtful analysis of the data collected during the study."
⚠ May contain grammatical issues
News & Media
Science
Alternative expressions(5)
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
1 human-written examples
Without a thoughtful data strategy, entrepreneurs run the risk of wasting time or doing more harm than good.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
55 human-written examples
It's encouraging that thoughtful data scientists like Ms. Perlich and Ms. Schutt recognize the limits and shortcomings of the Big Data technology that they are building.
News & Media
Experimental designs and thoughtful data collection can help diagnose the root problems better, thus providing better predictions for what antipoverty programs to employ in specific conditions and contexts.
The first was that King's effort did little to advance a thoughtful and data-driven discussion about radicalization.
News & Media
It is awesome that Peter Orszag himself (Director of OMB) offered a thoughtful and data-rich response to Gawande's article on the official Whitehouse website.
News & Media
"We developed Empirical to make complex data modeling and sophisticated statistical analysis more accessible, so anyone trying to understand their data can make thoughtful, data-driven decisions based on sound analysis, regardless of their technical expertise," Tibbets said in a statement.
News & Media
9/11 is a thoughtful day.
News & Media
I gave the sales manager my feedback: it was a great presentation; a thorough analysis of the data; and a thoughtful decision to propose a pilot program.
News & Media
"The question is: how do we create a thoughtful enforcement approach based on data and not headlines," Shahum told said, referring to a pair of fatal high-profile cyclist vs. pedestrian accidents that generated a whirlwind of media attention over the past year.
News & Media
A spokesperson said: "All the big brands want to have access to students and it is extremely important that anybody responsible for student data acts in a thoughtful and responsible way and is open to the highest level of scrutiny".
News & Media
By given different probability of recombination p, we performed the data simulation and phylogeny reconstruction multiple times to achieve a thoughtful evaluation.
Science
Expert writing Tips
Best practice
When referring to data, ensure that your adjective accurately reflects its quality, such as "reliable data", "comprehensive data", or "relevant data". Avoid using "thoughtful" directly with "data"; consider phrases like "thoughtful analysis of the data".
Common error
A common mistake is treating "data" as a singular noun. Since "data" is generally plural, avoid phrases like "a thoughtful data". Instead, opt for grammatically correct alternatives like "thoughtful insights" or "thoughtful analysis of the data".
Source & Trust
82%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "a thoughtful data" is an attempt to describe data with an adjective indicating careful consideration. However, this construction is grammatically unconventional. Data is typically treated as a plural noun, so the use of the indefinite article "a" is not appropriate. Ludwig's analysis confirms this grammatical issue.
Frequent in
News & Media
33%
Science
33%
Wiki
11%
Less common in
Formal & Business
11%
Reference
0%
Encyclopedias
0%
Ludwig's WRAP-UP
In summary, while the phrase "a thoughtful data" attempts to convey the idea of carefully considered information, it presents grammatical challenges due to the plural nature of "data". Ludwig identifies this as grammatically incorrect. It's advisable to opt for alternatives like "thoughtful insights", "insightful data", or "thoughtful analysis of the data" to ensure grammatical correctness and clarity. These alternatives not only address the grammatical issues but also more accurately reflect the intended meaning across various contexts, particularly in formal and professional settings.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
insightful data
Replaces "thoughtful" with "insightful", focusing on the depth and understanding provided by the data.
carefully considered data
Emphasizes the thoroughness and deliberation behind the data.
well-analyzed data
Highlights the quality of analysis applied to the data.
thoughtful analysis of data
Rephrases to focus on the analysis rather than directly modifying "data".
insightful information
Corrects the grammar by using "information" instead of "data", while keeping a similar meaning.
thoughtful insights
Uses the plural form "insights" to replace the original phrase, correcting the grammatical concern.
careful data analysis
Focuses on carefulness in the analysis of the data.
well-reasoned data
Highlights the logical and coherent nature of the data.
data-driven insights
Suggests insights that are derived from and based on data.
deep data analysis
Emphasizes the thoroughness and depth of the data analysis.
FAQs
How can I use the word 'data' correctly in a sentence?
Always treat "data" as a plural noun. Instead of saying "a data is", say "data are". If you need a singular form, use "datum" or rephrase to use "information".
What is a better way to phrase "a thoughtful data"?
Consider using phrases like "insightful data", "carefully considered data", or "thoughtful analysis of data".
Which is more grammatically correct, "a thoughtful data" or "thoughtful data"?
Neither is fully correct, because "data" should be treated as plural or replaced with a singular noun. Instead, use "thoughtful insights" or "thoughtful analysis of the data".
How does the meaning change if I use "information" instead of "data"?
Using "information" provides a more general term, while "data" implies structured facts and figures. While "insightful information" can work, ensure it aligns with the specific context.
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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
82%
Authority and reliability
2.8/5
Expert rating
Real-world application tested