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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
pooled data
Grammar usage guide and real-world examplesUSAGE SUMMARY
"pooled data" is correct and usable in written English.
It is a term used when referring to data that has been combined from multiple sources. For example, "The researchers used pooled data from five different studies to analyze the results."
✓ Grammatically correct
Science
News & Media
Alternative expressions(20)
combined datasets
aggregated information
integrated data
collated data
synthesized information
amalgamated data
relocated data
incorporated data
collected data
accumulated data
categorized data
enclosed data
compiled data
pooled user
aggregated user
combined user data
summarized user information
aggregated findings
consolidated data
compiled results
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
Pooled data from placebo- and insulin-treated patients were compared with pooled data from exenatide-treated patients.
Science
Researchers in the Netherlands pooled data from 32 studies of premature menopause and early onset menopause that included more than 310,000 women.
News & Media
The national services were sometimes happy to share intelligence with other countries, but loth to input the information into a pooled data base.
News & Media
Pooled data revealed a sensitivity of 94.1%.
Pooled data revealed a specificity of 92.4%.
Data presented are the means of pooled data.
Science
JPL, SDZ and MJL conducted the analysis of pooled data.
That combines the network effects of pooled data across games with a huge market to conquer.
News & Media
"Data controllers should seek to control and limit access to such pooled data," it notes.
News & Media
Furthermore, Fisher's combination test and pooled data analysis were considered and compared through the simulation.
Science
The companion study and pooled data from both studies also yielded similar results.
Science
Expert writing Tips
Best practice
When using "pooled data", clearly indicate the sources and methodology used to combine the data to ensure transparency and reproducibility.
Common error
Avoid using "pooled data" without ensuring that the individual datasets are compatible and that any necessary adjustments have been made to account for differences in data collection methods or populations. Otherwise, your results may be misleading.
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The primary grammatical function of "pooled data" is as a noun phrase, where "pooled" acts as an adjective describing the type of data. Ludwig AI identifies its proper use as data that has been combined from multiple sources.
Frequent in
Science
75%
News & Media
20%
Formal & Business
5%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "pooled data" refers to data that has been combined from multiple sources for analysis. Ludwig AI confirms that it is grammatically correct and commonly used, especially in scientific and research contexts. When using this phrase, ensure clarity about the sources and methodology involved in combining the data. Common usage patterns lean towards formal and scientific writing, where accuracy and transparency are paramount. Remember to avoid combining incompatible datasets and always account for potential biases. By following these guidelines, you can effectively use "pooled data" in your writing and research.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
combined datasets
Focuses on the datasets themselves being merged, rather than the action of pooling.
aggregated information
Emphasizes the collection and summarization of information into a single group.
merged results
Highlights the outcome of combining different results into a unified whole.
integrated data
Suggests a more seamless and unified combination of data than simply pooling.
collated data
Focuses on the systematic gathering and arranging of data from various sources.
unified database
Refers specifically to a database created by combining data, rather than a general concept.
consolidated figures
Emphasizes combining numerical data into a single set of figures.
harmonized data
Suggests the process of making data consistent and compatible before combining it.
centralized data
Highlights that data are stored in one central repository.
synthesized information
Emphasizes the process of combining information to create a new understanding or result.
FAQs
How is "pooled data" used in research?
"Pooled data" is used to increase statistical power, examine trends across different studies, and generalize findings to a broader population. Researchers combine datasets from multiple sources to achieve these goals.
What are the advantages of using "pooled data"?
Using "pooled data" can lead to more robust results, increased sample size, and the ability to detect subtle effects that might not be apparent in smaller, individual studies. It also allows for broader generalizations of findings.
What are some potential drawbacks of using "pooled data"?
Potential drawbacks include heterogeneity between datasets, differences in data collection methods, and the risk of introducing bias if the original studies were not comparable. Careful consideration and statistical adjustments are needed when using "pooled data".
Are there alternatives to using "pooled data" in meta-analysis?
While "pooled data" is common in meta-analysis, researchers can also use methods that do not involve directly combining datasets, such as analyzing summary statistics from each study. Other phrases you can use instead of "pooled data" include "combined datasets" or "aggregated information".
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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
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested