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Justyna Jupowicz-Kozak

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pooled data

Grammar usage guide and real-world examples

USAGE 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

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.

Researchers in the Netherlands pooled data from 32 studies of premature menopause and early onset menopause that included more than 310,000 women.

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

The Guardian

Pooled data revealed a sensitivity of 94.1%.

Pooled data revealed a specificity of 92.4%.

Data presented are the means of pooled data.

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

TechCrunch

"Data controllers should seek to control and limit access to such pooled data," it notes.

News & Media

TechCrunch

Furthermore, Fisher's combination test and pooled data analysis were considered and compared through the simulation.

The companion study and pooled data from both studies also yielded similar results.

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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.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

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.

Expression frequency: Very common

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.

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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Most frequent sentences: