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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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foundational data

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "foundational data" is correct and usable in written English.
It can be used when referring to essential or primary data that serves as a basis for further analysis or development. Example: "In order to build a robust model, we need to gather foundational data that accurately represents the target population."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

14 human-written examples

"Facebook's data, and the acquisition using Aleksandr Kogan's app, was the foundational data of the company.

News & Media

The New Yorker

"It wasn't the foundational data set on which we built our company," said Nix today.

News & Media

TechCrunch

The present research will provide foundational data for informing such a capability.

We're starting with really a clean, foundational data set, and we're coupling that with programmatic media buying".

News & Media

TechCrunch

The committee questioned Nix closely over responses he had given it at his earlier appearance in February, when he denied that Cambridge Analytica used Facebook data as the foundational data set for its political ad targeting business.

News & Media

TechCrunch

The library is designed to support exploratory data analysis, algorithm and processing pipeline development, and application at scale in High Performance Computing (HPC) environments for processing large data sets and generating foundational data products.

Science

SoftwareX
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Human-verified similar examples from authoritative sources

Similar Expressions

46 human-written examples

Especially for cluster 4, which is significantly enriched for probesets annotated as human immune response genes, these data provide foundational information that can be used for human-pig comparisons at several levels.

This research contributes a novel methodology and foundational empirical data that can guide the design of effective auditory representations of computer programs.

7 GF-JIATF's strategic framework comprises three foundational pillars: data gathering and analysis, an NES, and an International Engagement Strategy IESS).

The resource utilization information, albeit limited to data available from administrative sources is intended to provide foundational information for further study.

"Foundational research in data management and data analytics promise breakthrough discoveries and innovations across all disciplines".

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Expert writing Tips

Best practice

When discussing research or building models, clearly define what constitutes your "foundational data" to ensure transparency and reproducibility.

Common error

Avoid assuming that all "foundational data" is universally applicable; consider the specific context and potential biases inherent in the data collection process to ensure its suitability for your application.

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 phrase "foundational data" functions as an adjective-noun combination, where "foundational" modifies "data". According to Ludwig AI, this phrase is correct and commonly used. It designates data serving as a basic or essential resource.

Expression frequency: Common

Frequent in

Science

44%

News & Media

31%

Formal & Business

25%

Less common in

Academia

0%

Wiki

0%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, "foundational data" correctly identifies fundamental information used as a basis for further analysis or development. Ludwig AI confirms its proper usage across diverse fields, particularly in science, news, and formal business contexts. When using the phrase, remember to define the scope of your "foundational data" clearly, acknowledging its role in informing conclusions or actions. Consider the specific context and potential biases to ensure suitability for your goals. Alternatives like "core data" or "essential data" can be used to vary expression while maintaining precision.

FAQs

How can I use "foundational data" in a research paper?

In research, "foundational data" provides the groundwork for your analysis. Clearly state that your research builds upon this "foundational data" and explain how it informs your conclusions. Cite the sources of the data properly to maintain academic integrity.

What are some alternatives to using the phrase "foundational data"?

Depending on the context, you can use alternatives like "core data", "basic data", or "essential data". These alternatives emphasize different aspects of the data's importance or role.

Is "foundational data" the same as raw data?

"Foundational data" isn't necessarily raw data. Raw data is unprocessed, while "foundational data" is selected and organized because it's deemed fundamental. The selection process gives "foundational data" a specific purpose beyond just being unprocessed information.

What makes data "foundational"?

Data becomes "foundational" when it serves as a reliable and verified basis for building upon, conducting further analysis, or making decisions. It's characterized by its relevance, reliability, and the extent to which it informs subsequent work.

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Most frequent sentences: