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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
foundational data
Grammar usage guide and real-world examplesUSAGE 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
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
14 human-written examples
"Facebook's data, and the acquisition using Aleksandr Kogan's app, was the foundational data of the company.
News & Media
"It wasn't the foundational data set on which we built our company," said Nix today.
News & Media
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
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
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
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.
Science
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.
Science
"Foundational research in data management and data analytics promise breakthrough discoveries and innovations across all disciplines".
News & Media
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.
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.
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.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
Core Data
Focuses on the essential and central aspect of the data.
Basic Data
Emphasizes the fundamental and elementary nature of the data.
Underlying Data
Highlights the data that supports and informs higher-level processes or analyses.
Essential Data
Stresses the necessity and importance of the data.
Primary Data
Indicates the data is original and has not been interpreted or processed.
Fundamental Data
Highlights the data's role as a base or foundation.
Key Data
Emphasizes the data's significance and importance.
Critical Data
Focuses on the crucial nature of the data for decision-making or analysis.
Pivotal Data
Highlights that the data is a turning point or crucial for a process or understanding.
Instrumental Data
Emphasizes the data's usefulness and role in achieving a specific goal.
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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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