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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
data adequacy
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "data adequacy" is correct and usable in written English.
It can be used in contexts related to data protection, privacy laws, or data quality assessments, often referring to whether data meets certain standards or requirements. Example: "The organization must ensure data adequacy to comply with international data protection regulations."
✓ Grammatically correct
Science
Formal & Business
News & Media
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
9 human-written examples
Data adequacy is confirmed by coincidence of these maxima in two diapasons and high correlation coefficient (0.99).
Science
In combination with the so-called CRED criteria for evaluation of data relevance (published by Moermond et al. 56]), an overall evaluation of data adequacy for nanomaterial ecotoxicity studies can be made.
Three characteristics had low mean scores (i.e. simplicity, flexibility and system integration) and two were rated inconsistently low (i.e. legislative requirement for collection of data and data adequacy for injury surveillance) (Table 3).
Science
Verheijen [ 18] presented an overview of model selection practices, highlighting the main criteria for choosing out of a large set of models: level of rigor, accuracy with respect to data, adequacy of the model, and its flexibility and computational complexity.
Science
Saturation, which can be defined as data adequacy or the point at which no new information is obtained from additional qualitative data [ 29] was assessed using saturation tables [ 30].
The data adequacy determination requirement and concerns over issues of data privacy and consumer protection have implications for cross-border electronic delivery of health services to the EU by non-member countries such as India and raise issues of level playing field vis-à-vis member countries.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
51 human-written examples
Concrete computed kinetic parameters were compared with corresponding experimental data for adequacy.
Science
Five criteria are mentioned: the level of rigor that a model describes phenomena; the accuracy of the model with respect to data; the adequacy of the model for the purpose of simulation, optimization or design; the flexibility of a model; and the computational complexity.
The final estimates were evaluated based on data fit, adequacy to initial estimates, diagnostic parameters and residual analysis.
Both scales showed good internal consistency (Cronbach's-α of 0.74 and 0.70, respectively), acceptable KMO, and a significant Bartlett's test, which supported the appropriateness of the data and adequacy of the one factor solution (figure 2).
Science
The NPSC did not judge the scientific merit of the conclusions reached by the sponsor of each mock submission but rather considered the experimental design, organization of data, and adequacy of the information available to support the hypothesis, including the relationship of the genomics data to the general toxicology data.
Expert writing Tips
Best practice
When assessing research, clearly define the criteria used to determine "data adequacy" to ensure transparency and replicability.
Common error
Avoid presuming that data is adequate solely based on its availability. Always validate data sources and methodologies to ensure they meet the required standards for accuracy and reliability.
Source & Trust
79%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "data adequacy" functions primarily as a noun phrase representing the quality or state of data being sufficient or suitable for a particular purpose. Ludwig AI affirms its correct usage, supported by examples across diverse domains.
Frequent in
Science
79%
Formal & Business
10%
News & Media
8%
Less common in
Encyclopedias
1%
Wiki
1%
Reference
1%
Ludwig's WRAP-UP
In summary, "data adequacy" is a noun phrase used to describe whether data meets specific requirements for its intended purpose. Ludwig AI confirms it is grammatically correct and commonly used in formal contexts, particularly in science and research. Ensuring "data adequacy" is critical for compliance, sound decision-making, and reliable research outcomes. Related phrases include "data sufficiency" and "data relevance". Always validate your data to avoid the common error of assuming adequacy without proper assessment.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
data sufficiency
This alternative focuses on whether the data is enough for a specific purpose.
data relevance
This term emphasizes how pertinent the data is to the issue at hand.
data appropriateness
This alternative indicates whether the data is suitable for the intended analysis or use.
data validity
This phrase suggests that the data is accurate and measures what it is supposed to measure.
data reliability
This term highlights the consistency and trustworthiness of the data.
data completeness
This alternative focuses on whether all necessary data points are present.
data integrity
This emphasizes the accuracy and consistency of data over its lifecycle.
data quality
This broad term encompasses all aspects of data's fitness for use.
information adequacy
Focuses on the sufficiency of the information derived from the data.
suitable data
Highlights that data is well-aligned to meet specific requirements or demands.
FAQs
How do I determine if I have achieved "data adequacy" in my research?
Assess whether your data provides sufficient evidence to support your conclusions, addresses your research questions comprehensively, and is free from significant biases or gaps. Consider consulting with experts to validate your assessment.
What are the key components of ensuring "data adequacy" in a clinical trial?
Key components include representative sample sizes, rigorous data collection protocols, comprehensive monitoring for adverse events, and adherence to ethical guidelines. Maintaining "data integrity" is also crucial.
How does "data adequacy" relate to compliance with data protection regulations?
"Data adequacy" is central to international data transfer regulations. For example, the EU requires that countries receiving personal data from the EU ensure an adequate level of protection, meaning their data protection laws must be essentially equivalent to those in the EU. This ensures "data privacy" is maintained.
What are some alternatives to the phrase "data adequacy"?
You can use alternatives like "data sufficiency", "data relevance", or "data appropriateness depending on 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
79%
Authority and reliability
4.1/5
Expert rating
Real-world application tested