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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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data adequacy

Grammar usage guide and real-world examples

USAGE 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

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).

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).

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.

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.

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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.

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

BMJ Open

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.

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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.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

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.

Expression frequency: Common

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.

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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Source & Trust

79%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Most frequent sentences: