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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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minimal data

Grammar usage guide and real-world examples

USAGE SUMMARY

"minimal data" is a correct phrase that can be used in written English.
It refers to the smallest or least amount of information necessary for a specific purpose. Example: "The researchers were able to reach meaningful conclusions using only minimal data from the study."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Currently, minimal data exist regarding these features.

Science

Bone

It is almost impossible to determine the quality of sleep from the minimal data the Charge HR shows.

They can use minimal data to make attributions about the cause of failed goal-directed action.

The non-linear polynomial relationships could also be used to expand on minimal data that exists for other analogous locations.

Science & Research

Nature

While there is now data available about diversity among books published, there is still only minimal data available about diversity among publishing staff and reviewers.

There are minimal data that have prospectively evaluated solicited patient response to this treatment plan.

Science

Vaccine

The proposed approach required minimal data, and it was easily executed using a geographic information system.

Minimal data is available regarding the performance implications of these alternative architectural choices.

Although, the effects of hyperbaric hyperoxic exposure on oxidative stress are well known4, minimal data has been collected during diving exposure5.

Science & Research

Nature

Transfer feature learning approaches aim to adapt models from one domain to another (i.e. visible images to thermal) with minimal data for the new domain.

Science & Research

Nature

This study discusses a physically-based approach that combines baseflow separation and event identification with minimal data requirement.

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Expert writing Tips

Best practice

When using "minimal data", clearly define what constitutes 'minimal' in your specific context to avoid ambiguity.

Common error

Don't assume that "minimal data" is synonymous with 'useless data'. Even a small amount of carefully analyzed information can yield valuable insights. Focus on extracting maximum value from available resources, even if they are limited.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

83%

Authority and reliability

4.6/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "minimal data" functions as an adjective phrase modifying the noun "data". It indicates that the quantity of data is small or insufficient for a particular purpose. Ludwig AI confirms the correctness of the phrase.

Expression frequency: Very common

Frequent in

Science

67%

News & Media

16%

Academia

11%

Less common in

Formal & Business

2%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "minimal data" is a grammatically sound and frequently used expression, as validated by Ludwig. It serves to denote a situation where the amount of available data is limited. Its usage is most prevalent in scientific, news and academic contexts. When using "minimal data", remember to clearly define the context and avoid equating it with useless data. While alternatives like "little data" or "scant data" exist, understanding the specific nuances that separate them is important to choosing the most accurate phrasing to get the point across. In short, though the data may be scarce, proper analysis can still lead to useful conclusions.

FAQs

How can I use "minimal data" effectively in research?

When working with "minimal data", focus on robust statistical methods and clear articulation of limitations. Techniques like Bayesian inference or sensitivity analysis can help extract meaningful insights even from limited datasets.

What does it mean when research indicates there's "minimal data" available?

It suggests a gap in the existing knowledge or research on the topic. This often implies a need for more investigation and data collection to draw firm conclusions.

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

You can use alternatives like "little data", "scant data", or "limited data" depending on the context.

In what contexts is the phrase "minimal data" most commonly used?

The phrase "minimal data" is often used in scientific research, technology, and news reporting to describe situations where information is scarce or incomplete.

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Source & Trust

83%

Authority and reliability

4.6/5

Expert rating

Real-world application tested

Most frequent sentences: