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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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challenging to validate

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "challenging to validate" is correct and usable in written English.
It can be used when discussing difficulties in confirming or proving the accuracy or truth of something. Example: "The data collected from the experiment was challenging to validate due to inconsistencies in the results."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

However, it is challenging to validate sensors and data analytics tools in a "live" network.

However, it is extremely challenging to validate these putative markers largely because of the enormous complexity of biological systems, heterogeneity of humans, and/or lack of high-throughput technology [37].

Science

Plosone

It would be challenging to validate the effect of O2– on the Cdc25-mediated facilitation of the wt Ras GDP dissociation through monitoring of the GDP dissociation from wt Ras.

While the community knowledge of what constitutes "true protein interactions" in all cellular conditions remain poor, it is still challenging to validate the rest of PPIs that MetaGene data do not cover.

Moreover, the C-R function derived from the U.S. cohort studies would imply an extremely large mortality gradient across the YRD and between different areas of China, which is challenging to validate and interpret.

These predictions are challenging to validate experimentally due to the moderate (SQM>) to low (SDL>) peroxisome targeting efficiency of the original Arabidopsis decapeptides, making it difficult to investigate further reductions semi-quantitatively.

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Human-verified similar examples from authoritative sources

Similar Expressions

53 human-written examples

As software ever increases in size and complexity, we face the significant challenge to validate the systems surrounding us.

The development of targeted therapies has created a need for robust molecular characterization of cancer and it has become a challenge to validate methods to ensure accuracy in tumor mutation testing.

Challenges to validating diagnostic criteria in the absence of clear and identifiable pathophysiological mechanisms are described.

Since it is a challenge to validate and optimise protective structures against blast loads using full-scale experimental tests, we have to turn our attention towards advanced numerical tools like the finite element method.

Such multifunctional approaches are typically challenging to fabricate, purify, and validate, especially if the future goal includes clinical translation.

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Expert writing Tips

Best practice

When using "challenging to validate", ensure that the context clearly defines what is being validated and why it presents a challenge. Providing specific reasons enhances clarity and strengthens your argument.

Common error

Avoid using "challenging to validate" without specifying the source or nature of the challenge. A vague statement weakens the impact. Instead, detail what makes the validation difficult. For example, instead of saying "This theory is challenging to validate", specify "This theory is challenging to validate due to the lack of empirical data."

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

4.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "challenging to validate" functions as an adjective phrase, modifying a noun (often implicit) to describe the difficulty associated with the process of validation. As confirmed by Ludwig, it effectively conveys that confirming or proving something is not straightforward.

Expression frequency: Uncommon

Frequent in

Science

80%

News & Media

10%

Formal & Business

5%

Less common in

Encyclopedias

1%

Wiki

1%

Reference

1%

Ludwig's WRAP-UP

The phrase "challenging to validate" is a grammatically correct and usable expression to convey difficulty in confirming or proving something. Ludwig AI indicates it's a valid English phrase. While it's not exceedingly common, it appears primarily in scientific and news contexts, indicating a formal and analytical register. Key to using it effectively is specifying why something is "challenging to validate". Alternatives like "difficult to verify" or "hard to confirm" can be suitable substitutes, depending on the desired level of formality. Remember that vague statements weaken the phrase's impact, so detail the specific source and reasons for the validation difficulty.

FAQs

What does "challenging to validate" mean?

The phrase "challenging to validate" means that it is difficult to prove or confirm the accuracy or truth of something. This could be due to various reasons, such as a lack of evidence, methodological issues, or the complexity of the subject matter.

How can I use "challenging to validate" in a sentence?

You can use "challenging to validate" in sentences like, "The sensor data was challenging to validate in a 'live' network", or "The model's predictions are challenging to validate experimentally."

What are some alternatives to "challenging to validate"?

Some alternatives to "challenging to validate" include "difficult to verify", "hard to confirm", or "not easily validated" depending on the context.

What makes something "challenging to validate"?

Several factors can make something "challenging to validate", including the complexity of the data, the absence of a gold standard for comparison, the heterogeneity of the sample, or limitations in available technology.

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Authority and reliability

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Real-world application tested

Most frequent sentences: