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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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due to data differences

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "due to data differences" is correct and usable in written English.
It can be used to explain a situation or outcome that arises from variations or discrepancies in data. Example: "The results of the experiment were inconclusive due to data differences between the two groups."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

In some cases, these requests were not accepted due to data differences.

News & Media

The New York Times

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

The differences are due to data availability and the applicability of existing models.

As mentioned above, due to missing data differences across the 10 environmental measures, the overlap in the samples used in the GE interaction analyses was not complete.

a Sample size varies due to missing data; Difference across specialties, χ2 or Fisher's Exact bp < 0.01 cp < 0.05 For training in individual aspects of obesity management, a significantly lower proportion of family medicine respondents reported training residents in treatment and diagnosis of complications of childhood obesity (Table 2).

Due to missing-data differences, these numbers varied across the 10 environmental measures.

Baseline data may not be available, and there may be a lack of comparable disaster damage and loss data due to differences in data recording and standards over time and across countries (European JRC 2015).

It has also been suggested that childlessness is associated with high levels of alcohol consumption [ 21, 22]; however, this study was not able to investigate childless women's level of alcohol consumption in comparison to population data due to differences in data reporting and changes to Australian alcohol guidelines.

Due to absent differences, data from different age groups and gender were pooled.

The sufficient numbers of epigenetic states in the human and medaka data differed due to the difference in data quality.

A similar observation was made with primary human (HUVEC) cells, indicating that this is not due to species differences (data not shown).

Science

Plosone

Although the manufacturers have developed platform-specific quality controls, they are often not adequate for cross-platform comparisons, particularly for the evaluation and standardization of transcriptomic data due to differences in protocols, data processing and analysis methods.

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Expert writing Tips

Best practice

When writing scientific reports, use "due to data differences" to clearly attribute variations in results to discrepancies in the data collected or used.

Common error

Avoid using "due to data differences" when you simply mean "because of data differences". Ensure a clear cause-and-effect relationship exists between the data differences and the outcome you're describing.

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

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "due to data differences" functions as a causal connector, linking data discrepancies to specific outcomes or results. Ludwig AI confirms its usability in written English, explaining situations arising from data variations.

Expression frequency: Common

Frequent in

Science

65%

News & Media

20%

Formal & Business

15%

Less common in

Ludwig's WRAP-UP

In summary, "due to data differences" is a grammatically correct phrase used to attribute outcomes to variations or discrepancies in data. Ludwig AI validates its usability, and its application is common across scientific and news contexts. While alternatives like "because of data discrepancies" exist, maintaining clarity in expressing causal relationships is crucial. Remember to use this phrase to provide a clear explanation for results when differences in data are the primary reason.

FAQs

How do I use "due to data differences" in a sentence?

Use "due to data differences" to explain that variations or discrepancies in data are the cause of a particular result or observation. For example, "The inconsistent findings were "due to data differences" between the two studies".

What are some alternatives to "due to data differences"?

You can use alternatives like "because of data discrepancies", "owing to data variations", or "as a result of data divergence" to convey a similar meaning.

Is it always appropriate to use "due to data differences"?

Ensure that the sentence clearly indicates a causal relationship where the data differences directly lead to the observed outcome. If the relationship is not causal, rephrase using alternatives such as "related to data discrepancies".

What's the difference between "due to data differences" and "related to data differences"?

"Due to data differences" implies a direct causal relationship, while "related to data differences" suggests an association or correlation without necessarily implying causation.

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Source & Trust

80%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: