due to data issues

USAGE SUMMARY

The phrase "due to data issues" is correct and usable in written English.
You can use it to explain a problem or a reason for a situation that arises from problems related to data. Example: "The project deadline has been pushed back due to data issues that have affected our analysis."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

One unit was excluded due to data issues.

Journal of Modern Power Systems and Clean Energy

Part of the temporal variations and ethnic differential in cancer survival may be due to data issues.

British Journal of Cancer

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

Missing are Louisiana (LA), Rhode Island (RI), Virginia (VA), due to data quality issues, and Massachusetts (MA), which has not yet provided data to the Census Bureau.

Cornell University

Not publicly available due to data protection issues.

Comparative Migration Studies

A recent MIT Sloan study suggests that companies are losing an average of 15-2515-25%evenue due to data quality issues.

Forbes

Furthermore, the retailer might not be able to know the utility function information due to data privacy issues.

Journal of Modern Power Systems and Clean Energy

A number of synchrophasor applications prefer accurate, complete, and timely data, and their performances may be impacted or even disabled due to data quality issues.

Journal of Modern Power Systems and Clean Energy

The sample, however, is smaller than the full sample due to data availability issues specific to the estimation of (7) and (8).

IZA Journal of Labor Policy

Differences we see by neighborhood could possibly be due to data quality issues or inconsistencies in hospitals reporting in those neighborhoods and need to be investigated further.

Injury Epidemiology

Also, the Philippines isn't broken out separately, again due to data availability issues (although the total Internet advertising market in the Philippines is just $3 million this year, so it won't affect the rankings materially even though Friendster is so strong there).

TechCrunch

The frequency of visits to each system was not estimated due to data reliability issues.

BMC Public Health

Expert writing Tips

Best practice

When using "due to data issues", be specific about the type of data issues involved (e.g., quality, availability, privacy) for better clarity.

Common error

Avoid using "due to data issues" without providing context. Instead of saying "The project is delayed due to data issues", specify the exact problem like "The project is delayed due to missing data on customer demographics".

Linguistic Context

The phrase "due to data issues" functions as an adverbial phrase, specifically a causal adjunct. It modifies a clause by indicating the reason or cause for something. As Ludwig AI confirms, the phrase is grammatically sound and usable in English.

Expression frequency: Uncommon

Frequent in

Science

60%

News & Media

20%

Academia

20%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "due to data issues" is a grammatically correct and usable phrase that explains a problem's root cause being related to data. While Ludwig AI confirms its validity, it is best practice to provide context about what those "data issues" are. Though most frequent in science, this phrase can also be found in news, academia and formal writing. When writing, consider alternatives like "because of data problems" or "owing to data inaccuracies" to add variety.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to data problems

Replaces "due to" with "owing to" and "issues" with "problems".

because of data complications

Substitutes "due to" with "because of" and "issues" with "complications".

as a result of data inaccuracies

Rephrases to emphasize the outcome of inaccurate data.

attributable to data errors

Formal alternative highlighting that the problems stem from data errors.

stemming from data inconsistencies

Indicates that the problem originates from inconsistent data.

on account of data deficiencies

A more formal substitute using "on account of" and "deficiencies".

arising from data discrepancies

Highlights that the problem comes from conflicting data points.

caused by flawed data

Emphasizes that the data itself is the root cause of the problems.

linked to corrupted data

Specifies that data corruption is the cause.

related to data integrity failures

Focuses on failures in maintaining data integrity.

FAQs

How can I use "due to data issues" in a sentence?

Use "due to data issues" to explain that a problem or situation arises from problems with data. For example: "The analysis was inconclusive "due to data issues" affecting data integrity".

What are some alternatives to saying "due to data issues"?

You can use alternatives like "because of data problems", "owing to data inaccuracies", or "stemming from data errors" depending on the context.

Is it better to say "due to data issues" or "because of data issues"?

"Due to data issues" and "because of data issues" are both grammatically correct and can be used interchangeably. The choice often depends on personal preference or the desired level of formality.

What types of "data issues" are commonly referenced when using the phrase?

Common data issues include problems related to "data quality", "data availability", "data privacy", data security, data management, and data reliability.