due to poor data

USAGE SUMMARY

The phrase "due to poor data" is correct and usable in written English.
It can be used to explain a reason or cause for a particular outcome or situation that is negatively affected by insufficient or unreliable data. Example: "The project's delay was primarily due to poor data, which hindered our analysis and decision-making process."

✓ Grammatically correct

Science

Formal & Business

News & Media

Wiki

Human-verified examples from authoritative sources

Exact Expressions

20 human-written examples

They illustrate their ideas with real-world examples of companies that have faced million-dollar losses due to poor data management, as well as industry leaders who have prospered through Total Data Quality Management.

Massachusetts Institute of Technology

The use of some proxy indicators was required in both catchments due to poor data availability, and this problem may hinder the further development of indicator frameworks that attempt to better integrate environmental, economic and social dimensions of sustainability.

Journal of Environmental Management

Unfortunately, due to unavoidable cultural noise sources at some LMT stations, long-period responses of more than 10,000 s were discarded due to poor data quality.

Earth, Planets and Space

As we've mentioned, the financial stakes are high, and approaching the incorrect molecule due to poor data standards and granularity even with a solid algorithm would waste considerable resources and time.

Forbes

In 1989, the total Olympic marmot population was calculated to be only about 2,000, but this low number was due to poor data collection.

Wikipedia

By contrast only one individual called Mouadje, a female with dependent offspring, crossed an unprotected road outside of a protected area, a striking result given an accumulated total time of 28.5 years of telemetry data from 27 elephants (we excluded one elephant, Chloe, from this analysis due to poor data quality).

Plosone

Human-verified similar examples from authoritative sources

Similar Expressions

40 human-written examples

Our retrospective study has certain limitations due to poor demographic data and relatively long time period chosen for data analysis.

Annals of Intensive Care

Routine data collection systems often underestimated the true rates of ill health in Indigenous populations due to poor quality data, including inadequate Indigenous identification in health service utilisation records [ 22].

Health Research Policy and Systems

The latter seems to occur due to poor quality data, resulting in limited generic models.

International Journal of Thermal Sciences

Challenges that were rejected due to poor quality data are included.

Journal of Cheminformatics

As a consequence, approximately 10% of the markers were discarded during the final analysis due to poor quality data.

BMC Genomics

Expert writing Tips

Best practice

When using the phrase "due to poor data", be specific about the kind of data that is poor. Instead of a vague statement, clarify if the issue is related to data accuracy, completeness, or relevance to provide better context and facilitate more effective problem-solving.

Common error

Avoid using "due to poor data" as a blanket statement without providing context or specifics. Vague references to poor data can obscure the actual issues and hinder efforts to improve data quality. Clearly identify the data type and nature of the problem to facilitate targeted solutions.

Linguistic Context

The phrase "due to poor data" functions as a causal connector, indicating that a particular outcome or situation arises as a result of deficiencies in the data used. Ludwig AI confirms that this usage is grammatically correct and commonly found in diverse contexts.

Expression frequency: Uncommon

Frequent in

Science

72%

Formal & Business

12%

News & Media

8%

Less common in

Wiki

5%

Academia

3%

Reference

0%

Ludwig's WRAP-UP

In summary, "due to poor data" serves as a causal connector, typically explaining a negative outcome resulting from deficient or low-quality data. Ludwig AI confirms that this phrase is grammatically correct, though it appears more frequently in scientific and formal business contexts. When using this phrase, it’s best practice to specify the type of data and the nature of its deficiencies for clarity. Common alternatives include "owing to deficient data" or "as a consequence of flawed data", each with subtle differences in emphasis.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to deficient data

Replaces "poor" with "deficient", emphasizing the inadequacy of the data.

as a consequence of flawed data

Replaces "due to" with "as a consequence of" and "poor" with "flawed", indicating a defect in the data.

attributable to substandard data

Substitutes "due to" with "attributable to" and "poor" with "substandard", highlighting the data's failure to meet required quality levels.

because of inadequate data sets

Replaces "poor data" with "inadequate data sets", which focuses on the insufficiency of the data available.

stemming from low-quality data

Uses "stemming from" instead of "due to" and "low-quality" to specify the data's inferior grade.

resulting from imperfect data

Replaces "poor" with "imperfect", suggesting the data has errors or is incomplete.

arising from compromised data integrity

Changes the focus to "compromised data integrity", indicating potential corruption or loss of data reliability.

on account of unreliable data

Replaces "due to" with "on account of" and highlights the lack of dependability in the data.

caused by inaccurate data collection

Shifts the focus to the process of "inaccurate data collection" as the cause.

thanks to deficient information

Uses "thanks to" in a sarcastic sense to imply the negative outcome is a result of "deficient information".

FAQs

What does "due to poor data" mean?

The phrase "due to poor data" indicates that a situation or outcome has been negatively affected because the data being used is of low quality, inaccurate, incomplete, or otherwise deficient. The term refers to data related problems.

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

You can use "due to poor data" to explain why something went wrong or is not working as expected. For example: "The marketing campaign failed "due to poor data" on customer preferences".

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

Alternatives include phrases like "because of inadequate data", "owing to insufficient data", or "as a result of flawed data". These options can provide variety in your writing while conveying a similar meaning.

Is it better to say "due to poor data quality" or simply "due to poor data"?

Both phrases are acceptable, but "due to poor data quality" is more explicit and emphasizes that the issue lies with the quality of the data, not just the data itself. Choosing between them depends on the context and the level of detail required.