due to data gaps

USAGE SUMMARY

The phrase "due to data gaps" is correct and usable in written English.
It can be used to explain a situation or a limitation that arises because of missing or incomplete data. Example: "The analysis was inconclusive due to data gaps that hindered our ability to draw firm conclusions."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

Not many accounts may be available to be used in the policy-making process due to data gaps, design challenges and the required investment, the problem being more acute in developing countries.

Ecological Economics

Stricter classification due to data gaps (D) There is insufficient published data for many cosmetic ingredients.

Environmental Sciences Europe

Due to data gaps at the measurement sites (T1 and T3) we plotted respective monthly sums of precipitation data available from the CRF with continuous precipitation data from Elmali to check if a linear relationship was present.

Botanical Studies

For the present example, this implies that at the 24 recorded scenes in Düsseldorf the time interval between two data points in the time series does not necessarily correspond in all the cases to the 11 day satellite repetition rate, so de-correlation effects due to data gaps have arisen.

Visualization in Engineering

This prevents inaccurate exposure estimates due to data gaps or seasonal measurements.

Environmental Health Perspectives

Therefore, the MDGs cannot be successfully practiced due to data gaps, inconsistent indicators, and frequent revisions [ 5].

Globalization and Health

Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

The only reason we are aware of such an achievement and pay gap in medicine is largely due to data that comes from public institutions and government funded programs like Medicare.

HuffPost

"Due to data lags, that is just now becoming apparent".

The New York Times

"Due to data limitations..

Los Angeles Times

In the actively extending Red Sea margin of eastern Eritrea, which lies at the Red Sea/Danakil Gulf of Aden and the East African rift triple junction zone, the geometry and kinematics of extension are complex and poorly defined due to large data gaps.

Earth and Planetary Science Letters

Use of the time-dependent co-variance matrices, or, at least, their diagonal parts, allows selective downweighting of coefficients poorly constrained by the CI, i.e., due to temporary data gaps at individual satellites, or a particulary disadvantageous geometry of the satellite constellation.

Earth, Planets and Space

Expert writing Tips

Best practice

When using "due to data gaps", clearly specify what limitations or inaccuracies arise from these gaps to maintain clarity and avoid ambiguity.

Common error

Avoid using "due to data gaps" as a vague explanation. Instead, be specific about how the gaps affect your analysis or conclusions. For example, instead of saying "the results are uncertain due to data gaps", specify "the results are uncertain because of missing data on patient demographics, which prevents accurate stratification".

Linguistic Context

The phrase "due to data gaps" functions as an adverbial phrase indicating cause or reason. It explains why a certain situation or outcome has occurred, attributing it to the presence of missing or incomplete data. As Ludwig AI states, this phrase is usable in written English.

Expression frequency: Common

Frequent in

Science

70%

News & Media

20%

Formal & Business

10%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "due to data gaps" is a grammatically sound phrase used to explain limitations or uncertainties arising from missing or incomplete data. According to Ludwig AI, it is correct and usable in written English. It is commonly found in scientific, news, and formal business contexts. When using this phrase, it's best to be specific about the impact of the data gaps and to consider more precise alternatives depending on the context. Related phrases such as "because of missing data" or "owing to incomplete data" can be used for similar effects. This phrase is commonly used but writers need to avoid overgeneralization of impact of data gaps on their analysis and findings.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to incomplete data

Replaces "due to" with "owing to" and "gaps" with "incomplete", maintaining a formal tone.

because of missing data

Uses simpler language, replacing "due to" with "because of" and "gaps" with "missing".

as a result of insufficient data

Emphasizes the consequence of the data deficiency, using more formal vocabulary.

attributable to limited data availability

Highlights the limited availability of data as the cause, maintaining a formal and technical tone.

stemming from deficient data

Uses "stemming from" to indicate origin and "deficient" to describe the data quality.

on account of data deficiencies

Replaces "due to" with "on account of", and data gaps with data deficiencies.

caused by lacunae in the data

Employs the term "lacunae" to denote gaps, increasing the formality.

hindered by the absence of data

Focuses on the hindering effect caused by the lack of data.

constrained by data scarcity

Emphasizes the limited quantity of data, using the term "scarcity".

limited by data voids

Replaces "gaps" with "voids", highlighting the emptiness or lack of information.

FAQs

What does "due to data gaps" mean?

The phrase "due to data gaps" means that something is happening or a conclusion is being drawn because there is missing or incomplete information. These "data gaps" can lead to uncertainty or limitations in analysis.

How can I avoid problems caused "due to data gaps"?

To mitigate issues arising from "due to data gaps", try to gather more complete data, use statistical methods to handle missing values, or acknowledge the limitations in your analysis. Consider using alternatives like "owing to incomplete data" to clearly state the reason for the issue.

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

Depending on the context, you can use phrases like "because of missing data", "as a result of insufficient data", or "owing to incomplete data". These alternatives offer different nuances while conveying the same basic meaning.

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

Both "due to data gaps" and "because of data gaps" are grammatically correct and convey the same meaning. "Because of" is generally considered more informal, while "due to" can be perceived as slightly more formal, though both are widely accepted in various contexts.