due to a paucity of data

USAGE SUMMARY

The phrase "due to a paucity of data" is correct and usable in written English.
It can be used when explaining a situation or conclusion that arises from a lack of sufficient information or evidence. Example: "The study's findings were inconclusive due to a paucity of data on the subject."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

14 human-written examples

This was partly due to a "paucity of data", writes Emek Basker, an economist at the University of Missouri, whose requests for numbers from the company were denied.

The Economist

In our opinion, this has mainly been due to a paucity of data, the methodological limitations of previous studies, and to the technological limits of previously available thermocameras.

Journal of Orthopaedics and Traumatology

While changes to groundwater recharge resulting from conversion of land for agriculture are relatively well understood, less is documented about the changes resulting from urbanization, due to a paucity of data from field-based studies.

Journal of Hydrology

Secondly, due to a paucity of data from Thailand, we estimated the cost of the no-event state in the Markov model from outpatient visit and investigation costs from the 1-year cost of MI reported in Anukoolsawat [4], but excluding inpatient and intervention costs.

Health Economics Review

Indirect costs were considered to be outside the scope of the analysis due to a paucity of data.

Human Vaccines and Immunotherapeutics

Systematic changes in PCB levels are difficult to discern, due to a paucity of data and analytical differences over the years.

BMC Ecology

Human-verified similar examples from authoritative sources

Similar Expressions

46 human-written examples

First, due to a paucity of available data, we were unable to replicate our identified genetic signals.

Human Molecular Genetics

Due to a paucity of available STAT1, STAT4 and STAT6 ChIP-seq data, results were mainly derived from STAT5 ChIP-seq data sets.

BMC Genomics

As our list has clearly shown over the years, this is not due to a paucity of talent.

The Guardian

Investigations are numerous but evaluations are complicated due partly to a paucity of data on elk (Cervus elaphus) spatial patterns prior to wolf reintroduction.

Terrestrial Ecology

Due to a general paucity of data on SWS2 λmax and ocular transmission, one can merely speculate at this point.

BMC Evolutionary Biology

Expert writing Tips

Best practice

When using "due to a paucity of data", clearly state what the consequence or limitation is as a result of this lack of data. This provides context and clarifies the impact of the data shortage.

Common error

Avoid using "due to a paucity of data" when the lack of data is not the direct cause of the issue. Ensure a clear causal link; otherwise, use a more appropriate phrase like "in the absence of sufficient data".

Linguistic Context

The phrase "due to a paucity of data" functions as an adverbial phrase that explains the reason or cause for a particular situation or conclusion. As Ludwig AI confirms, it is grammatically correct and usable in written English.

Expression frequency: Common

Frequent in

Science

85%

News & Media

10%

Formal & Business

5%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "due to a paucity of data" is a grammatically sound phrase used to indicate that a lack of sufficient data is the reason for a limitation or uncertainty. As Ludwig AI states, this phrase is usable in written English. It's commonly found in formal, academic, and scientific contexts. When using it, ensure a clear causal connection between the data scarcity and the outcome you are describing. Consider alternatives like "owing to limited data" or "because of insufficient data" to add variety to your writing. Overall, while the phrase is correct, be mindful of its formality and ensure it fits the tone of your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to limited data

Replaces "due to" with "owing to" and "paucity" with "limited", maintaining the causal relationship and lack of data.

because of insufficient data

Substitutes "due to" with "because of" and "paucity" with "insufficient", emphasizing the inadequacy of the data.

attributable to a lack of data

Replaces "due to a paucity" with "attributable to a lack", focusing on the absence of data as the cause.

as a result of limited information

Uses "as a result of" instead of "due to" and broadens "data" to "information", indicating a consequence of inadequate information.

stemming from inadequate data

Replaces "due to" with "stemming from" and highlights the inadequacy of the data as the origin.

caused by a scarcity of data

Substitutes "due to" with "caused by" and "paucity" with "scarcity", emphasizing the limited availability of data.

on account of deficient data

Replaces "due to" with "on account of" and "paucity" with "deficient", indicating a deficiency in the data.

given the limited data available

Shifts the focus to the availability of limited data, implying a constraint.

in light of the lack of data

Replaces "due to" with "in light of", emphasizing consideration of the absence of data.

due to the limited amount of data

Expands on "paucity" by specifying "limited amount", clarifying the extent of the data shortage.

FAQs

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

Use "due to a paucity of data" to explain that a conclusion, analysis, or understanding is limited or uncertain because there isn't enough data available. For example, "The study's findings were inconclusive "due to a paucity of data"."

What phrases are similar to "due to a paucity of data"?

Alternatives include "owing to limited data", "because of insufficient data", or "attributable to a lack of data". The choice depends on the specific context and desired level of formality.

Is it better to say "due to a paucity of data" or "due to a lack of data"?

"Due to a paucity of data" and "due to a lack of data" are both grammatically correct, but "paucity" suggests a smaller amount than a complete lack. "Paucity" is often perceived as more formal. The best choice depends on the context and your desired tone.

In what contexts is "due to a paucity of data" commonly used?

"Due to a paucity of data" is frequently used in academic, scientific, and technical writing to explain limitations in research, analysis, or understanding when data is scarce. It's less common in informal conversation.