due to data paucity

USAGE SUMMARY

The phrase "due to data paucity" is correct and usable in written English.
It can be used when explaining a situation or limitation that arises from a lack of sufficient data or information. Example: "The study's findings were inconclusive due to data paucity, making it difficult to draw definitive conclusions."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

13 14 17 18 Optimal chemotherapy is unknown due to data paucity, and EPSCC management is largely based on the SCLC paradigm utilising platinum-etoposide-based chemotherapy with or without radiotherapy.

BMJ Open

These methods have typically only been applied to interacting pairs of species at a single time, require a priori ecological knowledge about which species interact, and due to data paucity must assume that biotic interactions are constant in space and time.

Biological Reviews

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

Further, the in-depth analysis of Swaziland census data has been limited due to paucity of data.

Genus

However, due to the paucity of data as encountered in the data collection process, it was necessary to modify the food groups and to focus strictly on fresh and chilled forms of food products.

Agricultural and Food Economics

This is due to a paucity of data; in an ideal scenario, individual data for a large number of subjects would be available, ensuring that variability within the wider population is fully captured with best- and worst-case scenarios fully represented.

AAPS Journal

Due to paucity in data, some interviewees recommended measuring BEIVs in older vaccines as the relevant economic and clinical data may be unavailable for new vaccines.

BMC Public Health

Due to the paucity of data on exercise training in dust-related ILD and no data on exercise training in people with pleural disease, the sample size was based on outcomes of exercise training in people with ILD (without IPF) [ 10].

BMC Pulmonary Medicine

The role of radiotherapy remains undefined due to paucity of data [2].

Surgical Case Reports

This host is known to have several parasitoids, due to paucity of data and as a first step in the modelling we consider a single generic parasitoid.

Theoretical Population Biology

It should be pointed out that though wind and solar power generation were included in the model development, they do not reflect in the results due to paucity of data as regards their development in the subregion.

Energy, Sustainability and Society

Due to paucity of data, this value was adopted from the study financed by UK Official Development Assistance UKK ODA), a London Economics team in 1991 prepared a least-cost expansion plan for the National Electric Power Authority (NEPA) system through the year 2011 for the West African subregion.

Energy, Sustainability and Society

Expert writing Tips

Best practice

When using the phrase "due to data paucity", ensure you clearly articulate the specific impact of the lack of data on your analysis or conclusions. Be precise about which data are lacking and how their absence affects the reliability or scope of your findings.

Common error

Avoid making definitive or overly strong claims when your analysis is "due to data paucity". Acknowledge the limitations and suggest avenues for future research to address the data gaps.

Linguistic Context

Due to data paucity functions as a causal connector, linking a lack of sufficient data to a resulting limitation or uncertainty. It explicitly states the reason for an inability to perform a specific analysis, draw a conclusion, or make a decision. Ludwig AI confirms this usage is grammatically correct.

Expression frequency: Rare

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "due to data paucity" is a grammatically correct and usable phrase, as confirmed by Ludwig AI. It's a causal connector primarily used in formal and scientific writing to explain limitations or uncertainties resulting from a lack of sufficient data. While not very common, its specific function and formal tone make it valuable in contexts where acknowledging data limitations is crucial. Be mindful to clearly articulate the impact of the data shortage and avoid overstating conclusions. Alternatives such as ""owing to limited data"" or ""because of insufficient data"" can be used to vary your phrasing while maintaining a similar meaning.

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", emphasizing the restricted amount of data.

because of insufficient data

Substitutes "due to" with "because of" and "paucity" with "insufficient", highlighting the inadequate quantity of data.

resulting from a scarcity of data

Uses "resulting from" instead of "due to" and "scarcity" in place of "paucity", focusing on the deficient availability of data.

as a consequence of data limitations

Replaces "due to" with "as a consequence of" and highlights the limitations of the data, rather than its sheer lack.

attributable to inadequate data

Employs "attributable to" instead of "due to" and "inadequate" for "paucity", suggesting the data's quality or suitability is compromised.

given the lack of sufficient data

Rephrases to emphasize the lack of data as a given condition influencing the situation.

in light of the limited data available

Highlights the context of having limited data when making considerations or decisions.

stemming from a dearth of data

Uses "stemming from" instead of "due to" and "dearth" which intensifies the sense of lacking data.

constrained by the data deficit

Shifts the focus to the constraint imposed by the data deficit, implying restriction or limitation.

hindered by the limited scope of data

Emphasizes that the limited scope (breadth/coverage) of the available data is causing the issue

FAQs

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

Use "due to data paucity" to explain limitations or uncertainties in research, analysis, or decision-making when sufficient data is unavailable. For example: "The study's findings were inconclusive "due to data paucity" in the specific region."

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

You can use alternatives like "owing to limited data", "because of insufficient data", or "resulting from a scarcity of data" depending on the context.

Is "due to data paucity" formal or informal?

"Due to data paucity" is generally considered a formal phrase suitable for academic, scientific, or professional writing. It may sound overly technical in informal contexts.

What does "data paucity" mean?

"Data paucity" refers to a situation where there is a scarcity or lack of available data. It implies that the existing data is insufficient for a particular analysis, study, or decision-making process.