due to data scarcity

USAGE SUMMARY

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

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

12 human-written examples

However, whitening can never be possible for i-supervector due to data scarcity.

EURASIP Journal on Audio, Speech, and Music Processing

However, the performance of these ionosphere models needs to be validated due to data scarcity from South-East Asian region for model development.

Advances in Space Research

Due to data scarcity and lacking maturity of available processes, a Bayesian approach to assess such input data would be difficult.

Energy, Sustainability and Society

In addition, some criteria may be fundamentally difficult to quantify due to data scarcity, in which case subjective assessments need to be used as a proxy.

Process Safety and Environmental Protection

These rough "patches" in the structure activity landscape could be due to input errors, abrupt changes in activity/property known as activity cliffs, or lack of chemical coverage due to data scarcity.

Journal of Cheminformatics

The network for hg M7a and B5 were not constructed due to data scarcity in the 2,164 mtDNA profiles.

Plosone

Human-verified similar examples from authoritative sources

Similar Expressions

48 human-written examples

Due to prevalent data scarcity related to groundwater replenishment, which is the traditional basis for estimating groundwater availability, the present article presents a novel method for determining allocatable groundwater in quaternary (fourth-order) catchments through information on streamflow.

Journal of Hydrology

As the hybrid LCA model combines models, two types of data are required: physical data (used to model major processes such as energy input); and monetary data (used to address the gap in inventory data and model processes usually minor that could have not been modelled using physical data due to the scarcity of data).

International Journal of Recycling of Organic Waste in Agriculture

If the data is sparse, many multiprocessors will stall due to scarcity of data vectors to compute, which will eventually degrade the performance.

Journal of Big Data

For the edible tissue dataset, the study inclusion rules were the same as for the foliar dataset with the following exception: due to relative scarcity of data for edible tissues, the data with co-factors were included in the dataset (e.g., observations from combined eCO2 and ozone experiments were included).

eLife

Due to the scarcity of data from full-scale tests, the experimental data produced during this research is a valuable addition to the state of knowledge on progressive collapse of buildings.

Engineering Structures

Expert writing Tips

Best practice

When using "due to data scarcity", clearly articulate the specific impact of the limited data on your analysis or conclusions. Be precise about which data is scarce and how this affects the results.

Common error

Avoid making definitive claims or strong assertions when your analysis is constrained by limited data. Instead, acknowledge the uncertainty and suggest areas for further research once more data becomes available.

Linguistic Context

The phrase "due to data scarcity" functions as an adverbial phrase of reason, explaining why something is the case. It modifies a clause by providing the cause or justification, similar to the examples presented by Ludwig.

Expression frequency: Uncommon

Frequent in

Science

95%

Formal & Business

3%

Wiki

2%

Less common in

News & Media

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "due to data scarcity" serves as a causal connector, primarily used in formal and scientific writing to explain limitations or uncertainties arising from a lack of available data. As Ludwig AI confirms, it's a grammatically correct and usable phrase. While not exceedingly common, it is well-understood and provides a clear explanation in research and analytical contexts. When employing this phrase, ensure that you clearly articulate the specific impact of the data limitations on your work and avoid making definitive claims that the data cannot support.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to limited data

This alternative uses "owing to" instead of "due to" and "limited" instead of "scarcity", slightly altering the tone and directness.

because of insufficient data

Replaces "due to" with "because of" and "scarcity" with "insufficient", offering a more common phrasing.

in light of data limitations

Uses "in light of" to introduce the reason and replaces "scarcity" with "limitations", providing a slightly more formal tone.

given the limited data available

This version emphasizes the availability aspect of the data limitation.

due to sparse data

Replaces "scarcity" with "sparse", indicating a thinly distributed or incomplete dataset.

data limitations being a factor

This option uses a gerund phrase to indicate data limitations, shifting the sentence structure.

constrained by data unavailability

Replaces "due to" with "constrained by" and "scarcity" with "unavailability", indicating a restriction imposed by the lack of data.

lack of sufficient data

This option uses a noun phrase to express the lack of data.

limited data restricts

Expresses data scarcity as a direct restriction, simplifying the causal connection.

data is lacking

A straightforward and concise way to state the absence of sufficient data.

FAQs

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

You can use "due to data scarcity" to explain limitations in research, analysis, or decision-making where sufficient data is unavailable. For example: "The model's accuracy is limited "due to data scarcity"."

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

Alternatives include "owing to limited data", "because of insufficient data", or "in light of data limitations".

Is it better to say "data scarcity" or "lack of data"?

"Data scarcity" is a more concise and formal way to express the same concept as "lack of data". The choice depends on the desired tone and context, but both are generally acceptable.

When is it appropriate to use the phrase "due to data scarcity"?

Use "due to data scarcity" when you need to explain that a lack of available data is directly causing a problem, limitation, or uncertainty in your analysis or findings. It's common in scientific and academic writing.