due to a scarcity of data

USAGE SUMMARY

The phrase "due to a scarcity of data" is correct and usable in written English.
You can use it when explaining a situation or a decision that is influenced by a lack of available information or data. Example: "The research findings were inconclusive due to a scarcity of data on the subject."

✓ Grammatically correct

Science

Formal & Business

News & Media

Human-verified examples from authoritative sources

Exact Expressions

3 human-written examples

While a large literature has emerged on the likelihood of innovative activity for firms in the private sector, due to a scarcity of data little is known why innovative activity varies across organizations in the public sector.

Research Policy

Within the Metazoa, a DIA1 orthologue was not detected in sequence from the phylum Placozoa or phylum Porifera, possibly due to a scarcity of data.

Plosone

Despite the fact that the Epidemiology Unit of Sri Lanka predicted the 2008 outbreak correctly, the public health system was unable to control the massive outbreak due to a scarcity of data.

BMC Infectious Diseases

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

State/UT Forest Departments do not have staff trained in collection and compilation of statistical information and, due to a scarcity of funds, are unable to acquire the latest data processing equipment.

FAO

Model validation is also challenging due to a scarcity of measurements.

Applied Mathematical Modelling

In the case of Kenya, a representative rather than an average cost is presented due to the scarcity of data available during the interviews.

Cost Effectiveness and Resource Allocation

The MCDA evidence matrix was populated with available data for each criterion identified through an extensive literature review supplemented by additional analyses due to the scarcity of data.

Health Research Policy and Systems

Due to the scarcity of data the true distribution of facies, porosity and permeability between widely spaced wells is unknown, resulting in high uncertainty.

Journal of Petroleum Science and Engineering

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

Due to the scarcity of data on megafaunal fruits and the irregular distribution of missing values we resorted to these binary contrasts to partially control the patterns of phylogenetic relatedness (see [6], [121] for a similar approach).

Plosone

Due to the scarcity of data in the literature, the model could only be tested with oxygen for respiration.

BMC Genomics

Expert writing Tips

Best practice

When using "due to a scarcity of data", clearly state what the specific consequence of this scarcity is to provide context and impact.

Common error

Avoid drawing definitive conclusions when your analysis is limited "due to a scarcity of data". Acknowledge the limitations and suggest areas for further investigation instead.

Linguistic Context

The phrase "due to a scarcity of data" functions as a causal connector, explaining that a particular situation or conclusion is a result of limited available information. Ludwig AI confirms the correctness and usability of this phrase. It introduces the reason for a limitation or outcome.

Expression frequency: Uncommon

Frequent in

Science

66%

Formal & Business

17%

News & Media

17%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "due to a scarcity of data" is a grammatically correct and usable phrase that functions as a causal connector, explaining that a lack of available information influences a particular situation. Ludwig AI confirms its validity. It's most frequently used in scientific and academic contexts to justify limitations or uncertainties. While "uncommon" in overall frequency, it remains a valuable expression for indicating the impact of insufficient data. Alternative phrases like "owing to limited data" or "because of insufficient data" can provide similar meaning with slight variations in formality.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to limited data

Changes "due to a scarcity" to "owing to limited" maintaining similar meaning with slightly more formal tone.

because of insufficient data

Replaces "due to a scarcity" with "because of insufficient", providing a more direct and common alternative.

caused by a lack of data

Substitutes "due to a scarcity" with "caused by a lack", emphasizing the causal relationship.

attributable to data limitations

Uses "attributable to data limitations" instead, offering a more formal and academic tone.

as a result of sparse data

Replaces "scarcity" with "sparse", focusing on the scattered nature of the available data.

stemming from a paucity of data

Employs "paucity" instead of "scarcity", adding a more sophisticated and less common vocabulary choice.

on account of inadequate data

Changes "due to a scarcity" to "on account of inadequate", providing a slightly more formal and emphatic alternative.

in light of limited information

Shifts the focus from data specifically to general information, broadening the context slightly.

given the dearth of data

Utilizes "dearth" instead of "scarcity", indicating a severe lack or shortage.

lacking sufficient evidence

Focuses on the resulting lack of evidence rather than the specific data shortage.

FAQs

How can I rephrase "due to a scarcity of data"?

You can use alternatives such as "owing to limited data", "because of insufficient data", or "caused by a lack of data" depending on the context.

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

Both phrases are grammatically correct and convey a similar meaning. "Due to a scarcity of data" might sound slightly more formal than "due to a lack of data", but the choice depends on the desired tone and context.

What does "due to a scarcity of data" mean?

The phrase "due to a scarcity of data" means that something is happening or a conclusion is limited because there is not enough information or evidence available.

Can "due to a scarcity of data" be used in academic writing?

Yes, "due to a scarcity of data" is perfectly acceptable in academic writing. It's a clear and professional way to explain limitations in research or analysis. More formal alternatives like "attributable to data limitations" may also be suitable.