due to low data

USAGE SUMMARY

The phrase "due to low data" is correct and usable in written English.
It can be used when explaining a situation or condition that arises because of insufficient data or information. Example: "The experiment was inconclusive due to low data, making it difficult to draw any firm conclusions."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

5 human-written examples

Thus, this study evaluates variations in total travel time, mode choice, and trip frequency by mode.1 (Total travel distance is not analyzed due to low data precision).

European Transport Research Review

They further claimed that the non-detection of these sites in our study was due to low data quality.

BMC Genomics

This surprising inverse relationship between protein and mRNA levels is not likely to be due to low data quality for the Cdt1 gene.

eLife

As shown in Table 3 and Figure 3, 3 of the 4 DMRs were successfully replicated, and the other DMR failed to be confirmed due to low data quality.

BMC Evolutionary Biology

Active Cancer is the only comorbidity variable presented in the mortality model table due to low data counts, lack of predictability, or multivariate parameter estimates with biologically implausible behavior in the multivariate setting based on clinical knowledge of the other variables representing comorbidity.

Critical Care

Human-verified similar examples from authoritative sources

Similar Expressions

55 human-written examples

Data from 19 cytokines were modeled (IL-13 and IL-5 were not modeled due to low quality data).

Plosone

One of the initial districts was rejected due to low quality data and substituted by another one.

BMC International Health and Human Rights

Since response to temperature exhibited a large variability for each trait, the absence of QTLs for this response seemed to be rather due to low heritability (data not shown).

BMC Plant Biology

We are grateful to Drs Edward Morris and Paula da Fonseca of the Structural Electron Microscopy Team from Imperial College and the Institute of Cancer Research for their help in collecting electron microscopy data, though due to low resolution the data could not assist us in finding the structure solution.

Plosone

In case of missing data due to low quality CMG-data, the intervention phase will be extended.

BMC Endocrine Disorders

We found it was difficult to detect A1 protein expression in melanoma cells, probably due to low expression levels (data not shown).

Biology Open

Expert writing Tips

Best practice

When using "due to low data", ensure that you specify what the lack of data affects. Providing context helps the reader understand the implications of the limited data.

Common error

Avoid drawing definitive conclusions when your analysis is "due to low data". Acknowledge the limitations and suggest areas for further research to obtain more robust results.

Linguistic Context

The phrase "due to low data" functions as a causal connector, indicating that a subsequent condition or outcome is a direct result of insufficient or limited data. Ludwig AI confirms its validity and widespread use.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, the phrase "due to low data" is a grammatically sound and frequently employed causal connector, particularly within scientific contexts. Ludwig AI validates its correctness and widespread usage. It serves to clarify limitations arising from insufficient data in research or analysis. When employing this phrase, remember to specify what aspects are influenced by the lack of data to ensure clarity. Consider alternatives such as "owing to scarce data" or "because of insufficient data" for stylistic variation. However, avoid overstating conclusions if the analysis is hindered "due to low data".

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to scarce data

Replaces "due to" with "owing to" and "low" with "scarce", emphasizing the limited availability of data.

because of insufficient data

Substitutes "due to" with "because of" and "low" with "insufficient", highlighting the inadequacy of the data.

as a result of limited data

Replaces "due to" with "as a result of" and "low" with "limited", focusing on the consequence of restricted data.

attributable to inadequate data

Uses "attributable to" instead of "due to" and "inadequate" for "low", suggesting the cause is poor data quality or quantity.

stemming from a paucity of data

Employs "stemming from" to replace "due to" and "paucity" to describe a severe lack of data.

consequent to minimal data

Uses "consequent to" as a substitute for "due to", indicating a result of having very little data.

on account of deficient data

Replaces "due to" with "on account of" and "low" with "deficient", implying a flaw or imperfection in the data.

given the limited data available

Expresses the constraint imposed by the restricted data, implying that conclusions are tentative.

in light of the lack of data

Highlights the absence of data as the primary reason for a particular situation or conclusion.

owing to the data deficit

Uses "deficit" to emphasize the shortage of data affecting analysis or results.

FAQs

How can I rephrase "due to low data" in a sentence?

You can use alternatives like "owing to scarce data", "because of insufficient data", or "as a result of limited data" to convey a similar meaning.

Is "due to low data" grammatically correct?

Yes, "due to low data" is grammatically correct. It's commonly used to explain that something is happening because there is not enough data available.

What does "due to low data" mean?

The phrase "due to low data" means that a situation or result is a consequence of having insufficient data. The lack of data makes it difficult to reach a firm conclusion.

In what contexts is it appropriate to use "due to low data"?

It is appropriate to use "due to low data" in contexts where you are discussing research, analysis, or decision-making processes and want to explain that the available data is limited. This is especially common in scientific and academic writing.