due to less data

USAGE SUMMARY

The phrase "due to less data" is correct and usable in written English.
It can be used when explaining a situation or outcome that is a result of having insufficient data. Example: "The analysis was inconclusive due to less data available for the study."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

bRelatively unreliable due to less data.

Progress in Earth and Planetary Science

The impact is less convincing in the Northern states, where injecting drug use is the main mode of transmission, partly due to less data available so far to be used in the triangulation and modelling.

BMC Public Health

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

The narrower range for N2O is due to less available data for comparisons.

Climatic Change

Bullying and victimization is less understood in low- to middle-income countries due to less available data.

BMC Public Health

The more likely reason could be the lack of power to detect QTL for meat quality traits due to less accurate data for carcass than growth traits.

BMC Genomics

Due to less-robust data in Asian Americans, clinical data are discussed for non-American Asian cohorts.

American Journal of Cardiovascular Drugs

Is this simply due to less biased surveillance data, or has improved management of sites in recent years reduced exposure of the population to hazardous chemicals?

Environmental Health Perspectives

However, few genes were documented to exhibit differential promoter methylation during a whole development process due to less availability of DNA methylation data.

Database : the journal of biological databases and curation

Other vehicle pairs are not considered due to less sample size observed in collected data.

Journal of Modern Transportation

In this case, when increasing θ for data with high temporal correlation, the benefit of data correlation outweighs the loss due to less energy per sample.

EURASIP Journal on Wireless Communications and Networking

The number for specific variables, presented in the tables, may be slightly less due to missing data.

BMC Pregnancy and Childbirth

Expert writing Tips

Best practice

When using "due to less data", ensure the context clearly explains what the lack of data impacts. Be specific about the consequences of insufficient data.

Common error

Avoid assuming that "less data" is the sole cause of an outcome. Consider other potential factors that might contribute to the result alongside the limited data.

Linguistic Context

The phrase "due to less data" functions as an adverbial phrase or causal connector, explaining the reason or cause behind a particular situation, outcome, or limitation. Ludwig AI states it is correct. The examples in Ludwig highlight how it is used to attribute unreliability, lack of understanding, or limited scope to the absence of sufficient data.

Expression frequency: Common

Frequent in

Science

60%

News & Media

20%

Formal & Business

10%

Less common in

Encyclopedias

3%

Wiki

3%

Reference

4%

Ludwig's WRAP-UP

In summary, the phrase "due to less data" is a grammatically correct causal connector used to explain outcomes or limitations resulting from insufficient information. As noted by Ludwig, it is frequently seen in scientific and news-related contexts. While the phrase is generally acceptable and widely understood, consider using more specific alternatives like "owing to insufficient data" or "because of limited data" to provide greater clarity. When using this phrase, ensure you clearly articulate what the lack of data affects to maintain precision in your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to insufficient data

Emphasizes the inadequacy of the data available.

because of limited data

Highlights the restricted amount of data affecting the outcome.

due to a paucity of data

Uses a more formal term ('paucity') for a small amount of data.

as a result of scarce data

Focuses on the scarcity of the data leading to a specific result.

attributable to fewer data points

Specifically mentions the reduced number of data points.

stemming from a data deficit

Highlights a deficiency or lack in the available data.

on account of reduced data volume

Focuses on the decreased volume of data impacting analysis.

resulting from a lack of sufficient information

Emphasizes the general insufficiency of information, not just data.

consequent to limited data availability

Highlights the restricted access to data affecting the outcome.

because data is lacking

Simple and direct alternative, emphasizing the absence of data.

FAQs

What does "due to less data" mean?

The phrase "due to less data" indicates that a particular result, conclusion, or analysis is affected by the limited amount of information available. It suggests that more data might lead to a different or more accurate outcome.

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

You can use "due to less data" to explain why a study's findings are tentative or inconclusive. For example, "The study's conclusions are preliminary "due to less data" on long-term effects."

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

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

Is it always a problem when something is "due to less data"?

While having more data is generally preferable, sometimes decisions must be made with the information available. Acknowledging that a conclusion is "due to less data" indicates awareness of potential limitations and encourages further investigation.