due to data size

USAGE SUMMARY

The phrase "due to data size" is correct and usable in written English.
It can be used when explaining a situation or decision that is influenced by the amount of data involved. Example: "The analysis was postponed due to data size, as we needed more time to process the information."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

No fatigue tests were performed, due to data size collection and time limitations.

Journal of Experimental Orthopaedics

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

Incorrect predictions could be due to data e.g.: noise, sample size, method e.g.: less bags, lower accuracy threshold, or both.

BMC Genomics

Due to the data size and query time, options are currently restricted to searching by individual scaffolds.

BMC Genomics

In design of a multibiometric system, a major concern is the learning cost in terms of computation complexity and memory usage due to large data size.

Neurocomputing

However, discovering socially important locations from a social network is challenging due to the data size and variety, spatial and temporal dimensions of the datasets, the need for developing computationally efficient approaches, and the difficulty of modeling human behavior.

Expert Systems with Applications

In this case, the square roots of the heritabilities are somewhat larger than the corresponding predictive abilities, indicating that the predictions are not sufficiently accurate due to limited data size, thus not exhausting completely the genetic variance.

BMC Genomics

This storage and distribution step requires significant time and resources and may not even be possible in an online/distance learning scenario due to the data sizes involved.

Digital Investigation

First, due to the huge data size and high complexity of the different algorithms, it is difficult to determine the exact roles of the various species in human microbiome, let alone strains of the same species.

BioMed Research International

We hypothesized that the loss of significance may be due to differences in data size (there is a ∼75% reduction in the number of SNPs from HapMap to Perlegen).

Plosone

Also, there is limitation on the number of commands that you can execute for each reset time, which is also due to limited data stack size, hash table size and node tree size.

Cornell University

The evaluation of wide-band MT data required more effort due to the larger data size (14 frequencies) and inherent coast effect (Parkinson 1959).

Earth, Planets and Space

Expert writing Tips

Best practice

When using "due to data size", ensure the context clearly establishes a cause-and-effect relationship where the data's dimensions directly influence a process, decision, or limitation.

Common error

Avoid using "due to data size" when only a correlation exists between the data's size and the observed effect. Ensure a genuine causal link is present, not just a coincidental association.

Linguistic Context

The phrase "due to data size" functions as a causal connector, indicating that the size of the data is the reason for a particular situation or outcome. It's commonly used to explain limitations, adjustments, or challenges encountered in data processing, analysis, or storage, as illustrated in the Ludwig examples.

Expression frequency: Very common

Frequent in

Science

60%

Formal & Business

20%

News & Media

10%

Less common in

Wiki

5%

Reference

3%

Academia

2%

Ludwig's WRAP-UP

In summary, "due to data size" is a grammatically sound and frequently used causal connector, particularly within scientific, formal, and business contexts. As Ludwig AI highlights, it explains how the volume of data impacts various processes or outcomes. When using this phrase, ensure there's a direct cause-and-effect relationship and consider alternative phrasings like "owing to data volume" or "because of data size" for stylistic variation. Avoiding the pitfall of mistaking correlation for causation is also essential for accurate usage.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

because of data size

A direct synonym, replacing "due to" with "because of", indicating a causal relationship.

as a result of data size

Similar to "because of", indicating a consequence of the data size.

owing to data volume

Replaces "due to" with "owing to" and "size" with "volume", focusing on the quantity of data.

data size constraints

Emphasizes the limitations imposed by the data size.

data volume limitations

Combines "volume" for size with "limitations" to emphasize the restrictive aspect.

limited by data size

Highlights the restrictive influence of the data size.

constrained by data scale

Similar to "limited by data size", but uses "scale" to denote size.

data size considerations

Focuses on the factors related to data size that need to be taken into account.

data scale impact

Highlights the effect or influence of the data's scale or magnitude.

data magnitude influence

Focuses on the magnitude of the data as a factor affecting outcomes.

FAQs

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

Alternatives include "owing to data volume", "because of data size", or "data size constraints", depending on the specific context.

Is it always appropriate to use "due to data size"?

It's appropriate when the size of the data is a direct cause of a particular outcome or limitation. Ensure the context implies a clear cause-and-effect relationship.

What are some common issues arising "due to data size"?

Common issues include increased processing time, storage limitations, and challenges in data analysis, which can affect the feasibility and efficiency of certain operations.

How does "due to data size" differ from "related to data complexity"?

"Due to data size" refers specifically to the volume of data, while "related to data complexity" addresses the intricate nature or structure of the data, which might involve factors beyond just size.