due to data aggregation

USAGE SUMMARY

The phrase "due to data aggregation" is correct and usable in written English.
It can be used when explaining a reason or cause related to the collection and summarization of data. Example: "The discrepancies in the report were identified due to data aggregation, which led to some figures being misrepresented."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

In addition, the cluster-heads consume additional energy due to data aggregation.

EURASIP Journal on Wireless Communications and Networking

Another limitation of using a fixed 10x10km grid is the Modifiable areal unit problem (MAUP) which refers to the problem of information loss due to data aggregation [ 43], although MAUP is especially acute when observations are represented by simple point data [ 44] which is not the case in our study.

Environmental Health: A Global Access Science Source

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

Data aggregation and collection is now a reality in our online world due to data prevalence and technological advancements.

Huffington Post

Due to input data aggregation, individual years show high errors though (up to 30%).

Environmental Sciences Europe

Jitter for the AODV, DSDV, DYMO, EADC, and REM is compared in Figure 8. Due to the data aggregation at the CH and the fewer hops to reach the BS, the proposed scheme outperforms the others.

EURASIP Journal on Wireless Communications and Networking

The amount of information is reduced due to the data aggregation done at the cluster head node.

EURASIP Journal on Wireless Communications and Networking

This is due to the need to only visit selected points, subsequently minimizing the energy consumption of each sensor due to bounded local data aggregation to the SPPs. Figure 1 The data gathering approaches.

EURASIP Journal on Wireless Communications and Networking

In order to develop soot models that include effects due to particle aggregation, data must be obtained from flames containing all of the relevant chemical and physical processes that affect the evolution of a soot particle.

Combustion and Flame

The ETE delay for message delivery from regional PDC to central PDC is greater as compared to the ETE delay from PMU to regional PDC due to aggregation of data from different PMUs.

Journal of Modern Power Systems and Clean Energy

In addition, due to aggregation of data across multiple cell types, a lot of RTSS regions will have zero expression in any individual cell type, since the general FANTOM5 RTSS regions are defined over a comprehensive set of human cells and tissues.

BMC Genomics

Taylor (2001) shows that bias against the PPP hypothesis can arise in tests of stationarity of the real exchange rate due to temporal aggregation of high-frequency data in the construction of the lower frequency price indexes.

Latin American Economic Review

Expert writing Tips

Best practice

When using "due to data aggregation", clearly specify what outcome or effect is being caused by the data aggregation. This improves clarity and context for the reader.

Common error

Avoid using "due to data aggregation" without explaining the specific consequences. Always clarify what is happening because of the data aggregation process to ensure the reader understands the relationship.

Linguistic Context

The phrase "due to data aggregation" functions as a causal connector, linking the process of data aggregation to a specific outcome or effect. Ludwig examples show it explaining energy consumption or information loss.

Expression frequency: Rare

Frequent in

Science

66%

News & Media

33%

Formal & Business

0%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "due to data aggregation" is a causal connector used to explain outcomes resulting from the process of combining data. Ludwig AI confirms its grammatical correctness and applicability, predominantly in scientific and technical contexts. While relatively rare, its usage is precise and conveys a clear cause-and-effect relationship. When employing this phrase, ensure to clearly articulate the specific outcome or consequence that arises from the data aggregation process. Consider alternatives such as "as a result of data consolidation" or "attributable to aggregated data" for nuanced variations in meaning.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

as a result of data consolidation

Focuses on the consolidation process rather than aggregation itself.

owing to combined data

Highlights the combination aspect of the data involved.

attributable to aggregated data

Emphasizes that the outcome is directly caused by the aggregated data.

stemming from data pooling

Indicates the origin of the effect is the pooled data.

because of cumulative data

Stresses the cumulative nature of the data leading to the outcome.

consequent to data synthesis

Highlights the data synthesis as the cause.

arising from data compilation

Indicates that the compilation of data is the reason.

as a consequence of data merging

Focuses on the merging of data as the cause.

on account of data collection

Shifts the focus to the data collection process as the primary reason.

resulting from data accumulation

Emphasizes the gradual accumulation of data leading to the effect.

FAQs

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

You can use "due to data aggregation" to explain an outcome that is caused by the process of combining data. For example, "The discrepancies in the report were identified "due to data aggregation", which led to some figures being misrepresented."

What phrases are similar to "due to data aggregation"?

Similar phrases include "as a result of data consolidation", "owing to combined data", or "attributable to aggregated data". The best choice depends on the specific context.

Is it correct to say "due to data aggregation"?

Yes, it is grammatically correct and commonly used in technical and scientific contexts to explain causal relationships involving data processing.

What's the difference between "due to data aggregation" and "because of data aggregation"?

The phrases are largely interchangeable. "Due to" is often considered more formal, while "because of" is more common in everyday language. Both effectively convey that the data aggregation process is the cause of something.