due to data fluctuation

USAGE SUMMARY

The phrase "due to data fluctuation" is correct and usable in written English.
It can be used to explain a situation or outcome that is influenced by changes or variations in data. Example: "The report was delayed due to data fluctuation that affected our analysis."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

In addition, the selected results may greatly change due to data fluctuation.

EURASIP Journal on Image and Video Processing

The selected features of the same feature type are close to each other while the corresponding ranking may greatly change due to data fluctuation.

EURASIP Journal on Image and Video Processing

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

In order to avoid biases due to data extraction and fluctuation, each dataset has been obtained by sampling and then pooling 50 different datasets on each PE level.

Plosone

The low value of coefficient of regression is due to the fluctuation of the data points for Ar ≤8.

Applied Water Science

It happens due to the fluctuation of dip-position data points for Ar ≤5.

Applied Water Science

Only one subject had 1-second interval data (sometimes two seconds due to recording fluctuation); the fluctuation in GPS recordings at other intervals accounted for only about 3.9% of the data.

Environmental Health: A Global Access Science Source

In order to avoid over-interpretation of data due to background fluctuations (e.g., comparing 6% in the tumor fraction with 3.5% in the adjacent normal tissue fraction) only those samples were scored "hypermethylated" in which the methylation level in the tumor fraction were above 10%.

Plosone

Due to statistical fluctuations in the data, peer weights are generally estimated as non-zero.

eLife

This is due to rotational disorder of the methyl group, and it is easily conceivable that the differences in the lattice constants seen at 67 75 K are due to the rotation becoming more frequent, either starting from this temperature or due to temperature fluctuations at this data point.

Acta Crystallographica Section A: Foundations and Advances

There was no clear explanation for the slightly lower life expectancy among Glasgow males from decile 5 than among those from decile 4. The difference was not significant and could be due to random fluctuations in the data that remained even after aggregating across 5 years.

BMC Public Health

For small C ˜ the log-normal fit has larger deviations from the empirical data due to fluctuations in the lower bound of C ˜ arising from variability in the value of 〈 c Y j ( y ) 〉.

EPJ Data Science

Expert writing Tips

Best practice

When using "due to data fluctuation", ensure that the sentence clearly explains what is being affected by the changes in the data. For example, specify if it's the model's accuracy, the results of an analysis, or the stability of a system.

Common error

Avoid assuming that data fluctuation is the only cause of an observed effect. Consider other contributing factors to provide a more comprehensive explanation. Don't oversimplify complex phenomena by attributing everything solely "due to data fluctuation".

Linguistic Context

The phrase "due to data fluctuation" functions as a causal connector, linking data variability to an effect or outcome. Ludwig AI confirms that this phrase correctly establishes a cause-and-effect relationship within a sentence.

Expression frequency: Rare

Frequent in

Science

70%

News & Media

15%

Formal & Business

10%

Less common in

Wiki

2%

Encyclopedias

1%

Reference

2%

Ludwig's WRAP-UP

The phrase "due to data fluctuation" serves as a causal connector, frequently employed in scientific and formal contexts to attribute outcomes to data variability. Ludwig AI validates its grammatical correctness and usability. While relatively rare, its meaning can be closely replicated by alternatives like "because of data variability" or "owing to data instability". A key writing tip is to clearly specify what aspect is being affected by the data fluctuation. Avoiding the pitfall of oversimplification by considering other influencing factors ensures a more comprehensive explanation. Overall, while "due to data fluctuation" is valid, understanding its nuances and alternatives enhances effective communication.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

because of data variability

Replaces "due to" with "because of" and "fluctuation" with "variability", emphasizing the changing nature of the data.

consequent to data fluctuation

Replaces "due to" with "consequent to", maintaining "fluctuation" and emphasizing that something follows as a result of data changes.

owing to data instability

Substitutes "due to" with "owing to" and "fluctuation" with "instability", highlighting the unsteady nature of data.

as a result of data variation

Uses "as a result of" instead of "due to" and "variation" for "fluctuation", focusing on the outcome of data changes.

attributable to data volatility

Replaces "due to" with "attributable to" and "fluctuation" with "volatility", stressing the rapid changes in data.

stemming from data inconsistency

Uses "stemming from" instead of "due to" and "inconsistency" for "fluctuation", indicating a lack of uniformity in data.

caused by data oscillation

Substitutes "due to" with "caused by" and "fluctuation" with "oscillation", emphasizing a periodic variation in data.

on account of data shifts

Replaces "due to" with "on account of" and "fluctuation" with "shifts", highlighting directional changes in data.

resulting from data undulation

Uses "resulting from" instead of "due to" and "undulation" for "fluctuation", suggesting a wavelike movement in data.

in light of data dynamics

Substitutes "due to" with "in light of" and "fluctuation" with "dynamics", stressing the active and changing nature of data.

FAQs

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

You can use "due to data fluctuation" to explain how variations in data affect results. For example: "The model's performance varied "due to data fluctuation" during the testing period".

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

Alternatives include "because of data variability", "owing to data instability", or "as a result of data variation".

In what contexts is "due to data fluctuation" commonly used?

"Due to data fluctuation" is frequently used in scientific, statistical, and business contexts to explain variability in results or models caused by changes in the underlying data.

What's the difference between "due to data fluctuation" and "due to insufficient data"?

"Due to data fluctuation" implies that the data is changing or unstable, while "due to insufficient data" suggests that there isn't enough data to draw reliable conclusions. They describe different limitations in data analysis.