account for data

USAGE SUMMARY

The phrase "account for data" is correct and usable in written English.
It can be used when discussing the need to consider or explain data in a particular context, such as research or analysis. Example: "In our study, we must account for data discrepancies to ensure accurate results."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Mixture models are important modeling approaches that account for data heterogeneity.

Reliability Engineering & System Safety

Jensen, J.E. Lisman, An oscillatory short-term memory buffer model can account for data on the Sternberg task, J. Neurosci.

Cognitive Brain Research

This method allows to account for data non-independence by adjusting the variance/covariance matrix to the phylogenetic relatedness among species using Pagel's λ according to processes other than pure Brownian motion58.

Nature

Systems biology can be carried out in a 'Keplerian' fashion – look for correlations and empirical relationships that account for data – but the ultimate hope is to arrive at a 'Newtonian' understanding of the simple principles that give rise to the complicated behaviors of complex biological systems.

Stanford University

Reduced impacts on fishers are possible using coarsely-classified data, which are also more cost-effective for planning reserves if we account for data collection costs, but using these data may under-represent reef habitats that are important for fisheries and biodiversity, due to the maps low thematic resolution.

Journal of Environmental Management

How can systems account for data quality, environmental conditions and scoring thresholds?

Forbes

We take three scenarios into account for data that are called pessimistic, medium, and optimistic scenarios.

Journal of Industrial Engineering International

Hypothetical studies were only used to account for data shortage or to reduce the apparent topical complexity.

Carbon Balance and Management

First, these methods do not account for data transmission mechanisms and transmission probability that can affect the node evaluation effects.

EURASIP Journal on Wireless Communications and Networking

The first 2 ns of simulation time was considered as an equilibration step; this time was not taken into account for data analysis.

Nanoscale Research Letters

The model was fit using generalized estimating equations with an exchangeable working correlation matrix to account for data collected longitudinally at each hospital.

Injury Epidemiology

Expert writing Tips

Best practice

When using "account for data", ensure the context clearly indicates whether you mean to explain, consider, or adjust for the data.

Common error

Avoid using "account for data" as a generic substitute for more precise terms like "analyze", "interpret", or "validate". Choose the verb that accurately reflects the intended action with the data.

Linguistic Context

The phrase "account for data" functions as a verb phrase, indicating the action of considering, explaining, or adjusting something in relation to available data. As evidenced by Ludwig, it's used to emphasize the importance of including data in analysis or decision-making.

Expression frequency: Very common

Frequent in

Science

75%

News & Media

10%

Formal & Business

10%

Less common in

Academia

2%

Wiki

2%

Reference

1%

Ludwig's WRAP-UP

In summary, "account for data" is a versatile phrase used to convey the importance of considering, explaining, or adjusting for data within a particular context. Ludwig AI confirms its grammatical correctness and frequent usage across various fields, particularly in scientific research and data analysis. While "account for data" is generally a strong option, remember to consider more specific alternatives like "explain data" or "consider data" to ensure the best fit for your writing. Remember to avoid overgeneralization of the meaning to improve the accuracy of your writing. Overall, understanding the nuances of "account for data" and its alternatives can significantly enhance the clarity and precision of your communication.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

explain data

This alternative directly replaces "account for" with "explain", focusing on the explanatory aspect.

consider data

This focuses on the act of thinking about and including data in decision-making or analysis.

factor in data

Highlights incorporating data as a crucial element in calculations or assessments.

take data into consideration

This is a more formal and emphatic way of saying "consider data".

allow for data

This suggests making provisions or adjustments to accommodate data variations or limitations.

reconcile data

Emphasizes resolving inconsistencies or conflicts within a dataset.

interpret data

Focuses on understanding the meaning and significance of data.

justify data

This suggests providing reasons or evidence to support the validity of the data.

quantify data

Focuses on expressing or measuring data in numerical terms.

validate data

Highlights the process of confirming the accuracy and reliability of the data.

FAQs

How can I use "account for data" in a sentence?

You can use "account for data" to indicate that you are explaining, considering, or adjusting for data in a specific context. For example, "The model must "account for data" from multiple sources to provide an accurate prediction."

What does "account for data" mean?

"Account for data" means to provide a reason, explanation, or justification for the data. It can also mean to consider the data when making a decision or calculation.

What can I say instead of "account for data"?

You can use alternatives like "explain data", "consider data", or "factor in data" depending on the context.

Is it better to "account for data" or "consider data"?

Both "account for data" and "consider data" are correct, but they have slightly different meanings. "Consider data" simply means to take the data into account, while "account for data" implies a more thorough explanation or justification of the data's impact or relevance.