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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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based on available data

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "based on available data" is correct and usable in written English.
It can be used when discussing conclusions, decisions, or analyses that rely on the data that is currently accessible. Example: "Our recommendations are based on available data regarding customer preferences and market trends."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

assessment of non-destructive method to the destructive one based on available data,   6.

An average "gap duration" for the band was calculated based on available data and applied throughout.

It also found, based on available data for 2016, that hate crimes against Muslims in New York City have doubled since last year.

News & Media

The Guardian

Based on available data for 2016, the study found that hate crimes against Muslims in New York City have doubled since last year.

News & Media

The Guardian

All reported results are based on available data.

Four of the ten 'HAZ' additives were not categorized as 'CLP' based on available data.

The ICHD-II criteria for CM were modified based on available data.

Based on available data, occupation rates during this period were low (Figure 4c).

Based on available data, the sensitivity of tadpoles seems to be comparable to fish [20, 21].

Our models, like other models for this endpoint, are based on available data.

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Human-verified similar examples from authoritative sources

Similar Expressions

1 human-written examples

Statistics Sweden conducted analyses of non-responders, based on available data.

Expert writing Tips

Best practice

When using "based on available data", ensure that the data source is credible and relevant to your conclusion. Clearly cite the source of the data whenever possible to enhance transparency and trustworthiness.

Common error

Avoid drawing overly broad or definitive conclusions when using "based on available data". Recognize that available data may be incomplete or biased, and acknowledge the limitations of your analysis.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

83%

Authority and reliability

4.6/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "based on available data" functions as a prepositional phrase that modifies a statement or conclusion, indicating that it is derived from the information that is currently accessible. As Ludwig AI shows, it is commonly used to introduce findings, recommendations, or analyses.

Expression frequency: Very common

Frequent in

Science

71%

News & Media

21%

Formal & Business

8%

Less common in

Wiki

0%

Reference

0%

Social Media

0%

Ludwig's WRAP-UP

In summary, the phrase "based on available data" is a grammatically correct and frequently used prepositional phrase that serves to qualify statements or conclusions, indicating their reliance on current information. As Ludwig AI indicates, it is particularly common in scientific and news contexts, reflecting its purpose of promoting transparency and objectivity. To enhance clarity, always ensure the data source is credible and relevant. While widely accepted, avoid overgeneralizing conclusions and acknowledge potential limitations. Numerous alternatives exist, such as "according to the data at hand" or "relying on the data provided", each with slight nuances. "Based on available data" is a valuable tool for conveying evidence-based reasoning, contributing to more informed and credible communication.

FAQs

How can I use "based on available data" in a sentence?

You can use "based on available data" to introduce a conclusion, recommendation, or analysis that relies on the information currently accessible. For example, "Based on available data, we recommend implementing the new marketing strategy."

What are some alternatives to "based on available data"?

Some alternatives include "according to the data at hand", "relying on the data provided", or "given the existing data", depending on the specific context.

Is it always necessary to explicitly state "based on available data"?

No, it's not always necessary. However, it's useful to include the phrase when you want to emphasize that your analysis is limited to the information that is currently accessible and may be subject to change as new data emerges.

What's the difference between "based on available data" and "based on preliminary data"?

"Based on available data" refers to conclusions drawn from the current dataset, which may or may not be complete. "Based on preliminary data" specifically indicates that the data is initial and subject to further refinement or revision as the study progresses.

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Source & Trust

83%

Authority and reliability

4.6/5

Expert rating

Real-world application tested

Most frequent sentences: