reflecting data from

USAGE SUMMARY

The phrase "reflecting data from" is correct and usable in written English. You can use it when discussing how information or statistics represent or illustrate data sourced from a specific origin. Example: "The report is reflecting data from the latest survey conducted in March." Alternative expressions include "representing data from," "showing data from," and "illustrating data from."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

3 human-written examples

We also are the first to make use of hundreds of independently fielded state and local versions of the YRBS, reflecting data from over 750,000 youths.

Journal of Health Economics

Next, we varied opportunistic infection and mortality rates for patients on ART, reflecting data from trials and routine care settings (Appendix) [ 33, 34].

AIDS

The results of this study, reflecting data from 4 independent experiments, with each experiment performed in 4 wells, are consistent with the idea that G2B-10A benign mammary epithelial cells support colony-formation of R2-T1AS breast cancer cells by secretion of soluble factors.

BMC Cancer

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

The information from the national ICD registry provided by University Medical Center to The Times reflected data from two of those device replacement fields.

The New York Times

In other countries, the new figures reflect data from a growing number of sites that report results from HIV tests (India alone went from 155 in 1998 to 1100) and several new household surveys that document HIV prevalence in large swaths of the population.

Science Magazine

This reflects data from other recent retirement surveys.

Huffington Post

Those numbers reflect data from fiscal year 2011, and an official from Loyola University Health System, which runs the Gottlieb Memorial Hospital, said the hospital has reduced charges by an average 25percentt since then.

Huffington Post

However, all of the studies reflect data from facility-based births.

BMC Pregnancy and Childbirth

However, the RNA-seq data considered here are limited in that they reflect data from only a single individual.

Genome Biology and Evolution

And yet, these findings only reflect data from patients whose radiation therapy was initiated within 7 weeks after surgery.

BMC Cancer

These reflected reports from nine practitioners, submitting 7 to 255 records each and reflected data from 335 farms with 1 to 14 records each.

BMC Veterinary Research

Expert writing Tips

Best practice

Ensure the noun that follows 'from' is a specific repository, study, or dataset to maintain professional clarity.

Common error

Do not use 'reflecting data from' if the connection between your statement and the source is merely speculative or indirect. If the link is not empirical, consider using a more cautious phrase like "suggested by".

Linguistic Context

This is a present participial phrase used to modify a preceding noun or to introduce circumstantial information about a clause. In technical contexts provided by Ludwig, it serves as a bridge between a specific claim and its evidentiary root.

Expression frequency: Very common

Frequent in

Science

65%

News & Media

25%

Academia

10%

Less common in

Formal & Business

5%

Wiki

3%

Social Media

2%

Ludwig's WRAP-UP

The phrase "reflecting data from" is a robust and widely used expression across professional and academic domains. According to Ludwig AI, it is essential for connecting analytical results with their empirical source, providing transparency and authority to the text. It is most frequently found in scientific literature, such as medical trials and economic surveys, as well as in high-quality news outlets like The New York Times. Use it when you want to emphasize that your findings are a faithful representation of a specific dataset. Alternatives like "based on" or "derived from" offer similar meanings, but "reflecting data from" uniquely captures the idea of information mirroring its original source with fidelity.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on findings from

Focuses on the interpreted results rather than the raw evidence

according to statistics from

Directly attributes data to a statistical source

as shown by results from

Emphasizes the evidentiary demonstration provided by the source

representing figures from

Specifically highlights the numerical aspect of the source

drawn from records of

Implies a process of extraction from a formal repository

sourced from

A more concise way to indicate the origin of the information

derived from metrics in

Focuses on specific measurements rather than general data

incorporating data from

Suggests that the referenced data is part of a larger analysis

illustrating information from

Highlights the explanatory or visual nature of the representation

aligned with data from

Suggests consistency between the current findings and the source

FAQs

How do I use 'reflecting data from' in a sentence?

You can use it to introduce the source of your information, for example: 'The latest chart is "reflecting data from" the 2024 census'.

What can I say instead of 'reflecting data from'?

Depending on the nuance you want, you can use "based on data from", "extracted from", or "representing data from".

Is 'reflecting data from' appropriate for scientific journals?

Yes, it is highly frequent in scientific literature. Ludwig shows its common use in journals such as Nature and BMC Cancer to link findings to specific trials.

Which is more formal: 'reflecting data from' or 'coming from'?

"reflecting data from" is significantly more formal and precise than "coming from", which is often considered too vague for professional contexts.