based on aggregated data

USAGE SUMMARY

The phrase "based on aggregated data" is correct and usable in written English.
You can use it when discussing conclusions, analyses, or decisions that are derived from compiled and summarized information. Example: "The report's findings are based on aggregated data from various sources, providing a comprehensive overview of the trends."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

12 human-written examples

It was found that PQI based on detailed patient clinical information are preferred to those based on aggregated data [ 16], and that physicians rank evidence-based PQI higher than those based on costs [ 17].

BMC Health Services Research

These results replicate those previously reported by Rosén and Gustafsson (2014), which were obtained with the simple procedure based on aggregated data only.

Large-scale Assessments in Education

Simple methods of estimating recruitment rates based on aggregated data may be inaccurate.

BMC Health Services Research

This information, however, is based on aggregated data collections, with no analysis at individual patient level.

BMC Health Services Research

Moreover, up to now there has been no top-down study in Poland to provide estimates based on aggregated data.

European Journal of Health Economics

Feedback of key messages from the sub-study will be provided to participants at the end of the study, based on aggregated data.

BMC Public Health

Human-verified similar examples from authoritative sources

Similar Expressions

48 human-written examples

It is based on aggregating data to information by combining domain-specific knowledge elements and concepts of expert systems in inference networks.

CIRP Journal of Manufacturing Science and Technology

Online ads from UltraViolet will appear in search results if it appears a user may be applying to a school, on mobile ads when people are at locations near the campuses, and on Facebook based on aggregate data that suggests a person is considering attending one of the colleges targeted.

Huffington Post

Mr. Geen's report is based on aggregate data and interviews with 500 policymakers, welfare office workers, child welfare caseworkers, advocates and other experts in 12 states: Alabama, California, Colorado, Florida, Massachusetts, Michigan, Minnesota, New Jersey, New York, Texas, Washington and Wisconsin.

The New York Times

However, findings are largely based on aggregate data and the specific perpetrator is often unclear.

Clinical Psychology Review

But the chance of success varies so wildly by individual that reproductive specialists say it's nearly impossible to predict the outcome based on aggregate data.

The Washington Post

Expert writing Tips

Best practice

When using "based on aggregated data", ensure the aggregation method is appropriate for the analysis and doesn't introduce bias. Be transparent about how the data was aggregated.

Common error

Avoid assuming that trends observed in aggregated data apply to every individual within the group. This is known as the ecological fallacy, and it can lead to inaccurate conclusions.

Linguistic Context

The phrase "based on aggregated data" functions as a prepositional phrase. It modifies a noun or clause by specifying the informational foundation upon which something is predicated. As confirmed by Ludwig, this expression is valid in English writing.

Expression frequency: Rare

Frequent in

Science

60%

News & Media

30%

Formal & Business

10%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "based on aggregated data" is a prepositional phrase used to indicate that a conclusion or analysis is derived from a compilation of summarized information. Ludwig AI confirms that this phrase is correct and acceptable in English. It commonly appears in scientific and news contexts to lend credibility to statements. When using this phrase, it is essential to ensure transparency in the aggregation method and to avoid misinterpretations. Alternatives include "derived from compiled information" or "informed by summarized data".

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

derived from compiled information

Changes the preposition "based on" to "derived from" and "aggregated data" to "compiled information" for a slightly more formal tone.

informed by summarized data

Replaces "based on" with "informed by" and "aggregated" with "summarized" emphasizing the data's influence on a conclusion.

drawing from collective datasets

Uses "drawing from" instead of "based on" and highlights the multiple sources combined into the "collective datasets".

relying on pooled information

Substitutes "based on" with "relying on" focusing on dependence, and "aggregated data" with "pooled information".

stemming from combined statistics

Employs "stemming from" to indicate origin and "combined statistics" instead of "aggregated data", specifying statistical compilation.

concluded from cumulative evidence

Shifts the focus to the conclusion drawn, using "concluded from" and emphasizing the "cumulative evidence" gathered.

founded on collective metrics

Uses "founded on" to indicate a base or starting point and emphasizes metrics are involved in the aggregation process.

originating from grouped figures

Focuses on the origin, using "originating from", and specifies that the data consists of "grouped figures".

predicated on synthesized findings

Replaces "based on" with "predicated on" for a more formal tone, and emphasizes the "synthesized findings" resulting from aggregation.

derived from the totality of data

Shifts the focus to the origin, using "derived from", highlighting the entirety of the data rather than the fact that it is aggregated.

FAQs

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

You can use "based on aggregated data" to describe analyses, conclusions, or decisions that are derived from compiled and summarized information, such as, "The study's findings are "based on aggregated data" from multiple sources".

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

Some alternatives to "based on aggregated data" include "derived from compiled information", "informed by summarized data", or "drawing from collective datasets".

What does "based on aggregated data" mean?

"Based on aggregated data" means that the information or conclusions presented are derived from a collection of individual data points that have been combined or summarized into a group.

Is it always reliable to make decisions "based on aggregated data"?

While using "based on aggregated data" can be informative, it's crucial to be aware of potential limitations such as ecological fallacy and biases in the aggregation process. It's essential to consider the method of aggregation and potential sources of error.