based on aggregate data

USAGE SUMMARY

The phrase "based on aggregate data" is correct and usable in written English.
It can be used when discussing conclusions, analyses, or decisions that are derived from summarized or collective data rather than individual data points. Example: "The report's findings are based on aggregate data collected from various sources over the past year."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

42 human-written examples

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

Do you think it's ethical or unethical for creditors to, in effect, stereotype users and make decisions based on aggregate data?

The New York Times

It's unclear just what bank, in what market, is charging $5 surcharge fees, since the report is based on aggregate data and didn't name names.

The New York Times

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

The analysis based on aggregate data is limited to the cross-sectional level.

Comparative Migration Studies

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

Clinical Psychology Review

Human-verified similar examples from authoritative sources

Similar Expressions

18 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

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

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

BMC Health Services Research

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

BMC Health Services Research

Expert writing Tips

Best practice

When using "based on aggregate data", clarify the source and methodology of data aggregation to enhance credibility.

Common error

Avoid making inferences about individuals based solely on aggregate data, as this can lead to ecological fallacy. Always consider the limitations of aggregate data in reflecting individual experiences.

Linguistic Context

The phrase "based on aggregate data" functions as a prepositional phrase modifying a verb or noun. It indicates the foundation or source of information upon which a conclusion, analysis, or decision is made. Ludwig AI confirms its appropriate use in academic, scientific, and general contexts.

Expression frequency: Common

Frequent in

Science

50%

News & Media

31%

Formal & Business

19%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "based on aggregate data" is a common and grammatically sound phrase used to indicate that information or conclusions are derived from collective datasets rather than individual data points. As Ludwig AI confirms, it's frequently used in scientific, news, and formal business contexts to enhance credibility by showing transparency in data sources. When using this phrase, it's vital to be aware of the limitations of aggregate data and avoid making unsupported inferences about individuals. Alternatives such as "derived from combined information" or "informed by collective statistics" can be used to convey similar meanings with slight variations in emphasis.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

derived from combined information

Uses "combined information" instead of "aggregate data", altering the specific terminology while keeping the core concept.

informed by collective statistics

Replaces "aggregate data" with "collective statistics", emphasizing the statistical nature of the information.

drawing from summary metrics

Substitutes "based on" with "drawing from" and "aggregate data" with "summary metrics", changing the verb and the noun phrase.

using consolidated datasets

Employs "consolidated datasets" instead of "aggregate data", highlighting the process of data consolidation.

relying on pooled information

Replaces "based on" with "relying on" and "aggregate data" with "pooled information", focusing on the act of reliance and the pooling of data.

grounded in accumulated evidence

Changes both the verb and the data descriptor to "grounded in" and "accumulated evidence" respectively.

stemming from overall figures

Replaces "based on" with "stemming from" and "aggregate data" with "overall figures", changing the perspective to origination from figures.

informed by synthesized records

Uses "synthesized records" instead of "aggregate data", emphasizing the synthesis aspect of data processing.

resulting from grouped data

Changes "based on" to "resulting from" and "aggregate data" to "grouped data", highlighting the outcome of data grouping.

concluding from compiled metrics

Alters the verb and data description to emphasize the act of concluding and the nature of metrics as compiled.

FAQs

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

You can use "based on aggregate data" to indicate that your analysis or conclusion is derived from collective, rather than individual, data points. For example: "The study's conclusions are "based on aggregate data" collected from multiple sources."

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

Alternatives include phrases like "derived from combined information", "informed by collective statistics", or "drawing from summary metrics", depending on the specific nuance you want to convey.

What does it mean when a study says it is "based on aggregate data"?

It means the study's findings are based on summarized or collective data, rather than individual data points. This approach may obscure individual variations but can reveal broader trends.

What are the limitations of analyses "based on aggregate data"?

Analyses "based on aggregate data" may be subject to ecological fallacy, where inferences about individuals are incorrectly drawn from group-level data. It's important to avoid making assumptions about individual behaviors or characteristics based solely on aggregate findings.