based on data from

USAGE SUMMARY

"based on data from" is a correct phrase in written English.
You can use this phrase when introducing information that is based on evidence collected from a specific source. For example: "Based on data from the US Census Bureau, the average household income in 2020 was $68,703."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

This validation study was based on data from one municipality.

BMC Public Health

Incidence is based on data from 2000.

Emerging Infectious Diseases

*** based on data from exit questionnaire.

BMC Infectious Diseases

Source: Based on data from ILO, 2002.

Environmental Health: A Global Access Science Source

Data on exposures based on data from medical records.

BMJ Open

These analyses were based on data from 56,735 participants.

American Journal of Epidemiology

Socioeconomic data were based on data from the preceding year.

BMC Public Health

(Adopted and based on data from [ 58- 60]).

BMC Medical Ethics

The results are based on data from 3424 children.

Environmental Health: A Global Access Science Source

Analysis was based on data from 60 health posts.

BMC International Health and Human Rights

All analyses are based on data from this sub-sample.

BMC Medical Research Methodology

Expert writing Tips

Best practice

Use "based on data from" when you want to emphasize that your findings or conclusions are directly derived from empirical evidence, rather than speculation or theory.

Common error

Avoid using "based on data from" without specifying the origin of the data. General statements like "based on data" lack the necessary context and reduce the trustworthiness of your claim.

Linguistic Context

The phrase "based on data from" functions as a prepositional phrase that modifies a statement or conclusion, indicating its empirical foundation. It highlights that the information presented is derived directly from specific data sources, as demonstrated by examples found on Ludwig.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "based on data from" is a prepositional phrase used to indicate that a statement or conclusion is derived from specific empirical evidence. Ludwig AI confirms it is a correct and commonly used phrase, particularly in scientific and formal writing. To ensure credibility, always specify the data source. Alternatives like "according to data provided by" or "informed by data obtained from" can be used to add nuance. Avoid vagueness by always providing explicit data sources to maintain trustworthiness in your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on analysis of data from

Specifically mentions that the phrase's base relies on an explicit data analysis process.

informed by data obtained from

Indicates the data has influenced or shaped the understanding or outcome.

drawing on data from

Suggests a more extensive analysis and interpretation of the data.

evidence indicates, using data from

The phrase highlights the evidentiary nature of the data and specifies the source.

according to data provided by

Emphasizes the provider of the data, adding a layer of attribution.

using data sourced from

Focuses on the action of using data and its source.

from data collected by

Emphasis on how data was collected.

derived from data originating from

Highlights the origin of the data, useful when the source is significant.

with data provided by

Simple substitution that spotlights the data's provider.

data suggests that

This alternative is less direct because it focuses on what the data suggests, rather than that it forms the foundation of the statement.

FAQs

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

You can use "based on data from" to introduce information or conclusions that are derived from a specific data source. For example, "Based on data from the CDC, vaccination rates have decreased in the past year."

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

Alternatives include "according to data provided by", "derived from data originating from", or "informed by data obtained from", depending on the context and the nuance you wish to convey.

Is it necessary to cite the data source when using "based on data from"?

Yes, it is crucial to cite the data source to ensure transparency and allow readers to verify the information. Lack of citation undermines the credibility of your statement.

What is the difference between "based on data from" and "according to"?

"Based on data from" emphasizes that the information is directly derived from a dataset, whereas "according to" is a more general attribution that can refer to any source, including opinions or reports. For instance, you might say "Based on data from the survey, most people prefer cats". A valid alternative is: "According to the survey, most people prefer cats".