done by data

USAGE SUMMARY

The phrase "done by data" is not correct in standard written English.
It may be intended to convey that something is completed or achieved through the use of data, but it lacks clarity and proper grammatical structure. Example: "The analysis was done by data collected over the past year."

⚠ May contain grammatical issues

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

6 human-written examples

According to a study done by data scientists at Facebook, more of your Facebook "friends" saw what you posted than the average Facebook user realizes.

The New York Times

"Thanks to CARTO Builder, a lot of work that was previously done by data scientists is now easier to do for non-data analysts," Ferzoco said.

TechCrunch

Basically, Max uses this armor in an attempt to capture a citizen from Elysium (which involves shooting down a flying shuttle) so that he can exchange identities with that citizen -– only in this world, this is done by data transfer between an electronic chip of that is installed in each human.

Huffington Post

Double data entry was done by data entry clerks using a 4th Dimension Database (©4D San Jose, California, United States).

BMC Infectious Diseases

The ethical vetting is performed by regional ethical review boards and the risk appraisal associated with the Law on Public Disclosure and Secrecy is done by data owners.

BMC Public Health

The pre-publication history for this paper can be accessed here: http://www.biomedcentral.com/1471-2474/12/223/prepub Specianalysissis of the data from The Danish Working Environment Cohort Study was done by data manager Ebbe Villadsen, The National Research Centre for the Working Environment, Copenhagen, Denmark, who provided the data on the workforce sample.

BMC Musculoskeletal Disorders

Human-verified similar examples from authoritative sources

Similar Expressions

54 human-written examples

This is done by breaking data up into data frames, transmitting them sequentially, and processing acknowledgment frames sent back to the source by the destination.

Encyclopedia Britannica

Randomization and data analysis were done by the data coordinating centre.

Critical Care

Validation of national arthropasty register data is often done by matching data from health care registries, by investigating medical journals or by questionnaires answered by patients [ 1].

BMC Musculoskeletal Disorders

Data processing into electronic versions was also done by trained data clerks who had signed terms of reference contracts with clear stipulation of expected standards of confidentiality.

BMC Health Services Research

Data entry of all questionnaires and examination forms is done by the data manager.

BMC Geriatrics

Expert writing Tips

Best practice

Opt for clearer and more grammatically standard alternatives such as "performed using data" or "informed by data" to improve clarity and credibility.

Common error

Avoid using "done by data" in formal writing. It sounds unnatural and can confuse your readers. Choose more precise language to clearly convey the method or process.

Linguistic Context

The phrase "done by data" functions as a passive construction, attempting to describe how something was accomplished. Ludwig AI indicates that this phrasing is not considered standard English. The examples often show alternative constructions that more clearly express the relationship between an action and the data used.

Expression frequency: Uncommon

Frequent in

Science

57%

News & Media

29%

Formal & Business

14%

Less common in

Ludwig's WRAP-UP

In summary, the phrase "done by data" is an awkward and grammatically questionable construction. Ludwig AI suggests that it is not considered standard English. While the intention is to describe processes informed or driven by data, clearer and more precise alternatives like "performed using data" or "informed by data" are recommended. Using these alternatives improves clarity and credibility, especially in formal writing and academic contexts. Although the phrase appears across a variety of sources, opting for better formulations makes your writing style a lot more impactful.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

performed using data

Replaces "done by" with "performed using", emphasizing the tool or method used.

completed through data analysis

Specifies that the completion is a result of analyzing data.

achieved with data

Focuses on the accomplishment and the role of data in achieving it.

conducted via data

Highlights that the process was carried out using data as a means.

driven by data

Emphasizes data as the motivating factor behind the action.

informed by data

Indicates that data provided the basis for the action or decision.

determined from data

Suggests data was the source from which a conclusion or result was obtained.

revealed through data

Implies data uncovered or brought to light something previously unknown.

established using data

Indicates data was used to confirm or prove something.

derived from data

Emphasizes that data was the origin of the resulting information or outcome.

FAQs

What are some alternatives to "done by data"?

Alternatives include "performed using data", "analyzed with data", or "informed by data". The best choice depends on the specific context.

Is "done by data" grammatically correct?

While understandable, "done by data" is not considered standard English. It's generally better to use more precise and grammatically correct alternatives.

How can I use data effectively in my writing?

Clearly state how the data was used. Instead of saying "the study was done by data", specify "the study's conclusions were derived from the data analysis".

What is the difference between "done by data" and "data-driven"?

"Data-driven" describes a process or approach that is guided by data. "Done by data" is an awkward phrasing. For example, a "data-driven decision" is a decision made based on data analysis.