data accumulated through

USAGE SUMMARY

The phrase "data accumulated through" is correct and usable in written English.
It can be used when discussing the collection or gathering of data over a period of time or through specific methods. Example: "The research findings are based on data accumulated through extensive surveys conducted over the last five years."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

Using phenotypic data accumulated through the USDA Germplasm Resources Information Network, we initially focused on the two major constituents of soybean seed protein and oil.

G3: Genes, Genomes, Genetics

To analyze the persistence of EBV accuracy (accuracy in future generations), training was done on data accumulated through generation 1 and validation used genotypes and phenotypes of progeny from each subsequent generation.

Genetics, Selection, Evolution

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

After visualizing knowledge such as "electric fan" and "air-conditioning" related to "university" and "summer" through the contextual data accumulated in cyber space in SCROLL, the system displayed the results of visualization on the learners' desktop PCs or mobile devices.

Smart Learning Environments

Through summarizing the data accumulated so far, we show here that a variety of anti-AD agents indeed have been identified from foods, most of which hold multiple pharmacological effects.

Trends in Food Science & Technology

As more data accumulates through genomic, transcriptomic and proteomic characterization, data integration and analysis become more labor-intensive and complex requiring more sophisticated computational tools while climbing up the data ladder.

Clinical Proteomics

As gene expression and other functional data have accumulated through ever-larger scale projects such as ENCODE [ 3], significant efforts have been invested in integratively analyzing data to build gene regulatory networks [ 4, 5].

BMC Systems Biology

Knowledge of the significance of a VUS often evolves over time as data are accumulated through familial segregation studies, control studies, functional analyses, or other means.

Genetics in Medicine

Writer tells about data accumulated in the files of the Nuclear Regulatory Commission on these nine reactors.

The New Yorker

A wealth of genetic data accumulated in the past decade regarding depression forms a special opportunity to uncover the biological functions and molecular mechanisms underlying depression through systematic data collection and integration.

Plosone

Critics say that Mr. Ebbers has failed to create a solid foundation for sustained growth from the broad portfolio of phone and data services he accumulated through a long string of acquisitions that culminated in the $37 billion stock deal for MCI Communications in 1998.

The New York Times

"…eBay is at a technological advantage due to the rich set of user-generated images and item data we've accumulated through the years," noted Mohan Patt, VP of eBay's Buyer Experience, in a statement about the launch.

TechCrunch

Expert writing Tips

Best practice

When using "data accumulated through", be specific about the method or process by which the data was gathered. For example, "data accumulated through surveys" or "data accumulated through years of research".

Common error

Avoid using "data accumulated through" without specifying the source or method. Saying "data accumulated through various means" is vague. Instead, detail the specific processes or sources to provide context and credibility.

Linguistic Context

The phrase "data accumulated through" functions as a descriptive element, typically modifying a noun to specify how the data was collected or increased over time. Ludwig AI confirms its usability.

Expression frequency: Uncommon

Frequent in

Science

60%

News & Media

30%

Formal & Business

10%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "data accumulated through" is a grammatically sound and usable expression to describe data gathered over time or through specific means. While Ludwig shows it's not extremely common, it's valuable for adding context and clarity. It's frequently found in scientific and news contexts. Remember to specify the method or source of accumulation for greater precision. Ludwig AI confirms the phrase's correct usage.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data collected through

Highlights the process of gathering data, emphasizing the action of collecting.

data gathered via

Emphasizes the means by which data is collected, focusing on the method or channel used.

data sourced from

Focuses on the origin or source of the data.

information amassed via

Uses 'information' instead of 'data' and 'amassed' to convey a gradual accumulation; 'via' specifies the means.

data obtained using

Focuses on the tools or methods used to obtain the data.

statistics compiled through

Specifically refers to statistical data and emphasizes the process of compiling it.

insights derived from data aggregation

Shifts the focus to the insights gained from combining data, rather than the accumulation process itself.

evidence gathered by means of

Emphasizes the evidentiary nature of the data and the methods used to gather it.

knowledge gained from data acquisition

Replaces 'accumulated' with 'gained' and 'through' with 'from', highlighting the acquisition of knowledge.

findings resulting from data collection

Highlights the outcomes or discoveries that arise from the data collection process.

FAQs

How can I use "data accumulated through" in a sentence?

You can use "data accumulated through" to describe information that has been gathered over a period or via specific methods. For example: "The study analyzes "data accumulated through" years of observation" or "The report is based on "data accumulated through" online surveys".

What are some alternatives to "data accumulated through"?

Alternatives include "data collected through", "data gathered via", or "information amassed via". The best choice depends on the specific context and the nuance you wish to convey.

Is it better to say "data accumulated through" or "data collected through"?

Both phrases are correct and often interchangeable. "Data accumulated through" emphasizes the gradual increase of data over time, while "data collected through" focuses on the act of gathering the data. The choice depends on the context and the specific nuance you want to convey.

What is the difference between "data accumulated through research" and "data generated through research"?

"Data accumulated through research" suggests gathering existing data over a period. "Data generated through research" suggests creating new data as a direct result of research activities.