by incorporating data from

USAGE SUMMARY

The phrase "by incorporating data from" is correct and usable in written English.
You can use it when discussing the integration of information or statistics from various sources into a project, analysis, or report. Example: "The research findings were enhanced by incorporating data from multiple studies to provide a comprehensive overview."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

20 human-written examples

This operation was performed by means of machine-learning and by incorporating data from other sources, including Wikipedia.

EPJ Data Science

But by incorporating data from land-based stations and tourist ships that moonlight as penguin-counting research vessels, the researchers have expanded their data set and reexamined it.

Science Magazine

Technology can support and enhance clinical practice (Torous and Baker 2016), for example, by incorporating data from the app and physiological data into electronic medical records.

International Journal of Bipolar Disorders

Using 10 years of data collected from a range of satellite sensors, the researchers found they could detect a meddy 400 meters beneath the waves, by incorporating data from satellite-based altimeters and infrared sensors, which provide detailed information on water depth and temperature.

Science Magazine

Another study with a similar design did not suffer from this potential issue by incorporating data from students at over 200 schools and ensuring variation in the exposure measure [68].

Plosone

This method adjusts raw rates by incorporating data from other neighbouring spatial units.

BMJ Open

Human-verified similar examples from authoritative sources

Similar Expressions

40 human-written examples

The model is given life by incorporating data gleaned from analysing videos of a real face doing such things as moving its lips to pronounce specific sounds.

The Economist

Further analysis of the data set was conducted by incorporating data obtained from an independent study on the response of host cell gene expression following treatment of TBL20 with BW720c for 48 h (J. Kinnaird et al., in preparation).

Cellular Microbiology

Cities have an opportunity to modernize themselves by incorporating data and technology within legacy systems.

TechCrunch

The comparable ICER produced by the new model, incorporating data from the IRIS Study Group, was €12,814/QALY.

European Journal of Health Economics

Summary: We present a program to improve haplotype reconstruction by incorporating information from paired-end reads, and demonstrate its utility on simulated data.

Bioinformatics

Expert writing Tips

Best practice

When using "by incorporating data from", ensure that the sources are clearly cited to maintain transparency and credibility. For example, "The study improved its accuracy by incorporating data from the National Weather Service."

Common error

Avoid exaggerating the significance of the data incorporated. Instead of saying, 'The results were completely revolutionized by incorporating data from...', use a more balanced statement like, 'The results were significantly enhanced by incorporating data from...' to maintain objectivity.

Linguistic Context

The phrase "by incorporating data from" functions as a prepositional phrase that introduces a method or means by which something is achieved. It specifies that the inclusion of information or statistics from various sources is instrumental in the process. Ludwig AI confirms this usage with numerous examples from diverse contexts.

Expression frequency: Common

Frequent in

Science

64%

News & Media

28%

Formal & Business

8%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "by incorporating data from" is a versatile prepositional phrase used to describe the integration of information from various sources. As Ludwig AI confirms, it is grammatically correct and frequently appears in scientific and news contexts. To ensure clarity and credibility, always cite your sources when using this phrase. Be mindful of overstating the impact of the incorporated data and maintain a balanced tone. Alternatives like "using data obtained from" or "integrating information derived from" can be used to add variety to your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

using data obtained from

Focuses on the act of using existing data, rather than the process of integrating it.

integrating information derived from

Emphasizes the combination of information, specifying that it's derived from a particular source.

drawing on data from

Suggests a selection process, where only relevant data is used.

utilizing data sourced from

Highlights the practical application of data and its origin.

with data integrated from

Changes the sentence structure to passive voice, focusing on the data.

leveraging data extracted from

Implies maximizing the benefit from data that has been extracted.

by consolidating data from

Focuses on the action of bringing data together into a more cohesive form.

through the aggregation of data from

Highlights the process of gathering and combining data.

by synthesizing data from

Implies a deeper level of analysis and interpretation when combining data.

by factoring in data from

Emphasizes including data as a consideration in a broader evaluation or calculation.

FAQs

How can I use "by incorporating data from" in a sentence?

This phrase is used to indicate that information or statistics have been integrated from various sources into a project, analysis, or report. For example: "The model was improved "by incorporating data from" multiple climate studies."

What are some alternatives to "by incorporating data from"?

Alternatives include "using data obtained from", "integrating information derived from", or "drawing on data from" depending on the specific nuance you want to convey.

Is it necessary to cite sources when using the phrase "by incorporating data from"?

Yes, citing sources is crucial when using this phrase to maintain transparency and give credit to the original data sources. This ensures the credibility and reliability of your work.

What's the difference between "by incorporating data from" and "by including data from"?

"By including data from" simply means adding data, while "by incorporating data from" implies a more thorough integration of the data into the analysis or model, potentially involving transformations or interpretations. The first is about the presence of data; the second is about its use.