multiple sources of data

USAGE SUMMARY

The phrase "multiple sources of data" is correct and usable in written English.
It can be used when discussing research, analysis, or any context where information is gathered from various origins. Example: "In order to ensure the accuracy of our findings, we relied on multiple sources of data to support our conclusions."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

"We struggle with this on a daily basis," he said, adding that he tried to use multiple sources of data.

The New York Times

Consider the digital profile that advertisers are able to build by collecting and correlating multiple sources of data.

The Guardian

There was even a logical-mathematical piece to it because they had to think about how to use multiple sources of data, how make points and use research".

The New York Times

Data integration is a hot topic as more people find relevance from multiple sources of data.

TechCrunch

Multiple sources of data collection were undertaken for this qualitative study.

International Journal of STEM Education

The recourse to personalised information from multiple sources of data can bring even greater rewards.

Genus

The collection of data used multiple sources of data: existing documentation, surveys, observations, and several interviews.

EURASIP Journal on Embedded Systems

Our study used a time-lagged design and multiple sources of data.

Journal of Air Transport Management

Wazap sticks to its core as a games search engine by providing multiple sources of data in an accessible form.

TechCrunch

Finally, in the "An illustration for negotiating learner models with multiple sources of data" section, we provide some possible examples for negotiating learner models built from multiple sources of data.

Research and Practice in Technology Enhanced Learning

Record linkage is discussed in more detail in the 'Record linkage of multiple sources of data' section.

Genus

Expert writing Tips

Best practice

When using "multiple sources of data", ensure that each source is properly cited and that the methods for integrating the data are clearly explained.

Common error

Avoid relying too heavily on one type of data when "multiple sources of data" are available. Combining different data types can offer a more comprehensive and reliable analysis.

Linguistic Context

The phrase "multiple sources of data" functions as a noun phrase, often acting as the subject or object of a sentence. Ludwig AI shows that the phrase commonly identifies where information is derived from in research, analysis, and reporting contexts. It is used to emphasize the variety and breadth of information considered.

Expression frequency: Very common

Frequent in

Science

63%

News & Media

26%

Formal & Business

11%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "multiple sources of data" is a common and correct phrase that indicates the use of various information origins, often to ensure validity and reduce bias. According to Ludwig AI, the phrase is grammatically sound and most frequently used in science, news, and formal business contexts. When using this phrase, ensure that all sources are properly cited and integrated. Alternatives include "various data sources" and "diverse data inputs". The phrase is considered formal and scientific due to its prevalence in academic and research settings. The wide range of examples provided by Ludwig AI confirms the phrase's versatility and reliability in professional writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

multiple data inputs

Highlights the 'input' aspect of data collection.

multiple data streams

Similar to the original, but emphasizes the ongoing nature of the data.

various data sources

This alternative emphasizes the variety of the data origins.

diverse data inputs

This alternative highlights the heterogeneity of the data being inputted.

different data origins

This alternative focuses on distinct starting points for data collection.

numerous data origins

This alternative stresses the high number of data starting points.

varied data streams

This alternative focuses on the continuous flow of data from different sources.

several data streams

Emphasizes the flow of data from several distinct origins.

a variety of data

Highlights the broad selection of data available.

disparate data feeds

Emphasizes the disconnected and differing nature of the data sources.

FAQs

How do I properly cite "multiple sources of data" in academic writing?

Always provide specific citations for each data source used. Use a consistent citation style (e.g. APA, MLA, Chicago) and clearly indicate how each source contributed to your analysis. If you are using several "different data origins", make sure you explain the importance of each one.

What are some strategies for integrating "multiple sources of data" in research?

Strategies include triangulation (comparing data from different sources to confirm findings), data merging (combining datasets into a single dataset), and using mixed-methods approaches (combining qualitative and quantitative data). Also, consider that you might have to use "various data sources" to achieve a good integration.

What are the benefits of using "multiple sources of data"?

Using "multiple sources of data" can enhance the validity and reliability of your findings, provide a more comprehensive understanding of the phenomenon under investigation, and reduce bias. Consider also to use "different data inputs" in your investigations.

Are there any drawbacks to using "multiple sources of data"?

Potential drawbacks include increased time and resources required for data collection and analysis, challenges in integrating data from different sources, and the need to address potential inconsistencies or conflicts between data sources. Sometimes, it can be challenging to combine "disparate data feeds".