based on big data

USAGE SUMMARY

The phrase "based on big data" is correct and usable in written English.
You can use it when you are describing something which has been researched, analyzed, or inferred using large amounts of data. For example, "The new healthcare policy is based on big data gathered from many hospitals and clinics around the country."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

51 human-written examples

This paper presents a novel fault diagnosis method for battery systems in electric vehicles based on big data statistical methods.

Applied Energy

This paper presents a forecasting model to estimate electric vehicle charging demand based on big data technologies.

Applied Energy

Also troubling, here and elsewhere in the N.S.A. story, is the dismissive treatment of the constitutional implications of investigations based on big data.

The New Yorker

A pair of Class of 2010 roommates, entrepreneurial buddies while on campus, recently teamed up to launch a wine club based on big data.

Massachusetts Institute of Technology

First, the mechanism is expounded based on big data in the product lifecycle, and the requirements of root cause identification are determined simultaneously.

Computers & Industrial Engineering

It becomes very important to develop methods and/or architectures based on big data technologies, for a complete processing of biomedical image data.

Informatics in Medicine Unlocked

Human-verified similar examples from authoritative sources

Similar Expressions

9 human-written examples

Smart water cannot be mentioned without AI, which will provide prompt decision support based on big-data gathered from sensors through ICT.

Smart Water

In this work, we advocate for the inclusion of a dedicated system for sensors data storage and processing, based on Big Data technologies.

Energy Procedia

The increasing volume of chemogenomics data offers exciting opportunities to build models based on Big Data.

Journal of Cheminformatics

Veracity in Big Data deals with the trustworthiness or usefulness of results obtained from data analysis, and brings to light the old adage "Garbage-In-Garbage-Out" for decision making based on Big Data Analytics.

Journal of Big Data

Consequently, in this paper, we propose a smart city architecture which is based on Big Data analytics.

Future Generation Computer Systems

Expert writing Tips

Best practice

When using "based on big data", ensure that the connection between the data and the resulting conclusion or action is clear and evident to your audience. Provide specific examples or insights derived from the data to strengthen your argument.

Common error

Avoid claiming something is "based on big data" if the data's influence is minimal or indirect. Ensure that the conclusions genuinely stem from the analysis of large datasets, rather than relying on assumptions or generalizations.

Linguistic Context

The phrase "based on big data" functions as a post-positive modifier, clarifying the foundation or origin of a concept, method, or conclusion. It specifies that something is derived from the analysis of large and complex datasets, as Ludwig's examples demonstrate.

Expression frequency: Very common

Frequent in

Science

52%

News & Media

28%

Formal & Business

20%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "based on big data" is a prevalent phrase used to indicate that a conclusion, method, or system is derived from the analysis of large and complex datasets. Ludwig AI confirms its grammatical correctness and usability in written English. This phrase serves to enhance credibility and analytical rigor, particularly in scientific, business, and technological contexts. While highly useful, it's essential to ensure that the connection between the data and the outcome is clear and substantiated. Alternatives like "data-driven", "leveraging big data", and "informed by big data" can provide nuanced variations depending on the specific message you aim to convey. Remember to avoid overstating the role of big data and ensure the conclusions genuinely stem from the analysis.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Driven by big data

Implies that big data is the primary force or impetus behind something.

Built upon big data

Indicates that big data forms the foundational structure.

Leveraging big data

Emphasizes the strategic advantage gained from using big data.

Relying on big data

Emphasizes the dependence on big data for information or decision-making.

Using big data analytics

Specifies the application of analytical techniques to big data.

Utilizing big data

Focuses on the active use of big data as a resource.

Derived from big data

Highlights the origin or source as being big data.

Informed by big data

Highlights that big data provides insights and shapes understanding.

Data-driven

A more concise way to say that decisions or actions are based on data analysis, with the focus being on 'data' and less explicit about 'big data'.

Drawing from big data

Suggests extracting specific information or conclusions from big data.

FAQs

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

Use "based on big data" to describe decisions, conclusions, or systems that rely on the analysis of large datasets. For instance, "The marketing strategy is "driven by big data" from customer interactions".

What are some alternatives to saying "based on big data"?

Depending on the context, you could use alternatives such as "utilizing big data", "leveraging big data", or "informed by big data".

What's the difference between "data-driven" and "based on big data"?

"Data-driven" is a more general term indicating reliance on data, while "based on big data" specifically implies the use of large and complex datasets.

Is it always necessary to specify "big data" when something is data-driven?

No, specifying "big data" is only necessary when the scale and complexity of the data are significant. If the data is relatively small or simple, "data-driven" is sufficient.