large-scale information

USAGE SUMMARY

The phrase "large-scale information" is correct and usable in written English.
It can be used when referring to information that is extensive or involves a significant amount of data, often in contexts like research, data analysis, or technology. Example: "The project requires large-scale information to accurately assess the impact of climate change on urban areas."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

49 human-written examples

How reliable are large-scale information retrieval experiments?

Cornell University

Value-added Mediation in Large-Scale Information Systems.

Stanford University

This research provides a systematical approach to large-scale information retrieval system design.

Journal of Systems and Software

You'll emerge with a solid understanding of how a large-scale, information technology project is executed and communicated.

Harvard University

We will present conceptual requirements that must be placed on mediators to assure effective large-scale information systems.

Stanford University

Large-scale information on habitat suitability is indispensable for planning management actions to further endangered species with large-spatial requirements.

Forest Ecology and Management

Human-verified similar examples from authoritative sources

Similar Expressions

11 human-written examples

In the 1990s it largely replaced the hierarchical and network models, and it also became the model of choice for large-scale information-management applications, both textual and multimedia.

Encyclopedia Britannica

This architecture can significantly improve large scale information distribution.

Journal of Network and Computer Applications

NIFTY: A System for Large Scale Information Flow Tracking and Clustering.

Stanford University

The centralized architecture does not work well for the large scale information dissemination service.

Information Sciences

The study provides large scale information for restoration projects across a spatial climatic gradient.

Landscape and Urban Planning

Expert writing Tips

Best practice

When using "large-scale information", ensure the context clearly indicates the domain or area to which the information pertains. This avoids ambiguity and provides clarity for the reader.

Common error

Avoid using "large-scale information" when referring to relatively small or localized datasets. Reserve it for contexts where the information truly encompasses a significant scope or magnitude.

Linguistic Context

The phrase "large-scale information" functions primarily as a modifier describing the extent or magnitude of the information being referenced. As Ludwig AI confirms, the phrase is valid and can be effectively used in written English to show the vast amount of data available.

Expression frequency: Very common

Frequent in

Science

46%

Academia

31%

News & Media

13%

Less common in

Formal & Business

6%

Encyclopedias

2%

Wiki

2%

Ludwig's WRAP-UP

In summary, "large-scale information" is a grammatically correct and frequently used phrase that denotes a substantial amount of data or knowledge. As Ludwig AI highlights, this phrase is best suited for formal and scientific contexts, such as research papers and technical reports. While alternatives like "extensive data" or "comprehensive data" exist, "large-scale information" effectively communicates the immensity and breadth of the data being discussed. Remember to use "large-scale information" only when the data truly warrants this description.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

extensive information

Focuses on the breadth and amount of information available.

comprehensive data

Emphasizes the thoroughness and completeness of the data.

vast data

Highlights the immense quantity of data involved.

broad information

Suggests the wide scope and range of the information.

widespread data

Implies that the data is dispersed and covers a large area or population.

mass data

Highlights the sheer volume of the data, potentially implying difficulty in managing it.

big data

Specifically refers to extremely large data sets that are analyzed computationally to reveal patterns and trends.

holistic data

Emphasizes the interconnectedness and completeness of the data set.

exhaustive data

Focuses on the completeness of the data collection, leaving nothing out.

substantial knowledge base

Highlights the accumulated knowledge and expertise rather than just raw data.

FAQs

How can I use "large-scale information" in a sentence?

You might say, "The research team analyzed "large-scale information" to identify trends in consumer behavior" or "Effective urban planning requires "large-scale information" on population density and infrastructure".

What are some alternatives to "large-scale information"?

Depending on the context, you could use alternatives like "extensive data", "comprehensive data", or "vast data".

Is it appropriate to use "large-scale information" in formal writing?

Yes, "large-scale information" is suitable for formal writing, especially in academic, scientific, or business contexts where precise and descriptive language is valued.

What distinguishes "large-scale information" from "big data"?

While related, "big data" specifically refers to extremely large and complex datasets that require advanced computational techniques for analysis. "Large-scale information" is a broader term that encompasses any extensive collection of data, regardless of its complexity or the methods used to analyze it.