large-scale methods

USAGE SUMMARY

The phrase "large-scale methods" is correct and usable in written English.
It can be used to describe techniques or approaches that are applied on a broad or extensive level, often in contexts like research, industry, or project management. Example: "The researchers employed large-scale methods to analyze the data collected from various sources across the country."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

22 human-written examples

Algorithms: emphasis on first-order, large-scale methods.

University of California, Berkeley

Liz developed large-scale methods to identify protein-protein interactions, and used these interaction networks to identify kinases with a role in immunity.

Cornell University

Clinical immunotherapy trials using DCs depend on large-scale methods for DC generation that fulfil current good manufacturing practice requirements.

Cytotherapy

This analysis led us to an understanding of the building as a replicable system in which precise components and connections can be utilized to suggest future large-scale methods of prefabrication and assembly.

Yale University

While field assessment techniques for foliar symptoms have been developed and applied even at the large-scale, methods to detect functional alterations were mostly used under controlled experiments with little (if any) formalized field test.

Ecological Indicators

This concept may facilitate the design and development of large-scale methods for synthesizing stable well-defined Au NCs with advanced functions for use in a wide range of applications in different domains.

Coordination Chemistry Reviews

Human-verified similar examples from authoritative sources

Similar Expressions

38 human-written examples

Almost all proseccos rely on the Charmat process, a large-scale method of producing sparkling wines, named for the French inventor, Eugène Charmat.

The New York Times - Food

Vendor software updates, applied at regular intervals, are, for better or worse, the only large-scale method we have for adapting our defenses.

The New York Times

Although they may play important roles in cells, there has been no large-scale method to identify them, nor any effort to characterize them as a group.

Nature

In 1941, he co-developed with the late Professor W.E. Bachmann of the University of Michigan a large-scale method for manufacturing the militarily important high explosive RDX, or cyclonite.

Massachusetts Institute of Technology

Here we demonstrate a green, efficient and large-scale method to address this challenge using supercritical fluid (SCF).

Journal of Power Sources

Expert writing Tips

Best practice

When describing a project, clarify whether the "large-scale methods" refer to the size of the project, the data being analyzed, or the scope of the impact.

Common error

Avoid using "large-scale methods" if the methods are only applied to a limited scope or dataset. Ensure that the scale truly warrants the description.

Linguistic Context

The phrase "large-scale methods" functions as a noun phrase where "large-scale" modifies "methods". It describes approaches or techniques that are applied on an extensive level, often involving significant resources or data. Ludwig confirms this usage across various contexts.

Expression frequency: Common

Frequent in

Science

60%

Academia

25%

News & Media

15%

Less common in

Encyclopedias

0%

Formal & Business

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "large-scale methods" is a grammatically sound noun phrase, denoting techniques applied broadly, often in research, industry, or project management. As Ludwig suggests, it's frequently found in scientific and academic contexts, but also appears in news media. The phrase is a common way to describe the magnitude and scope of a project or analysis. To ensure clear communication, it's crucial to specify whether "large-scale" refers to the project size, data volume, or impact scope. Alternatives like "extensive methodologies" or "widespread techniques" offer similar meanings with nuanced emphasis. By understanding its grammatical function, purpose, and register, writers can effectively use "large-scale methods" to convey the expansive nature of their work.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

extensive methodologies

Focuses on the breadth and coverage of the methods used.

widespread techniques

Highlights the broad application and reach of the techniques.

broad-spectrum approaches

Emphasizes the wide range and versatility of the approaches.

large-scope strategies

Shifts focus to the strategic nature and scope of the plans.

comprehensive systems

Stresses the thorough and all-inclusive nature of the systems.

global-scale procedures

Specifically denotes that procedures are applied on a global level.

mass-scale processes

Highlights the efficiency and volume aspect of the processes.

macro-level methods

Emphasizes the higher-level, overview perspective of the methods.

wide-ranging practices

Focuses on the diversity and expanse of the practical applications.

large-volume processes

This alternative emphasizes the quantity or throughput aspect of the processes.

FAQs

How are "large-scale methods" typically used in research?

In research, "large-scale methods" are often used to analyze vast amounts of data, conduct experiments with numerous participants, or implement strategies that span broad geographical areas or timeframes. This approach is common in fields like genomics, epidemiology, and social sciences.

What distinguishes "large-scale methods" from smaller-scale approaches?

The key difference lies in the extent of application. "Large-scale methods" involve broader scope, larger datasets, and more extensive resources than smaller-scale approaches. This often leads to different logistical and analytical challenges.

What are some examples of fields that commonly employ "large-scale methods"?

Fields such as genomics, epidemiology, environmental science, and materials science frequently utilize "large-scale methods" to address complex problems requiring extensive data collection and analysis. For example, environmental monitoring often involves "large-scale sampling" and analysis.

How do I determine if "large-scale methods" are appropriate for my project?

Assess the scope and objectives of your project. If your goals involve understanding broad patterns, analyzing extensive datasets, or implementing widespread solutions, "large-scale methods" may be appropriate. Consider whether the resources and expertise required for such methods are available.