substantial amounts of data

USAGE SUMMARY

The phrase "substantial amounts of data" is correct and usable in written English.
It can be used when discussing large quantities of information, particularly in contexts like research, data analysis, or technology. Example: "The study required substantial amounts of data to draw accurate conclusions about the population's behavior."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

19 human-written examples

There's such a highly analytical culture at Google that you can't really recommend any sort of change, a new product, or God knows, a change on the Search page without having substantial amounts of data that would suggest that it's a good idea.

Harvard Business Review

The success of any attempt at improving or optimizing energy and water use in any industrial process requires a comprehensive knowledge of the production system and relies on substantial amounts of data, which in turn can allow the most profitable and environmentally friendly operation.

Handbook of Water and Energy Management in Food Processing

However, each plan includes substantial amounts of data that it's hard to imagine that would happen.

Forbes

"We will appeal  the decision as Uber has already provided substantial amounts of data to the California Public Utilities Commission, information we have provided elsewhere with no complaints.

TechCrunch

The process of training the AI model -- whether supervised or unsupervised -- requires feeding the algorithms with substantial amounts of data in order to learn and process information for real-time decision making.

Forbes

If substantial amounts of data are available, maximum likelihood can be used to estimate the parameters of the beta distribution but the method of moments works well, subject to testing and adjustment.

New Zealand Journal of Forestry Science

Human-verified similar examples from authoritative sources

Similar Expressions

41 human-written examples

The substantial amount of data gathered on the treatment to date demonstrate that PSD502 is safe and highly effective.

The Guardian - Business

An accurate prediction of the detailed features of solute plumes requires collecting a substantial amount of data.

Journal of Hydrology

But all data will have some utility – and a substantial amount of data use will exist under the tail of the distribution with many data sets used by only a few.

The Guardian

A substantial amount of data exists comparing insulin glargine and neutral protamine Hagedorn (NPH) insulin for long-acting basal insulin coverage.

Journal of Diabetes and its Complications

Abstract: Access to substantial amount of data in the high-energy range gives us an opportunity to extend our knowledge of stellar coronal composition and temperature structure by analyzing the entire spectrum as a whole.

Harvard University

Expert writing Tips

Best practice

When using "substantial amounts of data", ensure that the context clearly indicates what kind of analysis or conclusions are drawn from the data. Providing context enhances the impact of the statement.

Common error

Avoid using "substantial amounts of data" as a standalone claim without providing supporting evidence or explaining the data's relevance. This can weaken your argument and make it seem unsubstantiated.

Linguistic Context

The phrase "substantial amounts of data" functions as a noun phrase, typically serving as the object of a verb or the complement of a preposition. As confirmed by Ludwig, it describes a significant quantity of information used for analysis or decision-making.

Expression frequency: Uncommon

Frequent in

Science

60%

News & Media

30%

Formal & Business

10%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "substantial amounts of data" is a noun phrase used to describe a large quantity of information. Ludwig AI confirms its grammatical correctness and usability across various contexts, particularly in science, news, and formal business settings. While alternative phrases like "significant volume of data" or "large data sets" exist, the original phrase effectively conveys the scale and significance of the data being discussed. When using this phrase, it's important to provide context and avoid overstating the data's importance without evidence.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

significant volume of data

Replaces "amounts" with "volume" and "substantial" with "significant", focusing on the quantity.

considerable quantity of information

Substitutes "data" with "information" and uses "considerable" to emphasize the size.

large data sets

Uses the term "data sets" to imply a structured collection and simplifies "substantial amounts" to "large".

extensive collection of data points

Emphasizes the individual data points within a large collection.

copious data

Uses a single word, "copious", to convey the abundance of data.

massive data reserves

Emphasizes the availability and scale of the data using "massive" and "reserves".

ample data resources

Focuses on the availability of data as a resource.

sizeable data repositories

Highlights the storage and organization of the data using "repositories".

broad spectrum of data

Shifts the focus to the diversity and range of the data.

comprehensive data aggregation

Emphasizes the process of collecting and combining data from various sources.

FAQs

How can I effectively use "substantial amounts of data" in a sentence?

To effectively use "substantial amounts of data", provide context by specifying the type of data and its significance. For example, "The research team analyzed "substantial amounts of data" to identify key trends in consumer behavior."

What are some alternatives to "substantial amounts of data"?

Alternatives include "significant volume of data", "considerable quantity of information", or "large data sets". The best choice depends on the specific context and the nuance you want to convey.

Is it better to say "substantial amount of data" or "substantial amounts of data"?

"Substantial amounts of data" is generally more appropriate because "data" is often treated as a plural noun, especially when referring to multiple data points. However, "substantial amount of data" can be used when referring to data as a singular, undifferentiated mass.

What does "substantial amounts of data" imply in a research context?

In research, "substantial amounts of data" implies that the study involved a significant quantity of information, suggesting a more robust and reliable analysis. It often indicates that the findings are based on a comprehensive examination, enhancing the credibility of the results.