a substantial amount of data

USAGE SUMMARY

The phrase "a substantial amount of data" is correct and usable in written English.
It can be used when discussing a significant quantity of information or statistics in various contexts, such as research, analysis, or reporting. Example: "The study revealed a substantial amount of data that supports the hypothesis."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

28 human-written examples

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

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

Journal of Hydrology

However, an investigative committee later found that a substantial amount of data from postmarketing clinical trials did not match patient records, indicating deliberate manipulation.

Science Magazine

Edge computing [72]: The proliferation of Internet of Things (IoT) devices introduces a substantial amount of data traffic in the mobile network.

EURASIP Journal on Wireless Communications and Networking

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

Since big data contains so much unstructured data and different media as well as data types, there is actually a substantial amount of data and information that is not interpretable.

TechCrunch

Human-verified similar examples from authoritative sources

Similar Expressions

32 human-written examples

It is not good practice to power a study, obtain data from a number of individuals and then after completing data collection to underpower the analysis by dichotomisation, thus discarding a substantial amount of the data and information.

British Journal of Ophthalmology

However, Vélez-Zuazo and Agnarsson's [ 21] suggested topology was questionable because the authors themselves noted that their analysis suffered from a substantial amount of missing data (85%) and their data came directly from GenBank [ 42] which might bear some errors and inaccuracies.

BioMed Research International

However, to be used optimally, the IRAT requires a substantial amount of experimental data about virus phenotypes including information on receptor binding, transmissibility in laboratory animals, and antiviral treatment susceptibility.

eLife

He also gathered a substantial amount of linguistic data in Polynesia, which appears in his Ethnology and Philology: United States Exploring Expeditions (1846).

Encyclopedia Britannica

Hence, they must interpolate quite large areas; because of the shortcomings of the detection step, they tend to attempt to correct a substantial amount of clean data.

EURASIP Journal on Image and Video Processing

Expert writing Tips

Best practice

When using "a substantial amount of data", ensure the context clarifies the data's relevance and how it impacts the analysis or conclusions. Be specific about what makes the amount substantial (e.g., compared to previous studies, necessary for statistical significance).

Common error

Avoid using "a substantial amount of data" without providing context or comparison. Without clarifying why the amount is substantial, the phrase remains vague and uninformative. Quantify if possible, or provide a benchmark for comparison.

Linguistic Context

The phrase "a substantial amount of data" functions as a noun phrase, typically serving as the subject or object of a sentence. It quantifies the information being discussed, indicating a significant quantity that warrants attention. As Ludwig AI confirms, this phrase is grammatically sound and widely applicable.

Expression frequency: Common

Frequent in

Science

70%

News & Media

15%

Formal & Business

5%

Less common in

Encyclopedias

3%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "a substantial amount of data" is a grammatically correct and commonly used phrase to denote a significant quantity of information. Ludwig AI highlights its versatility, as shown through numerous examples across scientific, news, and business contexts. While effective, it's crucial to provide context to explain why the amount is considered substantial, avoiding vague quantification. Alternatives like "a considerable quantity of data" or "a significant volume of data" can be used for similar effect, depending on the desired nuance. Use the phrase when you specifically want to emphasize the volume of data and its potential impact on analysis or conclusions.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

a considerable quantity of data

Replaces "amount" with "quantity" and "substantial" with "considerable", maintaining a formal tone.

a significant volume of data

Substitutes "amount" with "volume" and "substantial" with "significant", highlighting the size.

a sizable quantity of data

Swaps "substantial" for "sizable" and "amount" for "quantity", keeping the meaning consistent.

a large body of data

Replaces "amount" with "body", indicating a collection of information.

an extensive collection of data

Uses "collection" instead of "amount", emphasizing the gathered nature of the data, and "extensive" instead of "substantial".

a noteworthy accumulation of data

Replaces "amount" with "accumulation" and "substantial" with "noteworthy", stressing the gradual gathering of data.

a meaningful degree of data

Substitutes "substantial" with "meaningful" and "amount" with "degree", suggesting the data has importance.

a profusion of data

Emphasizes the abundance of data, replacing "substantial amount" with "profusion".

a wealth of data

Implies richness and abundance in the data, replacing "substantial amount" with "wealth".

a mountain of data

Uses a more figurative expression to emphasize the large quantity of data.

FAQs

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

You can use "a substantial amount of data" to indicate a significant quantity of information, as in "The research team collected "a substantial amount of data" during the experiment".

What are some alternatives to saying "a substantial amount of data"?

Alternatives include "a considerable quantity of data", "a significant volume of data", or "a large body of data" depending on the context.

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

While "substantial data" is grammatically correct, ""a substantial amount of data"" is more common and emphasizes the quantity involved. The choice depends on whether you want to stress the quantity or the quality/importance of the data.

When is it appropriate to use the phrase "a substantial amount of data"?

Use ""a substantial amount of data"" when you want to highlight that the quantity of data is significant and has implications for your analysis or conclusions. It's especially useful when comparing to previous studies or benchmarks.