a multiplicity of data

USAGE SUMMARY

The phrase "a multiplicity of data" is correct and usable in written English.
It can be used when referring to a large variety or numerous sets of data in a particular context, such as research or analysis. Example: "The study was based on a multiplicity of data collected from various sources to ensure comprehensive results."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

3 human-written examples

Inference on model parameters using a multiplicity of data sources is challenging.

Epidemics

2 There is often a multiplicity of data in trial reports that makes it difficult to decide which ones to use in a meta-analysis.

British Medical Journal

When a multiplicity of data is used, the various sources of evidence will inevitably be of different quality and a natural question is whether and how to account for this diversity in the model (Ypma et al., 2012).

Epidemics

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

36 37 Furthermore, the reporting of the methods and the results in meta-analyses must clearly explain how the results were achieved and how any multiplicity of data was handled.

British Medical Journal

"We think that is unacceptable, and have pioneered methods to collect a multiplicity of anonymized face data from around the world in order to balance our training models.

TechCrunch

Finally, in exploratory studies such as this, in which data are collected with an objective but not with a prespecified hypothesis, multiplicity of data, hypotheses, and analyses can result in errors of inference, requiring the use of multiplicity corrections.

Cancer

It handles a multiplicity of streams of sensor data, extracts and fuses models of the physical environment, and coordinates distributed reactions.

University of California, Berkeley

Humans are extremely good at federating big data from a multiplicity of sources and classifying information into blocks upon which we can make contextually aware decisions.

Forbes

The extent of multiplicity of data identified in trial reports is a function of the information provided in the review protocols: we would expect a poorly specified outcome to increase multiplicity.

British Medical Journal

In this study, we applied a liberal, relaxed criterion for each data set and used the multiplicity of data sets to filter the gene list.

Bioinformatics

36 Multiplicity of data in trial reports and review protocols lacking a detailed specification of eligible time points, scales, and treatment groups can lead to substantial variability in meta-analysis results.

British Medical Journal

Expert writing Tips

Best practice

When using "a multiplicity of data", ensure the context clearly indicates why the variety or number of data sources is significant to your argument or analysis.

Common error

While grammatically correct, "a multiplicity of data" can sound overly formal in casual settings. Opt for simpler alternatives like "lots of data" or "various data sources" for everyday conversations.

Linguistic Context

The phrase "a multiplicity of data" functions as a noun phrase, acting as the subject or object in a sentence. It refers to a large number or variety of data points or datasets. According to Ludwig, the phrase is grammatically correct.

Expression frequency: Rare

Frequent in

Science

37%

News & Media

37%

Academia

26%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "a multiplicity of data" is a grammatically sound phrase used to denote a large variety or numerous sets of data, particularly in formal, scientific, and academic contexts. According to Ludwig, the phrase is grammatically correct. While phrases like "a wealth of data" or "an abundance of data" can serve as alternatives, the key is to ensure the chosen phrase fits the tone and context of your writing. While precise, it is better to avoid it in informal contexts.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

a wealth of data

Emphasizes the abundance and richness of the data available.

an abundance of data

Highlights the plentiful quantity of data.

a large quantity of data

Directly refers to the substantial amount of data.

a wide range of data

Focuses on the diversity and variety of the data.

a diverse collection of data

Stresses the heterogeneous nature of the data.

an extensive dataset

Highlights the comprehensiveness of the data collection.

multiple sources of data

Emphasizes the different origins from which the data is derived.

a comprehensive data set

Stresses the thoroughness and completeness of the collected data.

various forms of data

Highlights the different types and formats of data.

numerous data points

Focuses on the individual pieces of information within the dataset.

FAQs

How can I use "a multiplicity of data" in a sentence?

You can use "a multiplicity of data" to indicate that a large number of datasets from different sources are being used. For example: "The study used "a multiplicity of data" to ensure comprehensive results."

What are some alternatives to "a multiplicity of data"?

Alternatives include "a wealth of data", "an abundance of data", or "a wide range of data". The best choice depends on the specific context and desired emphasis.

Is "a multiplicity of data" appropriate for all types of writing?

While grammatically correct, "a multiplicity of data" is more suited for formal or academic writing. In informal contexts, simpler phrases like "lots of data" or "many datasets" may be more appropriate.

What does "a multiplicity of data" imply?

The phrase "a multiplicity of data" suggests that information is derived from various sources, and this variety is important for the context. It can highlight thoroughness or complexity in an analysis.