diverse range of data

USAGE SUMMARY

The phrase "diverse range of data" is correct and usable in written English.
It can be used when describing a variety of different types or sources of data in a particular context, such as research or analysis. Example: "The study was based on a diverse range of data collected from various demographic groups to ensure comprehensive results."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

As a result, we propose a new framework for model validation, adopting a pragmatic and flexible approach to examining event dynamics using a diverse range of data.

Journal of Hydrology

The course will provide an historical perspective on human-fire interactions at the landscape scale using a diverse range of data sources drawn from the fields of fire ecology, biology, history, anthropology, and archaeology.

University of California, Berkeley

PC-based system integration with standard interfaces and the operability over the Ethernet meet the cost-effectiveness while the modular software was customized with a diverse range of data manipulations and control functions necessary for shared workspace and standard interfaces.

International Journal of Medical Informatics

Data and Visualization Services consultants can help you locate and license a diverse range of data sources.

Duke University

The amount of time invested in collecting a diverse range of data and of high enough signal-to-noise is important.

Journal of Cheminformatics

However, the diverse range of data held in digital devices can help with other areas of inquiry.

Wikipedia

Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

The effectiveness of the KWII and TCI to detect GEIs in a diverse range of simulated data sets and a Crohn disease data set was assessed.

The American Journal of Human Genetics

The performance of epiMiner is compared with existing methods on a diverse range of simulated data sets containing several epistasis models.

Digital Signal Processing

There is, however, a diverse range of empirical data related to many of the subcomponents of sustainable development: development and environment; the driving forces of population, affluence/poverty/consumerism, technology, and entitlement programs; and the gap between attitudes and behavior.

Yale University

OpenLayers enables users to visualize a diverse range of geospatial data formats, while offering intuitive links to external web-based mapping resources such as CARTO, OpenStreetMap, Stamen, and D3.js.

Columbia University

A diverse range of collected data, which included a topographic survey, observed water depths, predominant flow directions, inundation limits, building damage, and eyewitness reports, were used to recreate the peak tsunami-induced demands on structures at each of the survey locations.

Earth-Science Reviews

Expert writing Tips

Best practice

When using "diverse range of data", specify the types of data included to provide context and enhance clarity. For example, mention if the data includes quantitative metrics, qualitative feedback, or a combination of both.

Common error

Avoid simply stating you have a "diverse range of data" without explaining its relevance to your analysis or findings. Always clarify how this diversity strengthens your conclusions or addresses potential biases.

Linguistic Context

The phrase "diverse range of data" functions as a noun phrase acting as the object or complement in a sentence. Ludwig AI's examples showcase its role in describing the variety of information used for analysis, research, or decision-making. It's often used to emphasize the comprehensiveness and varied nature of the data.

Expression frequency: Common

Frequent in

Science

60%

Academia

30%

News & Media

10%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "diverse range of data" is a grammatically correct and frequently used expression, particularly in scientific, academic, and news contexts, as identified by Ludwig. It highlights the variety of sources or types included in a dataset. While suitable for formal communication, Ludwig AI suggests specifying the types of data to enhance clarity. Alternatives like "varied assortment of data" or "wide spectrum of data" can be used for stylistic variation, as long as they preserve meaning. In summary, this phrase effectively conveys that information is gathered from multiple, varied sources, lending credibility to analytical findings.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

varied assortment of data

Replaces 'range' with 'assortment' and 'diverse' with 'varied', focusing on the variety of data.

wide spectrum of data

Substitutes 'range' with 'spectrum', implying a comprehensive collection of data points.

extensive collection of data

Emphasizes the comprehensiveness of the data by using 'extensive collection'.

heterogeneous set of data

Uses 'heterogeneous' to highlight the varied nature of the data.

broad array of data

Replaces 'range' with 'array', indicating an organized collection of diverse data.

manifold data sources

Focuses on the multiple sources of data contributing to its diversity.

eclectic mix of data

Highlights the varied and unconventional combination of data.

varied compilation of data

Replaces 'range' with 'compilation' indicating that data is collected from different sources.

diverse data pool

Uses the term 'data pool' to convey a large and varied reservoir of information.

assorted data types

Focuses specifically on the different types of data included.

FAQs

How can I effectively use "diverse range of data" in a research paper?

In a research paper, use "diverse range of data" to emphasize the breadth of your sources. Be specific about the types of data included and how they contribute to the validity and generalizability of your findings. For example, you might say: "Our study leveraged a "diverse range of data", including survey responses, demographic statistics, and observational field notes."

What are some alternatives to "diverse range of data" in a business context?

In a business setting, consider using phrases like "varied assortment of data", "wide spectrum of data", or "extensive collection of data" to convey the same meaning as "diverse range of data". These alternatives can help you highlight the comprehensiveness and variety of the information used in your analysis or decision-making processes.

Is it redundant to say "very diverse range of data"?

While not grammatically incorrect, adding "very" to "diverse range of data" can be redundant. The term "diverse" already implies a high degree of variety. Consider using other intensifiers or specifying the nature of the diversity to strengthen your statement. You can say "particularly "heterogeneous set of data"" or "exceptionally wide "spectrum of data"" instead.

How does using a "diverse range of data" improve analysis?

Employing a "diverse range of data" can enhance analysis by providing a more complete and nuanced understanding of the subject matter. Different types of data offer varied perspectives and insights, which can lead to more robust and reliable conclusions. It also minimizes biases inherent in relying on a single source or type of information.