A-Z Popular Blog Data Search »

6 Examples of Data Variety

 , November 30, 2017
Data variety is the diversity of data in a data collection or problem space. It is considered a fundamental aspect of data complexity along with data volume, velocity and veracity. The following are common examples of data variety.


A variety of data formats such as different types of database or file. For example, an organization might have data stored in dozens of database formats.


A variety of data models and data types. For example, an organization might have hundreds of databases each with its own unique data model.

Unstructured Data

Data that isn't specifically structured to be read by machine.

Natural Language

A natural language such as French exhibits a great deal of variety as there are a large number of ways to say the same thing. This is difficult for machines to understand. For example, a machine might view a sarcastic statement as being positive when the meaning is negative.


Media such as audio, video and photos exhibit extreme variety.

Complex Systems

Observations of complex systems. For example, a self driving car navigating a city must deal with the great variety of things that can occur such as spontaneous events.
Overview: Data Variety
The diversity of data in a data collection or problem space.
Related Concepts

Data Science

This is the complete list of articles we have written about data science.
Data Analysis
Data Collection
Data Dredging
Data Lineage
Data Mining
Data Profiling
Data Wrangling
IT Examples
Misuse of Statistics
Negative Correlation
Personal Data
Predictive Analytics
Regression Analysis
Statistical Analysis
More ...
If you enjoyed this page, please consider bookmarking Simplicable.

Data Complexity

The definition of data complexity.

Big Data Examples

Common examples of big data.

Data Volume

The definition of data volume with examples.

Data Veracity

A definition of data veracity with examples.

Data Quality Examples

An overview of data quality with examples.

Types Of Big Data

The common types of big data.

Dark Data

The definition of dark data with examples.

Data Proliferation

A definition of data proliferation with examples.

Data Velocity

The common types of data velocity.

Small Data vs Big Data

The difference between big data and small data.

Big Data Examples

Common examples of big data.
The most popular articles on Simplicable in the past day.

New Articles

Recent posts or updates on Simplicable.
Site Map