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. 2021 Feb 28;23(3):297. doi: 10.3390/e23030297

Table 1.

The 10 Vs of big data.

Characteristics         Description
1. Volume Best known characteristic of big data; more than 90 percent of the whole data were created in the past couple of years.
2. Velocity The speed at which data are being generated.
3. Variety Processing structured, unstructured and semistructured data.
4. Variability Inconsistent speed of data loading, multitude of data dimensions, and number of inconsistencies.
5. Veracity Confidence or trust in the data.
6. Validity Refers to how accurate and correct the data are.
7. Vulnerability Security concerns, data breaches.
8. Volatility Design policy for data currency, availability, and rapid retrieval of information when required.
9. Visualization Develop new tools considering the complex relationships between the above properties.
10. Value The most important of the 10 Vs; substantial value must be found.