INTRODUCTION: THE CHALLENGE OF BIG DATA
The amount of data in the world is
being collected and stored at unprecedented rates. A study by IDC Gantz &
Reinsel, (2011) indicates that the world’s information is doubling every two
years.
Also the IDC study by Gantz & Reinsel (2011), mentions that the
world created a staggering 1.8 zettabytes of information (a zettabyte is 1000
exabytes), and projections suggest that by 2020, we’ll generate will generate
50 times that amount.
Big Data has been defined as, when data sets
get so large, that traditional technologies, techniques, and tools for
extracting insights are no longer useful in a reasonable timeframe and
cost-effective manner. This has spawned a new generation of technologies and
corresponding considerations. Desai, Kommu & Rapp (2011) examine the cause
of this explosion of Big Data, the following factors dominate:
·
Mobility trends:
Mobile devices and sensor proliferation;
·
New data access: Internet,
interconnected systems, and social networking;
·
Open source model: Major changes in the information processing model
and the availability of an open source framework.
What distinguishes Big Data from data in the past, however, is not just its vast volume. The defining
features of Big Data
are also its variety—the sources and types of data
being collected—and its velocity, the speed at which the data is flowing through the
networked systems. Studies like Cisco Virtual Networking Index by Barnett,
(2011) estimate that in 2016, global IP traffic will reach 1.3 zettabytes per
year or 110.3 exabytes per month. Moreover, it is anticipated that there will
be 19 billion networked devices by 2016.
One of the most interesting aspects about Big Data is
that that unstructured data is the fastest
growing type of data. Unstructured data refers to information
that either does not have a predefined data model or does not fit well into relational database
tables.
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