BENEFITING FROM BIG DATA,
A NEW APPROACH FOR THE TELECOM INDUSTRY
OBJECTIVE
How
much can companies in the telecommunications industry benefit from “big data”?
That’s a critical question. Every operator is searching for new ways to
increase revenues and profits during a time of stagnant growth in the industry,
but few have demonstrated the capabilities needed to make the most of this new
technology. That’s why operators are seeking to make initial inroads with big
data, which sets up a business problem to be solved and then seeks out the data
that might solve it.
Big
Data emerges can form the basis for more efficient operations and more
effective marketing. It also can give operators a more complete, transparent view of customers,
enabling new and more profitable ways of
capturing and retaining them.
PROBLEMS
·
Track performance and active users of mobile data services
The
more critical mobile data services have become to the business. The virtues of
big data have been touted in hundreds of articles and reports during the past
few years. Indeed, some analysts already see a considerable level of disillusionment
regarding big data. It is an umbrella term encompassing the new methods and
technologies for collecting, managing, and analyzing in real time the vast
increase in both structured and unstructured data, because too many efforts to
implement the technology have not lived up to the high expectations triggered
by the hype.
·
Centralize information to
make large amounts of data easy to access and utilize
Everything
was decentralized. Telecom industry has lots of requests coming to the
operations teams but the industry couldn’t go to a single system to get this
information in a reliable and consistent way.
·
Single KPI report
required major assistance from IT
The
reporting team delivered only one standard, consolidated Key Performance
Indicator (KPI) report per month, the compilation of which relied on the
involvement of the IT department, from operations personnel to some of the
development team who understood how the tools worked.
SOLUTION IDEA
To
solve this problem, companies should begin with the inverse approach, viewing
the opportunity from the bottom up. In this case, the telecom industry should examine
the data currently available, and then determine the business problems. The
data might help to solve these problems with the help of any additional
structured or unstructured data that might be needed. The best way to get
started with this approach is through pilot programs. Keeping initial
expectations reasonable, a dedicated team to gather all available data, analyze
it to allow new and unexpected opportunities to reveal, and then test the
efficacy of the results in solving one or more real business problems. These
tactics offer telecom operators and others
industries a concrete starting point, a more realistic assessment of the
benefits of big data, and a better understanding of what is actually needed to
achieve benefits for the long term.
METHODOLOGY
Most
Big Data projects begin by defining a business problem to be solved, then trying
to determine what data might solve it. These methodologies are run like
traditional business intelligence programs, frequently achieving only
incremental benefits. The bottom-up approach begins with the available internal
and external data, and allows out-of-the-box opportunities to emerge. Big Data
pilots demand speed, agility, and constant iteration if they are to achieve
really new and surprising opportunities.
MODEL
Big
data promises to promote growth and increase efficiency and profitability. They
include:
·
Optimizing routing and
quality of service by analyzing network traffic in real time
·
Analyzing call data
records in real time to identify fraudulent behavior immediately
·
Allowing call center reps
to flexibly and profitably modify subscriber calling plans immediately
·
Tailoring marketing
campaigns to individual customers using location-based and social networking
technologies
·
Using insights into
customer behavior and usage to develop new products and services
Big
data can even open up new sources of revenue, such as selling insights about
customers to third parties.
MEASUREMENT
The
essence of the bottom-up approach lies in gathering together all the data
available to the operator, both internal and external, applying software tools
to process, analyze, and make sense of it, and then determining what can be
done with the results. Many types of data are potentially available to
operators. It is unlikely that operators will have all these sources at this
stage and certain sets of data might be combined to open up new business
opportunities in areas such as campaign marketing and fraud prevention
·
Enhanced Recommendation
Engine:
Operators
could generate more accurate and personalized offer recommendations for
existing individual subscribers by combining internal structured data
·
Improved Fraud
Management:
By
correlating internal location, usage, and account data with external sources
such as credit reports, operators could significantly increase the detection of
fraudulent activity such as looping or call forwarding on hacked
ACCURACY
The
eventual goal of big data is to combine and correlate every information source
to generate a holistic, transparent, end-to-end view of all the interactions
every individual customer or household has with the operator. But to really
leverage big data, operators must radically modify how they gather, verify,
learn from, and make use of the information at their disposal.
Instead,
operators must learn from companies such as Google and Facebook, where data is
king, the Big Data pilot program should be made up of teams of people from all
over the company including network operations, IT, product development,
marketing, finance, and even customers.
Piloting
teams need to conduct numerous tests on
the data, learn from their mistakes and false starts, and move to the next
test. They must speed up the evolutionary process of development, allowing the
fittest and most valuable results to emerge quickly.
EVALUATION
Big
data offers telecom operators a real opportunity to gain a much more complete
picture of their operations and their customers, and to further their
innovation efforts. Big data demands of every industry is very different and
unconventional approach to business development. The operators that can
incorporate new agile strategies into their organizational DNA fastest will
gain a real competitive advantage over their slower rivals.
1 comment:
Nice information
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