Prabandhan (Pragyan) - Analytics in todays world, Ms Sridevi Vadapalli, Senior Practice Lead, Infosys
Pragyan- the
guest lecture series of the IME Department, IIT Kanpur, organised under the
umbrella of Prabandhan’16, witnessed an array of informative seminars delivered
by some of the greatest personalities from all over India. One of the guest
lectures on ‘Analytics in today’s world’ was delivered by Ms. Sridevi Vadapalli,
an M.Sc in Statistics from the University of Hyderabad and having around 15 years of experience in analytics
across industries like BFSI, Retail / CPG and manufacturing. Her experience
includes indulgence in industries like Text mining, Market basket analysis, Cross
sell, Upsell, Churn model, Web analytics etc. She presently heads customer and
marketing analytics and operational analytics for FSI clients.
Ms. Sridevi commenced
the lecture by explaining the importance of historical data via a real life
example. Our present-day decisions become biased based on the already existing
data with us. All in all, analytics is about analyzing the historical data,
finding patterns in it and making use of those insights for future references. Analytics
has had a roller coaster journey throughout its inception. It is about mining
the data and then theorizing upon the insights, i.e. letting the data speak for
itself!
Analytics has evolved
from the descriptive model (reacting post occurrence of an incident) to
analyzing previous data to a diagnostic model (questioning the occurrences to
make arrangements for future consequences) - this is how the predictive model
evolved- which is used by majority of the industries. Ms. Sridevi’s initial
focus was on predictive analysis only. She also talked about how real time
analysis in possible today due to the discovery and present-day-boom of big
data. For example, pattern discovery and web analysis is done to evaluate the
time spent on the internet by users around the globe.
Ms. Sridevi’s next
part of the lecture threw light on what Infosys has in its bag to offer in the
field of analytics. She talked about customer insights (web-based
segmentation), customer profitability (providing differentiated services to the
customers), attrition analysis (customers that leave you), transnational
behavior analysis, loyalty analysis, campaign analysis, marketing promotion
and social & web analysis. She also explained as to why attrition is a crucial
factor, reason being that making a new customer is costlier than regaining or
retaining an old one. On the importance of campaign analysis, she explained about
the expenditure on campaigns for different loyalty levels of customers.
Ms. Sridevi discussed
about uplift modeling, also known as incremental modeling, which is a
predictive modelling technique that directly models the incremental impact of a
treatment (such
as a direct marketing action) on an individual's behavior.
She covered topics
like operational analytics, risk and compliance analytics, customer life cycle,
web analytics, predicting web path (market basket analysis algorithm). She also
introduced us to the newer methods used nowadays- uplift modelling, machine
learning, Markov’s chain (which tells us that our current position decides our
next position), continuous learning, factorial design and survival analysis.
Lastly she talked
about the latest telematics techniques namely social media, real
time analysis, image analytics (for frauds), drone data analytics, electronic
gadgets data.
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