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Data Scientist
Data
Science
Data
Mining
Automatic
Decisioning
Predictive
analysis
Machiine
Learning
Data
Analytics
Data
Analysis
The Big Picture
How much data is generated in a day – and what could this look like as
we enter an even more data-driven future?
The hierarchy of Data Science
Business
Understanding
Analytic Approach
Data Requirements
Data collection
Data understanding
Data preparationModelling
Evaluation
Deployment
Feedback
CRISP-DM methodology
Maths
and
Statistics
Computer
Skills
Domain
Knowledge
Machine
Learning
Traditional
Research
Data
Science
Traditional
software
M.Sc/ PhD in Maths or
Statistics
IT skills like C, C++,
Java, R , Python
etc.
Business knowledge like
Marketing / sales
/Procurement/ Finance/
Banking/ Healthcare /
Defence etc
Skills required for a data scientist
Skill Set as per Gartner
• As per Gartner the skill required is depicted in the below figure, the
coloured blocks represent the "minimum" level of skill required for
each role on a scale of 0 to 5
Health CareTravel Marketing AutomationBanking Social media Sales
Data Science usage
Dynamic
Pricing
Surge Pricing
In Uber and Ola
Disease
prediction
Medication
Effectiveness
Fraud
detection
Credit card
Risk detection
Customer
Churn
Upselling
Cross Selling
Sentiment
Analysis
Network
Analysis
Self Driving
Cars
Chat Bots
Demand
Forecasting
New product
positioning
Data Science Usage
Tools used for Data Science

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