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Key Players in Analytics Lifestyle
Business Manager
IT Systems/Management
Data Analyst
Data Miner
Analytics
focuses on developing new insights and understanding business performance based on data and statistical methods
use of quantitative methods for diagnosing the past to predict the future for better business decision making
to supply information for decision makers
using statistics
3 Analytics
Descriptive Analytics
Predictive Analytics
Prescriptive Analytics - highest
Applications of Analytics
customer acquisition
cross-sell/up-sell
retention/attrition
credit risk
customer segmentation
market basket analysis
fraud detection
social network analysis
forecasting & optimization
Careers in Business Analytics
Software Tools in Business Analytics
Data Collection
data is foundation of effective business analytics
accurate, relevant data leads to better insights and decisions
understanding data collection methods is crucial for success
systematic process
Data Collection Preliminaries
measurement is important because of:
Analysis
Modeling
Prediction
Optimization Management
Primary Data
going straight to the source
collected directly from the source for the specific purpose
data collected at source
highly relevant, tailored to needs
costly, time-consuming
Secondary Data
use of what’s already there
already exist
collected for a different purpose
readily available, inexpensive
may not be perfect suited to current needs
Data Collection Methods
Designed Experiment
Designed Experiment
data is generated through controlled experiments
data is not readily available to the scientist
he desig