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Introduction to Business
Analytics
Unit - I
Business Analytics
• Study of data through statistical
• Operations analysis
• Applying optimization techniques
• Two main areas
• Business intelligence – examining how a team performed in a span of work
• Statistical analysis – checking future performance
• Existing since long back earlier to World war 2
Scope (Purpose) of BA
• Helping organizations know their customers
• Reputation management
• Improve operational efficiency
• Financial management
• Manage waste, fraud and abuse
• Proactive risk management
• Analytics in education
Why Business Analytics?
• Making strong decisions
• Functional efficiency of various departments
• Enhances decision
Components of Business Analytics
• Data mining
• Text mining
• Forecasting
• Predictive analysis
• Optimization
• Visualization
• Visual analysis
• Dashboards & scorecards
• Virtual reality
Techniques of Business Analytics - Types
• Descriptive Analytics
• Predictive Analysis
• Prescriptive Analysis
Terminologies of business analytics
• Artificial Intelligence
• Big data
• Business Intelligence
• Behavioral analytics
• Balanced scorecard
• Contextual data
• Data analytics
• Descriptive analytics
• Dashboard
• Data cleansing
• Data processing
• Data translation
• Data visualization
• Database
• Gap analysis
• Geospatial analytics
• Key performance indicator
• Metadata
• Metrics
• Multipolar analytics
• Predictive analytics
• Prescriptive analysis
• Pivot table
• Statistical analysis
• Time series forecasting
• Variety, velocity, volume
Process
of
business
analytics
Define the
business
need
Explore the
data
Analyse
the data
Predict
what’s
likely to
happen
Optimise
the best
soln.
Make
decision &
measure
outcome
Update
system
with
results
Advantages of BA
• Enhance customer experience
• Make informed decisions
• Reduce employee turnover
• Improve efficiency
• Identify frauds
• Cut mfg. costs
• Make most of your investment
• Improved advertising
• Better pdt. Management
• Tackle problems
• Accelerate through uncertainity
• Conduct competitor analysis
Tools of BA
• MS excel
• SAS
• SPSS modeler
• Salford systems
• KXEN
• MATLAB
• R
Challenges of BA
• Lack of tech. skills employees
• Data security and maintenance
• Integrity of data
• On time completion
• Inability to address issues
• Costs
• Lack of strategy
Application areas of BA
• Financing
• Human resource
• Marketing
• Customer relationship management
• Manufacturing
• Credit card companies
Competitive advantage
• Price leadership
• Sustainability
• Operation efficiency
• Service effectiveness
• Innovation
• Product differentiation

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Unit - I - Introduction to Business Analytics.pptx

  • 2. Business Analytics • Study of data through statistical • Operations analysis • Applying optimization techniques • Two main areas • Business intelligence – examining how a team performed in a span of work • Statistical analysis – checking future performance • Existing since long back earlier to World war 2
  • 3. Scope (Purpose) of BA • Helping organizations know their customers • Reputation management • Improve operational efficiency • Financial management • Manage waste, fraud and abuse • Proactive risk management • Analytics in education
  • 4. Why Business Analytics? • Making strong decisions • Functional efficiency of various departments • Enhances decision
  • 5. Components of Business Analytics • Data mining • Text mining • Forecasting • Predictive analysis • Optimization • Visualization • Visual analysis • Dashboards & scorecards • Virtual reality
  • 6. Techniques of Business Analytics - Types • Descriptive Analytics • Predictive Analysis • Prescriptive Analysis
  • 7. Terminologies of business analytics • Artificial Intelligence • Big data • Business Intelligence • Behavioral analytics • Balanced scorecard • Contextual data • Data analytics • Descriptive analytics • Dashboard • Data cleansing • Data processing • Data translation • Data visualization • Database • Gap analysis • Geospatial analytics • Key performance indicator • Metadata • Metrics • Multipolar analytics • Predictive analytics • Prescriptive analysis • Pivot table • Statistical analysis • Time series forecasting • Variety, velocity, volume
  • 8. Process of business analytics Define the business need Explore the data Analyse the data Predict what’s likely to happen Optimise the best soln. Make decision & measure outcome Update system with results
  • 9. Advantages of BA • Enhance customer experience • Make informed decisions • Reduce employee turnover • Improve efficiency • Identify frauds • Cut mfg. costs • Make most of your investment • Improved advertising • Better pdt. Management • Tackle problems • Accelerate through uncertainity • Conduct competitor analysis
  • 10. Tools of BA • MS excel • SAS • SPSS modeler • Salford systems • KXEN • MATLAB • R Challenges of BA • Lack of tech. skills employees • Data security and maintenance • Integrity of data • On time completion • Inability to address issues • Costs • Lack of strategy
  • 11. Application areas of BA • Financing • Human resource • Marketing • Customer relationship management • Manufacturing • Credit card companies
  • 12. Competitive advantage • Price leadership • Sustainability • Operation efficiency • Service effectiveness • Innovation • Product differentiation