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www.kreara.com | info@kreara.com
                                   GTech Focus Group of Technology
                             Seminar on Business Intelligence
                                            July 19th 2012




                       PREDICTIVE ANALYTICS

www.kreara.com | info@kreara.com
www.kreara.com | info@kreara.com


                                   Definition




                                    “Predictive analytics encompasses a
                                    variety of statistical techniques from
                                    modeling, machine learning, data
                                    mining and game theory that analyze
                                    current and historical facts to make
                                    predictions about future events”

                                                                - Wikipedia




www.kreara.com | info@kreara.com
www.kreara.com | info@kreara.com


                                   Applications



                                         Actuarial science
                                         Marketing
                                         Financial services
                                         Insurance
                                         Telecommunications
                                         Retail
                                         Travel
                                         Healthcare
                                         Pharmaceuticals

www.kreara.com | info@kreara.com
www.kreara.com | info@kreara.com


                                   The Process




                                           Business Understanding
                                           Data Understanding
                                           Data Preparation
                                           Modeling
                                           Evaluation
                                           Deployment




www.kreara.com | info@kreara.com
www.kreara.com | info@kreara.com


                                   Different Models


                                    Predictive Models
                                   “This last transaction could be a fraud”


                                    Descriptive Models
                                   “Bachelors and spinsters in Technopark are likely
                                   to buy their lover a smart phone which costs
                                   between Rs 5000 -10000 as a birthday gift when
                                   they don’t mind spending Rs 35000 for their own
                                   phone ”


                                    Decision Models
                                   “Your credit score is 1/10 based on the model.
                                   Looks like you never pay your credit card bills  ”




www.kreara.com | info@kreara.com
www.kreara.com | info@kreara.com


                              Different Applications




                                    Analytical customer relationship management
                                    Clinical decision support systems
                                    Underwriting
                                    Collection analytics
                                    Risk management
                                    Cross-sell
                                    Portfolio, product or economy-level prediction
                                    Customer Retention
                                    Direct marketing
                                    Fraud detection




www.kreara.com | info@kreara.com
www.kreara.com | info@kreara.com


                              Regress your data




www.kreara.com | info@kreara.com
www.kreara.com | info@kreara.com


                                   Different Tools



                                       SAS
                                       IBM
                                       SPSS
                                       SAP Business Objects
                                       FICO
                                       TIBCO Spot fire
                                       STATSOFT
                                       R

www.kreara.com | info@kreara.com

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Predictive analytics

  • 1. www.kreara.com | info@kreara.com GTech Focus Group of Technology Seminar on Business Intelligence July 19th 2012 PREDICTIVE ANALYTICS www.kreara.com | info@kreara.com
  • 2. www.kreara.com | info@kreara.com Definition “Predictive analytics encompasses a variety of statistical techniques from modeling, machine learning, data mining and game theory that analyze current and historical facts to make predictions about future events” - Wikipedia www.kreara.com | info@kreara.com
  • 3. www.kreara.com | info@kreara.com Applications  Actuarial science  Marketing  Financial services  Insurance  Telecommunications  Retail  Travel  Healthcare  Pharmaceuticals www.kreara.com | info@kreara.com
  • 4. www.kreara.com | info@kreara.com The Process  Business Understanding  Data Understanding  Data Preparation  Modeling  Evaluation  Deployment www.kreara.com | info@kreara.com
  • 5. www.kreara.com | info@kreara.com Different Models  Predictive Models “This last transaction could be a fraud”  Descriptive Models “Bachelors and spinsters in Technopark are likely to buy their lover a smart phone which costs between Rs 5000 -10000 as a birthday gift when they don’t mind spending Rs 35000 for their own phone ”  Decision Models “Your credit score is 1/10 based on the model. Looks like you never pay your credit card bills  ” www.kreara.com | info@kreara.com
  • 6. www.kreara.com | info@kreara.com Different Applications  Analytical customer relationship management  Clinical decision support systems  Underwriting  Collection analytics  Risk management  Cross-sell  Portfolio, product or economy-level prediction  Customer Retention  Direct marketing  Fraud detection www.kreara.com | info@kreara.com
  • 7. www.kreara.com | info@kreara.com Regress your data www.kreara.com | info@kreara.com
  • 8. www.kreara.com | info@kreara.com Different Tools SAS IBM SPSS SAP Business Objects FICO TIBCO Spot fire STATSOFT R www.kreara.com | info@kreara.com