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50   Part I  •  Decision Making and Analytics: An Overview







                                                                     Predictive
                                                                Statistical Analysis and
                                                                    Data Mining






                                                        Reporting
                                                                                 Prescriptive
                                                       Visualization         Management Science
                                                      Periodic, ad hoc
                                                  Reporting Trend Analysis    Models and Solution








                                                                                        Prescriptive
                                                                                    Management Science
                                                                                        Models and
                                                                     Predictive           Solution
                                                                   Statistical Analysis
                                                                        and
                                                     Reporting
                                                     Visualization   Data Mining
                                                      Periodic,
                                                   ad hoc Reporting
                                                    Trend Analysis

                                    Figure 1.5  Three Types of Analytics.


                                    a specific marketing campaign or ongoing service/product offerings. When an organization
                                    has a good view of what is happening and what is likely to happen, it can also employ
                                    other techniques to make the best decisions under the circumstances. These eight levels of
                                    analytics are described in more detail in a white paper by SAS (sas.com/news/sascom/
                                    analytics_levels.pdf).
                                         This idea of looking at all the data to understand what is happening, what will
                                      happen, and how to make the best of it has also been encapsulated by INFORMS in
                                    proposing  three  levels  of  analytics. These  three  levels  are  identified  (informs.org/
                                    community/analytics) as descriptive, predictive, and prescriptive. Figure 1.5 presents
                                    two graphical views of these three levels of analytics. One view suggests that these three
                                    are somewhat independent steps (of a ladder) and one type of analytics application leads
                                    to another. The interconnected circles view suggests that there is actually some overlap
                                    across these three types of analytics. In either case, the interconnected nature of different
                                    types of analytics applications is evident. We next introduce these three levels of analytics.

                                    descriptive analytics
                                    descriptive or reporting analytics refers to knowing what is happening in the
                                    organization and understanding some underlying trends and causes of such occur-
                                    rences. This involves, first of all, consolidation of data sources and availability of








           M01_SHAR9209_10_PIE_C01.indd   50                                                                      1/25/14   7:46 AM
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