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Researchers in many fields have abstracted the idea of an interaction
                  such that it may represent anything that has a hypothesized
                  relationship with anything else. It has been used to study such diverse
                  subjects as patterns of academic citations, the common use of
                  ingredients in recipes, as well as the spread of a bacterium linked to a
                  disease. Almost anything where a correlation exists or can be
                  hypothesized.


                  These relationships can be analyzed using statistical techniques such
                  as cluster analysis that group like nodes or like links with like. They
                  can also be illustrated using a mathematical technique called graphical
                  analysis, which is simply a vehicle for displaying static and dynamic
                  relationships pictorially that would otherwise be buried in millions of
                  data points in a database.  Software packages now render graphical
                  analysis easy.


                  Network analysis finds its biggest use in business facilitating
                  segmentation analysis; here the attributes of nodes and links are
                  examined to reveal commonalities and buying behaviors. Examined
                  over time, dynamic models of actual changes in behavior can be
                  mapped or predicted by varying parameters. These same tools are
                  used to model the spread of diseases (epidemiology), predict virus
                  spreading in computer networks, and anticipate cascading failures in
                  electrical grids and much more.


                  The Social Media Platforms

                  Awareness of networks has boomed in the last two decades in the
                  general population with the arrival of social media platforms on the
                  internet.


                  The big social media platforms have facilitated mass communication
                  coupled with instant data gathering on people and links across the
                  internet. This treasure trove of dynamic data has revolutionized
                  marketing.


                  Facebook, Twitter, Google, LinkedIn, eBay, TripAdvisor, etc.  collect
                  data on the nodes (you and me, with our attributes: age, sex, location,
                  attitudes, etc. etc.) and our links/ties (to whom, their strength,
                  direction, degree). These data are sold commercially for purposes


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