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tipping point occurred when Zuckerburg put up the first
                         “thefacebook” page thereby changing the world of social media
                         interactions forever.   A similar argument could be made for

                         Wikipedia or Google.


                        Thresholds: A tipping point may result from an offering (say)
                         passing some minimum point - a threshold. Example: the

                         volume of sales of a technology solution arrives at a point where
                         it is accepted as the de facto standard. The idea of Thresholds is
                         attributed to Thomas Schelling and developed further by Mark
                         Granovetter.



                        Bandwagon Effect: A tipping point event triggers a shift of
                         opinion encouraging others to shift their opinion abruptly.
                         Example, suppose history indicates that if a political candidate

                         for President wins in say Iowa, this is taken as a hint that he or
                         she will win overall. At that point, voter sentiment may shift and
                         the candidate becomes inevitable.


                        Cascade: Example: It’s people who believed they were alone in

                         their beliefs who suddenly find out that they are part of a much
                         larger group. It’s human nature to not want to be an oddball. It’s
                         human nature not to want to be a one-man revolution. It’s when

                         you find out that most of the people around you share your views
                         that revolutions are made.


                        For a deeper mathematical treatment of Tipping Points go
                         Lamberson and Page (2012 Sante Fe Working Papers).


                  Patterns of Diffusion: Decline



                  The spread of favorable opinions accompanies growth and the spread
                  of an idea. Unfavorable opinions and the abandonment of earlier
                  beliefs accompany the decline of an idea or offering. As the new idea

                  displaces the old, adherents of the old abandon it in roughly the same

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