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Cross-cultural Differences in Social Networking: Girard & Bertsch	
  




          Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  
         An	
  Examina<on	
  of	
  the	
  Global	
  Web	
  Index	
  Behaviour	
  
                                          Types	
  
                                                                               1	
  




                                            John	
  Girard	
  
                                  john.girard@minotstateu.edu	
  
                                                    	
  
                                           Andy	
  Bertsch	
  
                                  andy.bertch@minotstateu.edu	
  




                                                          Overview	
  
                                                                               2	
  

       —  Third	
  phase	
  in	
  a	
  research	
  project	
  	
  
       —  Aim	
  to	
  understanding	
  rela<onships	
  that	
  exist	
  between	
  
           social	
  media	
  usage	
  and	
  societal	
  cultural	
  differences	
  
       —  In	
  this	
  phase:	
  GLOBE	
  Societal	
  Value	
  scores	
  and	
  	
  social	
  
           networking	
  data	
  as	
  reported	
  by	
  the	
  Global	
  Web	
  Index	
  
       —  Employs	
  an	
  exploratory	
  research	
  design	
  aimed	
  at	
  
           exploring	
  the	
  rela<onships	
  between	
  cultural	
  values	
  
           dimension	
  variables	
  (IV)	
  and	
  a	
  country’s	
  placement	
  on	
  
           social	
  media	
  scales	
  (DV)	
  
       —  We	
  opted	
  to	
  use	
  correla<on	
  and	
  regression	
  techniques	
  
           to	
  explore	
  these	
  rela<onships	
  
                                   Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                            1	
  
Cross-cultural Differences in Social Networking: Girard & Bertsch	
  



                              Background:	
  Social	
  Technology	
  
                                                                                         3	
  


          	
  	
  
          	
  “A	
  social	
  trend	
  in	
  which	
  
              people	
  use	
  technologies	
  
              to	
  get	
  the	
  things	
  they	
  
              need	
  from	
  each	
  other,	
  
              rather	
  than	
  from	
  
              tradi<onal	
  ins<tu<ons	
  
              like	
  corpora<ons.”	
  


                                                                                                                         groundswell.forrester.com	
  


                                             Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                The	
  Social	
  Technographics™	
  Ladder	
  
                                                                                         4	
  
                                                                                 Creators	
                                Creators	
  make	
  social	
  content	
  
                                                                                                                           go.	
  They	
  write	
  blogs	
  or	
  upload	
  
      Cri%cs	
  respond	
  to	
  content	
  from	
                                                                         video,	
  music,	
  or	
  text.	
  
      others.	
  They	
  post	
  reviews,	
                                        Cri%cs	
  
      comment	
  on	
  blogs,	
  par<cipate	
  
      in	
  forums,	
  and	
  edit	
  wiki	
  ar<cles.	
                                                                 Collectors	
  organize	
  content	
  for	
  
                                                                                Collectors	
  
                                                                                                                         themselves	
  or	
  others	
  using	
  RSS	
  
                                                                                                                         feeds,	
  tags,	
  and	
  vo<ng	
  sites	
  like	
  
                                                                                                                         Digg.com	
  
      Joiners	
  connect	
  in	
  social	
  
                                                                                  Joiners	
  
      networks	
  like	
  MySpace	
  and	
  
      Facebook	
  
                                                                                                                         Spectators	
  consume	
  social	
  
                                                                               Spectators	
                              content	
  including	
  blogs,	
  user-­‐
                                                                                                                         generated	
  video,	
  podcasts,	
  
      Inac%ves	
  neither	
  create	
  nor	
                                                                             forums,	
  or	
  reviews	
  
      consume	
  social	
  content	
  of	
  any	
                               Inac%ves	
  

      kind	
  
                                             Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                                      2	
  
Cross-cultural Differences in Social Networking: Girard & Bertsch	
  



                            The	
  Social	
  Technographics™	
  Ladder	
  
                 US	
  Adults	
  
                                                                                      5	
  
         2007	
                2010	
                                         Creators	
  
                                                                                                                  US	
  18-­‐24	
        US	
  35-­‐44	
     US	
  55+	
  
         18%	
                 24%	
                                                                              46%	
                  23%	
               12%	
  
         	
                    	
                                                                                 	
                     	
                  	
  
         	
                    	
                                                                                 	
                     	
                  	
  
                                                                                Cri%cs	
  
         25%	
                 37%	
                                                                              50%	
                  34%	
               28%	
  
         	
                    	
                                                                                 	
                     	
                  	
  
         	
                    	
                                                                                 	
                     	
                  	
  
                                                                             Collectors	
  
         12%	
                 21%	
                                                                              38%	
                  20%	
               12%	
  
         	
                    	
                                                                                 	
                     	
                  	
  
         	
                    	
                                                                                 	
                     	
                  	
  
                                                                               Joiners	
  
         25%	
                 51%	
                                                                              85%	
                  54%	
               26%	
  
         	
                    	
                                                                                 	
                     	
                  	
  
         	
                    	
                                                                                 	
                     	
                  	
  
                                                                            Spectators	
  
         48%	
                 73%	
                                                                              89%	
                  73%	
               64%	
  
         	
                    	
                                                                                 	
                     	
                  	
  
         	
                    	
                                                                                 	
                     	
                  	
  
                                                                             Inac%ves	
  
         44%	
                 18%	
                                                                              3%	
                   17%	
               30%	
  
                                          Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                    The	
  Social	
  Technographics™	
  Ladder	
  
              South	
  Korea	
  Adults	
                                                                                             Japanese	
  Adults	
  
                                                                                      6	
  
         2007	
                 2009	
                                        Creators	
  
                                                                                                                                2007	
               2009	
  
         38%	
                  49%	
                                                                                           22%	
                34%	
  
         	
                     	
                                                                                              	
                   	
  
         	
                     	
                                                                                              	
                   	
  
                                                                                Cri%cs	
  
         27%	
                  46%	
                                                                                           36%	
                30%	
  
         	
                     	
                                                                                              	
                   	
  
         	
                     	
                                                                                              	
                   	
  
                                                                             Collectors	
  
         14%	
                  19%	
                                                                                           6%	
                 11%	
  
         	
                     	
                                                                                              	
                   	
  
         	
                     	
                                                                                              	
                   	
  
                                                                               Joiners	
  
         41%	
                  48%	
                                                                                           22%	
                26%	
  
         	
                     	
                                                                                              	
                   	
  
         	
                     	
                                                                                              	
                   	
  
                                                                            Spectators	
  
         39%	
                  76%	
                                                                                           70%	
                69%	
  
         	
                     	
                                                                                              	
                   	
  
         	
                     	
                                                                                              	
                   	
  
                                                                             Inac%ves	
  
         36%	
                  9%	
                                                                                            26%	
                23%	
  
                                          Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                                   3	
  
Cross-cultural Differences in Social Networking: Girard & Bertsch	
  




                              The	
  Knowledge	
  Pyramid	
  
                                                                                 7	
  




                                                                                                                      InformaHon	
  to	
  
                                                                                                                        Knowledge   	
  
                                                                                                                · Compare	
  
                                                                                                                · Consequences	
  
                                                                                                                · Connects	
  
                                Knowledge	
                                                                     · Conversa<on	
  



                                                                                                                                                 Data	
  to	
  
                                                                                                                                                           	
  
                                                                                                                                           InformaHon           	
  
                                InformaHon	
                                                                                       · Context	
  
                                                                                                                                   · Categorize	
  
                                                                                                                                   · Calculate	
  
                                                                                                                                   · Correct	
  
                                                                                                                                   · Condense	
  
                                      Data	
  



                                     Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                        Social Technographics Dimensions            	
  
                                                               	
  
                              Adapted from Li and Bernoff (2008)
                                                                                 8	
  

       Dimension	
          Knowledge	
  Sharing	
  Ac%vity	
  
       Creators	
           Creators	
   produce	
   and	
   share	
   informa<on	
   and	
   knowledge	
   that	
   is	
  
                            freely	
  available	
  to	
  other	
  users,	
  the	
  quintessence	
  of	
  need-­‐to-­‐share.	
  	
  


       Cri%cs	
             Cri<cs	
  add	
  value	
  to	
  the	
  data,	
  informa<on	
  and	
  knowledge	
  shared	
  by	
  
                            creators.	
   	
   Their	
   feedback,	
   comments,	
   and	
   correc<ons	
   oeen	
  
                            facilitate	
  the	
  metamorphosis	
  of	
  data	
  to	
  informa<on	
  or	
  informa<on	
  
                            to	
  knowledge	
  thorough	
  conversa<on,	
  connec<ons,	
  and	
  comparison.	
  


       Collectors	
         Collectors	
   provide	
   access	
   and	
   provide	
   the	
   opportunity	
   for	
   other	
  
                            users	
  to	
  compare	
  and	
  connect	
  informa<on.	
  
       Joiners	
            Online	
  communi<es	
  facilitate	
  conversa<on.	
  	
  
       Spectators	
         Spectators	
   consume	
   the	
   informa<on	
   and	
   knowledge	
   created	
   by	
  
                            others.	
  	
  
       Inac%ves	
           Inac<ves	
  do	
  not	
  create	
  or	
  exchange	
  social	
  knowledge	
  

                                     Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                              4	
  
Cross-cultural Differences in Social Networking: Girard & Bertsch	
  




                                 Hostede’s	
  Cultural	
  Dimension	
  
                                                                                            9	
  




       hgp://www.geert-­‐hofstede.com/hofstede_united_states.shtml	
                                     hgp://www.geert-­‐hofstede.com/hofstede_japan.shtml	
  



           Dimension                                                 Con%nuum
           Power	
  Distance	
  Index	
  (PDI)                       Low	
  Power	
  Distance	
  vs.	
  High	
  Power	
  Distance
           Uncertainty	
  Avoidance	
  Index	
  (UAI)                Low	
  Uncertainty	
  Avoidance	
  vs.	
  High	
  Uncertainty	
  Avoidance
           Individualism	
  (IDV)                                    Individualism	
  vs.	
  Collec<vism
           Masculinity	
  (MAS)                                      Masculinity	
  vs.	
  Femininity
           Long-­‐Term	
  Time	
  Orienta%on	
  (LTO)                Long-­‐term	
  orienta<on	
  vs.	
  Short-­‐term	
  orienta<on


                                                Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                             Methodology	
  
                                                                                          10	
  

       —  Scager	
  Diagrams.	
  	
  Produce	
  scager	
  diagrams	
  to	
  visually	
  
           explore	
  possible	
  rela<onships.	
  
       —  Pearson’s	
  Coefficient	
  of	
  Correla<on.	
  	
  If	
  appropriately	
  
           linear,	
  Pearson’s	
  r	
  will	
  be	
  used	
  to	
  determine	
  the	
  strength	
  
           of	
  rela<onship.	
  Cau<on	
  will	
  be	
  in	
  order	
  as	
  correla<on	
  is	
  
           not	
  the	
  same	
  as	
  causa<on	
  	
  
       —  Test	
  for	
  significance	
  of	
  Pearson’s	
  r.	
  	
  	
  
       —  Regression	
  analysis	
  in	
  order	
  to	
  determine	
  the	
  
           reasonableness	
  of	
  predic<ng	
  a	
  country’s	
  placement	
  
           along	
  the	
  Forrester	
  scale.	
  

                                                Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                                         5	
  
Cross-cultural Differences in Social Networking: Girard & Bertsch	
  




                                              Phase	
  1:	
  Country	
  Scores	
  (13)	
  
                                                                                                         11	
  

           Country                     Creators        Cri%cs         Collectors               Joiners               Spectators              Inac%ves        PDI       UAI            IDV   MAS

              US                         24             37                   21                     51                     73                     18         40        46             91    62
           Canada                        18             29                   17                     57                     64                     21         39        48             80    52
              UK                         15             21                    6                     38                     50                     37         35        35             89    66
            France                       12             19                    6                     24                     51                     40         68        86             71    43
          Germany                         9             12                    4                     21                     38                     52         35        65             67    66
             Italy                       29             25                    7                     33                     52                     36         50        76             70    75

         Metro	
  China                  44             46                   37                     32                     79                     17         80        20             66    30

            Japan                        34             30                   11                     26                     69                     23         54        92             46    95

         South	
  Korea                  49             46                   19                     48                     76                      9         60        18             39    85

          Australia                      23             31                   14                     50                     64                     22         36        51             90    61
            Spain                        15             21                    8                     24                     56                     38         57        86             51    42

         Netherlands                     20             20                    8                     38                     64                     27         38        53             80    14

           Sweden                        14             21                    8                     37                     59                     32         31        29             71     5

                                                             Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                   Scager	
  Diagrams	
  
                                                                                                         12	
  




                                                                                      PDI	
  and	
  Creators	
  	
  
                     60	
  


                     50	
  


                     40	
  


                     30	
  


                     20	
  


                     10	
  


                       0	
  
                               0	
            10	
        20	
               30	
              40	
               50	
            60	
              70	
      80	
           90	
  




                                                             Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                                                        6	
  
Cross-cultural Differences in Social Networking: Girard & Bertsch	
  




                                                         Phase	
  1	
  Results	
  
                                                                                          13	
  

          	
        Creators                    Cri%cs                       Collectors                         Joiners                       Spectators                  Inac%ves

                          0.5736	
                     0.4994	
                         0.5276	
                     -­‐0.3520	
                     0.3928	
                -­‐0.2520	
  
          PDI            t	
  =	
  2.32	
             t	
  =	
  1.91	
                 t	
  =	
  2.06	
             t	
  =	
  -­‐1.25	
             t	
  =	
  1.42	
        t	
  =	
  -­‐0.86	
  
                      R2	
  =	
  0.33	
  	
        R2	
  =	
  0.25	
                R2	
  =	
  0.28	
               R2	
  =	
  0.12	
  	
         R2	
  =	
  0.15	
         R2	
  =	
  0.06	
  
                         SE	
  =	
  11                   SE	
  =	
  9                     SE	
  =	
  8                 SE	
  =	
  11                 SE	
  =	
  11             SE	
  =	
  12

                       -­‐0.3907	
                  -­‐0.5423	
                      -­‐0.5646	
                     -­‐0.5728	
                   -­‐0.4645	
                0.5264	
  
          UAI         t	
  =	
  -­‐1.41	
          t	
  =	
  -­‐2.14	
              t	
  =	
  -­‐2.27	
             t	
  =	
  -­‐2.32	
           t	
  =	
  -­‐1.74	
        t	
  =	
  2.05	
  
                      R2	
  =	
  0.15	
            R2	
  =	
  0.29	
  	
            R2	
  =	
  0.32	
  	
           R2	
  =	
  0.33	
             R2	
  =	
  0.22	
         R2	
  =	
  0.28	
  
                         SE	
  =	
  12                   SE	
  =	
  9                     SE	
  =	
  8                 SE	
  =	
  10                 SE	
  =	
  11           SE	
  =	
  10

                       -­‐0.4827	
                  -­‐0.2245	
                      -­‐0.0435	
                        0.4311	
                   -­‐0.1771	
                  0.1135	
  
          IDV         t	
  =	
  -­‐1.83	
          t	
  =	
  -­‐0.76	
              t	
  =	
  -­‐0.14	
                t	
  =	
  1.58	
           t	
  =	
  -­‐0.60	
          t	
  =	
  0.38	
  
                      R2	
  =	
  0.23	
            R2	
  =	
  0.05	
  	
            R2	
  =	
  0.00	
  	
           R2	
  =	
  0.19	
  	
         R2	
  =	
  0.03	
         R2	
  =	
  0.01	
  	
  
                         SE	
  =	
  11                SE	
  =	
  11                       SE	
  =	
  9                 SE	
  =	
  11                 SE	
  =	
  12             SE	
  =	
  12

                         0.3622	
                    0.2444	
                        -­‐0.0511	
                      0.0452	
                      0.0065	
                 -­‐0.1283	
  
          MAS           t	
  =	
  1.29	
            t	
  =	
  0.84	
                t	
  =	
  -­‐0.17	
              t	
  =	
  0.15	
              t	
  =	
  0.02	
         t	
  =	
  -­‐0.43	
  
                       R2	
  =0.13	
  	
           R2	
  =	
  0.06	
                R2	
  =	
  0.00	
  	
           R2	
  =	
  0.00	
             R2	
  =	
  0.00	
         R2	
  =	
  0.02	
  	
  
                        SE	
  =	
  12               SE	
  =	
  11                         SE	
  =	
  9               SE	
  =	
  12                 SE	
  =	
  12               SE	
  =	
  12


                                                Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                Phase	
  1	
  Conclusion	
  
                                                                                          14	
  

       Although	
  the	
  authors	
  believe	
  that	
  culture	
  influences	
  
       behaviours,	
  this	
  study	
  did	
  not	
  reveal	
  any	
  reasonable	
  
       rela%onships	
  between	
  culture	
  and	
  placement	
  along	
  the	
  
       Social	
  Technographics.	
  	
  However,	
  it	
  is	
  possible	
  that	
  there	
  
       exists	
  problems	
  in	
  the	
  Hofstede	
  scales.	
  	
  The	
  Hofstede	
  
       scales	
  have	
  been	
  highly	
  cri<cized	
  in	
  the	
  literature	
  (for	
  an	
  
       example	
  of	
  such	
  cri<cism,	
  see	
  McSweeny	
  (2002)	
  and	
  
       Sivakumar	
  &	
  Nakata	
  (2001)).	
  	
  It	
  may	
  be	
  that	
  other	
  cross-­‐
       cultural	
  models	
  such	
  as	
  GLOBE,	
  Schwartz,	
  Triandis,	
  or	
  
       others	
  may	
  yield	
  different	
  results.	
  	
  In	
  this	
  regard,	
  further	
  
       research	
  is	
  necessary.	
  

                                                Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                                         7	
  
Cross-cultural Differences in Social Networking: Girard & Bertsch	
  




                                                           Phase	
  2	
  
                                                                          15	
  

       —  Hofstede’s	
  culture	
  scores	
  /	
  GLOBE	
  Societal	
  Values	
  scores	
  
       —  Analysis	
  included	
  running	
  correla<on	
  coefficients	
  
           (Peasson’s	
  r)	
  for	
  each	
  rela<onship,	
  tes<ng	
  for	
  
           significance	
  of	
  each	
  respec<ve	
  Pearson’s	
  r,	
  and	
  
           conduc<ng	
  regression	
  analyses	
  on	
  each	
  rela<onship.	
  	
  
       —  The	
  results	
  were	
  mixed.	
  	
  There	
  were	
  several	
  sta<s<cally	
  
           significant	
  correla<ons	
  between	
  the	
  GLOBE	
  Societal	
  
           Values	
  scales	
  and	
  the	
  Social	
  Technographics	
  scores	
  
       —  Only	
  one	
  rela<onship	
  passed	
  the	
  R-­‐square	
  test:	
  Gender	
  
           Egalitarianism	
  Values	
  and	
  a	
  society’s	
  placement	
  on	
  the	
  
           Creator	
  rung	
  of	
  the	
  Forrester	
  ladder.	
  
                                Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                           Phase	
  3:	
  	
  
               GLOBE	
  and	
  Global	
  Web	
  Index	
  




                                                                         8	
  
Cross-cultural Differences in Social Networking: Girard & Bertsch	
  




                                                                                               17	
  




     hgp://www.globalwebindex.net	
  
                                                     Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                        Global	
  Web	
  Index	
  Consumer	
  Behaviour	
  Dimensions	
  
                                                                       Adapted	
  from	
  (Smith,	
  T	
  (2011))           	
  
                                                                                               18	
  


             Dimension	
                      Global	
  Web	
  Index	
  Defini%on	
  


             Messengers	
  and	
              Emailed	
  /	
  sent	
  messages	
  to	
  friends	
  OR	
  
             Makers	
  (MM)	
  
                                              Instant	
  messaged	
  with	
  friends	
  OR	
  
             	
  	
  
                                            Wrigen	
  a	
  status	
  update	
  
             Content	
  Sharers	
  (CS)	
   Share	
  a	
  news	
  story	
  OR	
  
             	
  	
                           Share	
  content	
  from	
  a	
  brand/product	
  OR	
  
                                              Uploaded	
  and	
  shared	
  videos	
  on	
  your	
  profile	
  OR	
  
                                            Uploaded	
  and	
  shared	
  videos	
  on	
  your	
  profile	
  
             Joiners	
  and	
  Creators	
   Joined	
  a	
  group	
  OR	
  
             of	
  Groups	
  (JC)	
  
                                            Started	
  a	
  group	
  OR	
  
             	
  	
  
                                            Joined	
  a	
  group	
  affiliated	
  /	
  connected	
  with	
  a	
  brand	
  or	
  product	
  OR	
  
                                              Joined	
  a	
  group	
  from	
  a	
  musician	
  /	
  ar<st	
  

                                                     Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                                              9	
  
Cross-cultural Differences in Social Networking: Girard & Bertsch	
  



                              GLOBE's	
  Dimensions	
  of	
  Societal	
  Culture	
  
                                         Defini<ons	
  adopted	
  by	
  GLOBE	
  (Chhokar,	
  Brodbeck	
  and	
  House,	
  2008)	
  
                                                                                   	
  
                                                                                  19	
  
      Dimension	
                   Defini%on	
  
      Performance	
                 The	
  extent	
  to	
  which	
  high	
  level	
  members	
  of	
  organiza<ons	
  and	
  socie<es,	
  encourage	
  and	
  
      Orienta%on	
  (PO)	
          reward	
  group	
  members	
  for	
  performance	
  improvement	
  and	
  excellence.	
  
      Future	
  Orienta%on	
        The	
  degree	
  to	
  which	
  individuals	
  in	
  organiza<ons	
  or	
  socie<es	
  engage	
  in	
  future-­‐oriented	
  
      (FO)	
                        behaviors	
  such	
  as	
  planning,	
  inves<ng	
  in	
  the	
  future,	
  and	
  delaying	
  individual	
  or	
  collec<ve	
  
                                    gra<fica<on.	
  
      Gender	
  Egalitarianism	
  The	
  extent	
  to	
  which	
  an	
  organiza<on	
  or	
  a	
  society	
  minimizes	
  gender	
  role	
  differences	
  while	
  
      (GE)	
                        promo<ng	
  gender	
  equity	
  and	
  equality	
  of	
  genders.	
  
      Asser%veness	
  (A)	
         The	
  degree	
  to	
  which	
  individuals	
  in	
  organiza<ons	
  or	
  socie<es	
  are	
  asser<ve,	
  confronta<onal,	
  
                                    and	
  aggressive	
  in	
  social	
  rela<onships.	
  	
  
      Ins%tu%onal	
                 The	
  degree	
  to	
  which	
  organiza<onal	
  and	
  societal	
  ins<tu<onal	
  prac<ces	
  encourage	
  and	
  reward	
  
      Collec%vism	
  (IC)	
         collec<ve	
  distribu<on	
  of	
  resources	
  and	
  collec<ve	
  ac<on.	
  
      In-­‐Group	
  Collec%vism	
   The	
  degree	
  to	
  which	
  individuals	
  express	
  pride,	
  loyalty,	
  and	
  cohesiveness	
  in	
  their	
  
      (GC)	
                        organiza<ons,	
  families,	
  circle	
  of	
  close	
  friends,	
  or	
  other	
  such	
  small	
  groups.	
  
      Power	
  Distance	
  (PD)	
   The	
  degree	
  to	
  which	
  members	
  of	
  an	
  organiza<on	
  and	
  society	
  encourage	
  and	
  reward	
  unequal	
  
                                    distribu<on	
  of	
  power	
  with	
  greater	
  power	
  at	
  higher	
  levels.	
  
      Humane	
  Orienta%on	
   The	
  degree	
  to	
  which	
  individuals	
  in	
  organiza<ons	
  or	
  socie<es	
  encourage	
  and	
  reward	
  
      (HO)	
                        individuals	
  for	
  being	
  fair,	
  altruis<c,	
  friendly,	
  generous,	
  caring,	
  kind	
  to	
  others,	
  and	
  exhibi<ng	
  
                                    and	
  promo<ng	
  altruis<c	
  ideals.	
  
      Uncertainty	
                 The	
  extent	
  to	
  which	
  members	
  of	
  an	
  organiza<on	
  or	
  society	
  strive	
  to	
  avoid	
  uncertainty	
  by	
  
      Avoidance	
  (UA)	
           relying	
  on	
  established	
  social	
  norms,	
  rituals,	
  and	
  bureaucra<c	
  prac<ces	
  to	
  decrease	
  the	
  
                                    probability	
  of	
  unpredictable	
  future	
  events	
  that	
  could	
  adversely	
  affect	
  the	
  opera<on	
  of	
  an	
  
                                    organiza<on	
  or	
  society,	
  and	
  also	
  to	
  remedy	
  the	
  poten<al	
  adverse	
  effects	
  of	
  such	
  
                                    unpredictable	
  future	
  events.	
  
                                                                         Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




            Country	
  Scores	
  for	
  Global	
  Web	
  Index	
  and	
  GLOBE	
  
                           Societal	
  Values	
  Scales	
  
                                            	
  
                                            20	
  

                                Global	
  Web	
  Index	
  Behavior	
  
                  Country	
                                                                                                          GLOBE	
  Societal	
  Values	
  Scales
                                                                                                                                                                         	
  
                                            Types    	
  

                       	
            MM	
               CS	
              JC	
            PO	
            FO	
              GE	
            A	
                 IC	
          GC	
          PD	
          HO	
          UA	
  

         US	
                   51	
           51	
              20	
               6.14	
          5.31	
            5.06	
         4.32	
           4.17	
             5.77	
        2.85	
        5.53	
        4.00	
  
         Canada	
               54	
           43	
              26	
               6.15	
          5.35	
            5.11	
         4.15	
           4.17	
             597	
         2.70	
        5.64	
        3.75	
  
         UK	
                   44	
           40	
              28	
               5.90	
          5.06	
            5.17	
         3.70	
           4.32	
             5.55	
        2.80	
        5.43	
        4.11	
  
         France	
               57	
           45	
              28	
               5.65	
          4.96	
            4.40	
         3.38	
           4.86	
             5.42	
        2.76	
        5.67	
        4.26	
  
         Germany	
              47	
           38	
              32	
               6.01	
          4.85	
            4.89	
         3.09	
           4.82	
             5.18	
        2.54	
        5.46	
        3.94	
  
         Italy	
                38	
           49	
              36	
               6.07	
          5.91	
            4.88	
         3.82	
           5.13	
             5.72	
        2.47	
        5.58	
        4.47	
  

         China	
                47	
           53	
              34	
               5.67	
          4.73	
            3.68	
         5.44	
           4.56	
             5.09	
        3.10	
        5.32	
        5.28	
  

         Japan	
                16	
           16	
              8	
                5.17	
          5.25	
            4.33	
         5.56	
           3.99	
             5.26	
        2.86	
        5.41	
        4.33	
  

         South	
  Korea	
       23	
           33	
              11	
               5.25	
          5.69	
            4.22	
         3.75	
           3.9	
              5.41	
        2.55	
        5.60	
        4.67	
  

         Australia	
            50	
           48	
              27	
               5.89	
          5.15	
            5.02	
         3.81	
           4.40	
             5.76	
        2.78	
        5.58	
        3.98	
  
         Spain	
                47	
           45	
              36	
               5.80	
          5.63	
            4.82	
         4.00	
           5.20	
             5.79	
        2.26	
        5.69	
        4.76	
  

         Netherlands	
          45	
           42	
              18	
               5.49	
          5.07	
            4.99	
         3.02	
           4.55	
             5.17	
        2.45	
        5.20	
        3.24	
  


                                                                         Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                                                                   10	
  
Cross-cultural Differences in Social Networking: Girard & Bertsch	
  




                 Correla<on	
  Coefficients	
  (r)	
  with	
  t-­‐Scores,	
  R2	
  values	
  
                                                                                                  21	
  


                                  	
  	
                                MM	
                               CS	
                       JC	
  
                                                                        r	
  =	
  0.7163	
                 r	
  =	
  0.6734	
         r	
  =	
  0.6720	
  
                                                                        t	
  =	
  3.24	
                   t	
  =	
  2.88	
           	
  t=	
  2.86	
  
                                  PO	
  -­‐	
  Values	
                 r2	
  =	
  0.51	
                  r2	
  =	
  0.45	
          r2	
  =	
  0.45	
  
                                                                        SE	
  =	
  8.92	
  	
              SE	
  =	
  7.69	
  	
      SE	
  =	
  7.22	
  	
  
                                                                                                                                      r	
  =	
  0.8183	
  
                                                                                                                                      t	
  =	
  4.50	
          *(p<0.05)
                                  IC	
  -­‐	
  Values	
                                                                               r2	
  =	
  0.67	
  
                                                                        	
  	
                             	
  	
                     SE	
  =	
  5.61	
  	
  

             Hair,	
  et	
  al.	
  (2006)	
  suggests	
  that	
  R2	
  values	
  less	
  than	
  0.50	
  result	
  in	
  less	
  than	
  acceptable	
  
             models.	
  When	
  a	
  model	
  yields	
  an	
  R2	
  value	
  that	
  is	
  less	
  than	
  0.50,	
  more	
  than	
  0.50	
  of	
  
             the	
  variance	
  in	
  the	
  dependent	
  variable	
  is	
  agributed	
  to	
  spurious	
  variables	
  or	
  error	
  
             (Joseph	
  F.	
  Hair,	
  Jr.,	
  et	
  al.,	
  2006).	
  	
  	
  This	
  phase	
  of	
  this	
  mul%-­‐phased	
  research	
  project	
  
             yielded	
  sta%s%cally	
  significant	
  results.	
  	
  In	
  par%cular,	
  GLOBE’s	
  Performance	
  
             Orienta%on	
  Societal	
  Values	
  scores	
  can	
  be	
  used	
  to	
  place	
  a	
  society	
  along	
  the	
  MM	
  
             con%nuum	
  of	
  the	
  Global	
  Web	
  Index.	
  	
  Similarly,	
  GLOBE’s	
  Ins%tu%onal	
  Collec%vism	
  
             Societal	
  Values	
  scores	
  can	
  be	
  used	
  to	
  place	
  a	
  society	
  along	
  the	
  JC	
  con%nuum	
  of	
  the	
  
             Global	
  Web	
  Index.	
  	
  
                                                       Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                      More	
  Data	
  Coming	
  Soon	
  >30	
  Countries	
  
                                                                                                  22	
  




     hgp://www.globalwebindex.net	
  
                                                       Cross-­‐cultural	
  Differences	
  in	
  Social	
  Networking:	
  Girard	
  &	
  Bertsch	
  




                                                                                              11	
  

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Cross-cultural Differences in Social Networking: Girard & Bertsch

  • 1. Cross-cultural Differences in Social Networking: Girard & Bertsch   Cross-­‐cultural  Differences  in  Social  Networking:   An  Examina<on  of  the  Global  Web  Index  Behaviour   Types   1   John  Girard   john.girard@minotstateu.edu     Andy  Bertsch   andy.bertch@minotstateu.edu   Overview   2   —  Third  phase  in  a  research  project     —  Aim  to  understanding  rela<onships  that  exist  between   social  media  usage  and  societal  cultural  differences   —  In  this  phase:  GLOBE  Societal  Value  scores  and    social   networking  data  as  reported  by  the  Global  Web  Index   —  Employs  an  exploratory  research  design  aimed  at   exploring  the  rela<onships  between  cultural  values   dimension  variables  (IV)  and  a  country’s  placement  on   social  media  scales  (DV)   —  We  opted  to  use  correla<on  and  regression  techniques   to  explore  these  rela<onships   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   1  
  • 2. Cross-cultural Differences in Social Networking: Girard & Bertsch   Background:  Social  Technology   3        “A  social  trend  in  which   people  use  technologies   to  get  the  things  they   need  from  each  other,   rather  than  from   tradi<onal  ins<tu<ons   like  corpora<ons.”   groundswell.forrester.com   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   The  Social  Technographics™  Ladder   4   Creators   Creators  make  social  content   go.  They  write  blogs  or  upload   Cri%cs  respond  to  content  from   video,  music,  or  text.   others.  They  post  reviews,   Cri%cs   comment  on  blogs,  par<cipate   in  forums,  and  edit  wiki  ar<cles.   Collectors  organize  content  for   Collectors   themselves  or  others  using  RSS   feeds,  tags,  and  vo<ng  sites  like   Digg.com   Joiners  connect  in  social   Joiners   networks  like  MySpace  and   Facebook   Spectators  consume  social   Spectators   content  including  blogs,  user-­‐ generated  video,  podcasts,   Inac%ves  neither  create  nor   forums,  or  reviews   consume  social  content  of  any   Inac%ves   kind   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   2  
  • 3. Cross-cultural Differences in Social Networking: Girard & Bertsch   The  Social  Technographics™  Ladder   US  Adults   5   2007   2010   Creators   US  18-­‐24   US  35-­‐44   US  55+   18%   24%   46%   23%   12%                       Cri%cs   25%   37%   50%   34%   28%                       Collectors   12%   21%   38%   20%   12%                       Joiners   25%   51%   85%   54%   26%                       Spectators   48%   73%   89%   73%   64%                       Inac%ves   44%   18%   3%   17%   30%   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   The  Social  Technographics™  Ladder   South  Korea  Adults   Japanese  Adults   6   2007   2009   Creators   2007   2009   38%   49%   22%   34%                   Cri%cs   27%   46%   36%   30%                   Collectors   14%   19%   6%   11%                   Joiners   41%   48%   22%   26%                   Spectators   39%   76%   70%   69%                   Inac%ves   36%   9%   26%   23%   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   3  
  • 4. Cross-cultural Differences in Social Networking: Girard & Bertsch   The  Knowledge  Pyramid   7   InformaHon  to   Knowledge   · Compare   · Consequences   · Connects   Knowledge   · Conversa<on   Data  to     InformaHon   InformaHon   · Context   · Categorize   · Calculate   · Correct   · Condense   Data   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   Social Technographics Dimensions     Adapted from Li and Bernoff (2008) 8   Dimension   Knowledge  Sharing  Ac%vity   Creators   Creators   produce   and   share   informa<on   and   knowledge   that   is   freely  available  to  other  users,  the  quintessence  of  need-­‐to-­‐share.     Cri%cs   Cri<cs  add  value  to  the  data,  informa<on  and  knowledge  shared  by   creators.     Their   feedback,   comments,   and   correc<ons   oeen   facilitate  the  metamorphosis  of  data  to  informa<on  or  informa<on   to  knowledge  thorough  conversa<on,  connec<ons,  and  comparison.   Collectors   Collectors   provide   access   and   provide   the   opportunity   for   other   users  to  compare  and  connect  informa<on.   Joiners   Online  communi<es  facilitate  conversa<on.     Spectators   Spectators   consume   the   informa<on   and   knowledge   created   by   others.     Inac%ves   Inac<ves  do  not  create  or  exchange  social  knowledge   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   4  
  • 5. Cross-cultural Differences in Social Networking: Girard & Bertsch   Hostede’s  Cultural  Dimension   9   hgp://www.geert-­‐hofstede.com/hofstede_united_states.shtml   hgp://www.geert-­‐hofstede.com/hofstede_japan.shtml   Dimension Con%nuum Power  Distance  Index  (PDI) Low  Power  Distance  vs.  High  Power  Distance Uncertainty  Avoidance  Index  (UAI) Low  Uncertainty  Avoidance  vs.  High  Uncertainty  Avoidance Individualism  (IDV) Individualism  vs.  Collec<vism Masculinity  (MAS) Masculinity  vs.  Femininity Long-­‐Term  Time  Orienta%on  (LTO) Long-­‐term  orienta<on  vs.  Short-­‐term  orienta<on Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   Methodology   10   —  Scager  Diagrams.    Produce  scager  diagrams  to  visually   explore  possible  rela<onships.   —  Pearson’s  Coefficient  of  Correla<on.    If  appropriately   linear,  Pearson’s  r  will  be  used  to  determine  the  strength   of  rela<onship.  Cau<on  will  be  in  order  as  correla<on  is   not  the  same  as  causa<on     —  Test  for  significance  of  Pearson’s  r.       —  Regression  analysis  in  order  to  determine  the   reasonableness  of  predic<ng  a  country’s  placement   along  the  Forrester  scale.   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   5  
  • 6. Cross-cultural Differences in Social Networking: Girard & Bertsch   Phase  1:  Country  Scores  (13)   11   Country Creators Cri%cs Collectors Joiners Spectators Inac%ves PDI UAI IDV MAS US 24 37 21 51 73 18 40 46 91 62 Canada 18 29 17 57 64 21 39 48 80 52 UK 15 21 6 38 50 37 35 35 89 66 France 12 19 6 24 51 40 68 86 71 43 Germany 9 12 4 21 38 52 35 65 67 66 Italy 29 25 7 33 52 36 50 76 70 75 Metro  China 44 46 37 32 79 17 80 20 66 30 Japan 34 30 11 26 69 23 54 92 46 95 South  Korea 49 46 19 48 76 9 60 18 39 85 Australia 23 31 14 50 64 22 36 51 90 61 Spain 15 21 8 24 56 38 57 86 51 42 Netherlands 20 20 8 38 64 27 38 53 80 14 Sweden 14 21 8 37 59 32 31 29 71 5 Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   Scager  Diagrams   12   PDI  and  Creators     60   50   40   30   20   10   0   0   10   20   30   40   50   60   70   80   90   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   6  
  • 7. Cross-cultural Differences in Social Networking: Girard & Bertsch   Phase  1  Results   13     Creators Cri%cs Collectors Joiners Spectators Inac%ves 0.5736   0.4994   0.5276   -­‐0.3520   0.3928   -­‐0.2520   PDI t  =  2.32   t  =  1.91   t  =  2.06   t  =  -­‐1.25   t  =  1.42   t  =  -­‐0.86   R2  =  0.33     R2  =  0.25   R2  =  0.28   R2  =  0.12     R2  =  0.15   R2  =  0.06   SE  =  11 SE  =  9 SE  =  8 SE  =  11 SE  =  11 SE  =  12 -­‐0.3907   -­‐0.5423   -­‐0.5646   -­‐0.5728   -­‐0.4645   0.5264   UAI t  =  -­‐1.41   t  =  -­‐2.14   t  =  -­‐2.27   t  =  -­‐2.32   t  =  -­‐1.74   t  =  2.05   R2  =  0.15   R2  =  0.29     R2  =  0.32     R2  =  0.33   R2  =  0.22   R2  =  0.28   SE  =  12 SE  =  9 SE  =  8 SE  =  10 SE  =  11 SE  =  10 -­‐0.4827   -­‐0.2245   -­‐0.0435   0.4311   -­‐0.1771   0.1135   IDV t  =  -­‐1.83   t  =  -­‐0.76   t  =  -­‐0.14   t  =  1.58   t  =  -­‐0.60   t  =  0.38   R2  =  0.23   R2  =  0.05     R2  =  0.00     R2  =  0.19     R2  =  0.03   R2  =  0.01     SE  =  11 SE  =  11 SE  =  9 SE  =  11 SE  =  12 SE  =  12 0.3622   0.2444   -­‐0.0511   0.0452   0.0065   -­‐0.1283   MAS t  =  1.29   t  =  0.84   t  =  -­‐0.17   t  =  0.15   t  =  0.02   t  =  -­‐0.43   R2  =0.13     R2  =  0.06   R2  =  0.00     R2  =  0.00   R2  =  0.00   R2  =  0.02     SE  =  12 SE  =  11 SE  =  9 SE  =  12 SE  =  12 SE  =  12 Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   Phase  1  Conclusion   14   Although  the  authors  believe  that  culture  influences   behaviours,  this  study  did  not  reveal  any  reasonable   rela%onships  between  culture  and  placement  along  the   Social  Technographics.    However,  it  is  possible  that  there   exists  problems  in  the  Hofstede  scales.    The  Hofstede   scales  have  been  highly  cri<cized  in  the  literature  (for  an   example  of  such  cri<cism,  see  McSweeny  (2002)  and   Sivakumar  &  Nakata  (2001)).    It  may  be  that  other  cross-­‐ cultural  models  such  as  GLOBE,  Schwartz,  Triandis,  or   others  may  yield  different  results.    In  this  regard,  further   research  is  necessary.   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   7  
  • 8. Cross-cultural Differences in Social Networking: Girard & Bertsch   Phase  2   15   —  Hofstede’s  culture  scores  /  GLOBE  Societal  Values  scores   —  Analysis  included  running  correla<on  coefficients   (Peasson’s  r)  for  each  rela<onship,  tes<ng  for   significance  of  each  respec<ve  Pearson’s  r,  and   conduc<ng  regression  analyses  on  each  rela<onship.     —  The  results  were  mixed.    There  were  several  sta<s<cally   significant  correla<ons  between  the  GLOBE  Societal   Values  scales  and  the  Social  Technographics  scores   —  Only  one  rela<onship  passed  the  R-­‐square  test:  Gender   Egalitarianism  Values  and  a  society’s  placement  on  the   Creator  rung  of  the  Forrester  ladder.   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   Phase  3:     GLOBE  and  Global  Web  Index   8  
  • 9. Cross-cultural Differences in Social Networking: Girard & Bertsch   17   hgp://www.globalwebindex.net   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   Global  Web  Index  Consumer  Behaviour  Dimensions   Adapted  from  (Smith,  T  (2011))   18   Dimension   Global  Web  Index  Defini%on   Messengers  and   Emailed  /  sent  messages  to  friends  OR   Makers  (MM)   Instant  messaged  with  friends  OR       Wrigen  a  status  update   Content  Sharers  (CS)   Share  a  news  story  OR       Share  content  from  a  brand/product  OR   Uploaded  and  shared  videos  on  your  profile  OR   Uploaded  and  shared  videos  on  your  profile   Joiners  and  Creators   Joined  a  group  OR   of  Groups  (JC)   Started  a  group  OR       Joined  a  group  affiliated  /  connected  with  a  brand  or  product  OR   Joined  a  group  from  a  musician  /  ar<st   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   9  
  • 10. Cross-cultural Differences in Social Networking: Girard & Bertsch   GLOBE's  Dimensions  of  Societal  Culture   Defini<ons  adopted  by  GLOBE  (Chhokar,  Brodbeck  and  House,  2008)     19   Dimension   Defini%on   Performance   The  extent  to  which  high  level  members  of  organiza<ons  and  socie<es,  encourage  and   Orienta%on  (PO)   reward  group  members  for  performance  improvement  and  excellence.   Future  Orienta%on   The  degree  to  which  individuals  in  organiza<ons  or  socie<es  engage  in  future-­‐oriented   (FO)   behaviors  such  as  planning,  inves<ng  in  the  future,  and  delaying  individual  or  collec<ve   gra<fica<on.   Gender  Egalitarianism  The  extent  to  which  an  organiza<on  or  a  society  minimizes  gender  role  differences  while   (GE)   promo<ng  gender  equity  and  equality  of  genders.   Asser%veness  (A)   The  degree  to  which  individuals  in  organiza<ons  or  socie<es  are  asser<ve,  confronta<onal,   and  aggressive  in  social  rela<onships.     Ins%tu%onal   The  degree  to  which  organiza<onal  and  societal  ins<tu<onal  prac<ces  encourage  and  reward   Collec%vism  (IC)   collec<ve  distribu<on  of  resources  and  collec<ve  ac<on.   In-­‐Group  Collec%vism   The  degree  to  which  individuals  express  pride,  loyalty,  and  cohesiveness  in  their   (GC)   organiza<ons,  families,  circle  of  close  friends,  or  other  such  small  groups.   Power  Distance  (PD)   The  degree  to  which  members  of  an  organiza<on  and  society  encourage  and  reward  unequal   distribu<on  of  power  with  greater  power  at  higher  levels.   Humane  Orienta%on   The  degree  to  which  individuals  in  organiza<ons  or  socie<es  encourage  and  reward   (HO)   individuals  for  being  fair,  altruis<c,  friendly,  generous,  caring,  kind  to  others,  and  exhibi<ng   and  promo<ng  altruis<c  ideals.   Uncertainty   The  extent  to  which  members  of  an  organiza<on  or  society  strive  to  avoid  uncertainty  by   Avoidance  (UA)   relying  on  established  social  norms,  rituals,  and  bureaucra<c  prac<ces  to  decrease  the   probability  of  unpredictable  future  events  that  could  adversely  affect  the  opera<on  of  an   organiza<on  or  society,  and  also  to  remedy  the  poten<al  adverse  effects  of  such   unpredictable  future  events.   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   Country  Scores  for  Global  Web  Index  and  GLOBE   Societal  Values  Scales     20   Global  Web  Index  Behavior   Country   GLOBE  Societal  Values  Scales   Types     MM   CS   JC   PO   FO   GE   A   IC   GC   PD   HO   UA   US   51   51   20   6.14   5.31   5.06   4.32   4.17   5.77   2.85   5.53   4.00   Canada   54   43   26   6.15   5.35   5.11   4.15   4.17   597   2.70   5.64   3.75   UK   44   40   28   5.90   5.06   5.17   3.70   4.32   5.55   2.80   5.43   4.11   France   57   45   28   5.65   4.96   4.40   3.38   4.86   5.42   2.76   5.67   4.26   Germany   47   38   32   6.01   4.85   4.89   3.09   4.82   5.18   2.54   5.46   3.94   Italy   38   49   36   6.07   5.91   4.88   3.82   5.13   5.72   2.47   5.58   4.47   China   47   53   34   5.67   4.73   3.68   5.44   4.56   5.09   3.10   5.32   5.28   Japan   16   16   8   5.17   5.25   4.33   5.56   3.99   5.26   2.86   5.41   4.33   South  Korea   23   33   11   5.25   5.69   4.22   3.75   3.9   5.41   2.55   5.60   4.67   Australia   50   48   27   5.89   5.15   5.02   3.81   4.40   5.76   2.78   5.58   3.98   Spain   47   45   36   5.80   5.63   4.82   4.00   5.20   5.79   2.26   5.69   4.76   Netherlands   45   42   18   5.49   5.07   4.99   3.02   4.55   5.17   2.45   5.20   3.24   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   10  
  • 11. Cross-cultural Differences in Social Networking: Girard & Bertsch   Correla<on  Coefficients  (r)  with  t-­‐Scores,  R2  values   21       MM   CS   JC   r  =  0.7163   r  =  0.6734   r  =  0.6720   t  =  3.24   t  =  2.88    t=  2.86   PO  -­‐  Values   r2  =  0.51   r2  =  0.45   r2  =  0.45   SE  =  8.92     SE  =  7.69     SE  =  7.22     r  =  0.8183   t  =  4.50   *(p<0.05) IC  -­‐  Values   r2  =  0.67           SE  =  5.61     Hair,  et  al.  (2006)  suggests  that  R2  values  less  than  0.50  result  in  less  than  acceptable   models.  When  a  model  yields  an  R2  value  that  is  less  than  0.50,  more  than  0.50  of   the  variance  in  the  dependent  variable  is  agributed  to  spurious  variables  or  error   (Joseph  F.  Hair,  Jr.,  et  al.,  2006).      This  phase  of  this  mul%-­‐phased  research  project   yielded  sta%s%cally  significant  results.    In  par%cular,  GLOBE’s  Performance   Orienta%on  Societal  Values  scores  can  be  used  to  place  a  society  along  the  MM   con%nuum  of  the  Global  Web  Index.    Similarly,  GLOBE’s  Ins%tu%onal  Collec%vism   Societal  Values  scores  can  be  used  to  place  a  society  along  the  JC  con%nuum  of  the   Global  Web  Index.     Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   More  Data  Coming  Soon  >30  Countries   22   hgp://www.globalwebindex.net   Cross-­‐cultural  Differences  in  Social  Networking:  Girard  &  Bertsch   11