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Does Co-opetition Change the Game? A Bayesian
     Co-
 Analysis of Firm Participation Strategy in an
    Industry Standard-Setting Organization
             Standard-


                  Juliana Tsai
           with Rob Kauffman and Ben Shao
            W. P. Carey School of Business
                Arizona State University


                   Copyright © 2010 by J. Y. Tsai
Strategic Information Updating
“It is a capital mistake to theorize
before one has data. Insensibly one
begins to twist facts to suit theories,
instead of theories to suit facts.”
           – Arthur Conan Doyle (1859-1930),
                       A Scandal in Bohemia
Research Questions
• How does the relationship between firm
  characteristics and SSO entry timing change as
  strategic information updating occurs?
• What theoretical perspectives enable us to
  explain a firm’s strategic timing of entry?
• What additional knowledge can be obtained by
  using a process focused analysis method such
  as the Bayesian survival analysis?
Strategic Information               Signaling
Transmission
Sender transmits a signal to        One party (the agent) credibly
receiver who then takes action      conveys some information about
that determines the welfare of      itself to another party (Spence
both (Crawford and Sobel 1982).     1973).
Cheap Talk                          Social Learning
Communication that does not         Economic agents base decisions
directly affect payoffs (Farrell    on the experience of others
and Rabin 1996).                    (Ellison and Fudenberg 1993).
Information Cascades                Rational Herd Behavior
Individuals ignore their own        Individuals follow the behavior
private information to follow the   of others with the underlined
actions of those ahead of them      assumption that everyone else is
(Bikhchandani et al. 1992).         rational (Banerjee 1992).
Variables
VARIABLE          DEFINITION
Dependent variable
 AgeSSO           Age of the SSO when a firm joined (in years)
Independent variables
 lnFirmAge        Natural logarithm of the age of the firm in years;
                  proxy for management experience
 R&DIntensity     1 if firm’s annual R&D spending (in millions) is
                  greater than zero, 0 otherwise
 NetIncome        1 if net income (in millions) is positive, 0
                  otherwise; proxy for organizational slack
 lnEmpEfficiency Natural logarithm of revenue (in millions) /
                  number of employees (in thousands)
Coefficient Estimate

                                       • Results for 20 year period (1988-1997)
                                       • 95% posterior distribution of
       Evidence of signaling             coefficient estimate
                                       • Data unavailable for years 3, 4, 5, & 6




                       Evidence of strategic
                       information transmission



                                      Year
Coefficient Estimate



                       Evidence of rational
                       herd behavior




                         Year
Coefficient Estimate




                              Evidence of information
                              cascades and social learning


                       Year
Coefficient Estimate




                       Evidence of rational
                       herd behavior




                               Year
What do we learn from the data?
• Evidence of strategic information updating
  is observed over time
• Theories reflect the changing effects
• Uncertainty is diminished as shown by the
  stabilization effects
• An overall consistency in our observations
HICSS 2010 Presentation

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HICSS 2010 Presentation

  • 1. Does Co-opetition Change the Game? A Bayesian Co- Analysis of Firm Participation Strategy in an Industry Standard-Setting Organization Standard- Juliana Tsai with Rob Kauffman and Ben Shao W. P. Carey School of Business Arizona State University Copyright © 2010 by J. Y. Tsai
  • 3. “It is a capital mistake to theorize before one has data. Insensibly one begins to twist facts to suit theories, instead of theories to suit facts.” – Arthur Conan Doyle (1859-1930), A Scandal in Bohemia
  • 4. Research Questions • How does the relationship between firm characteristics and SSO entry timing change as strategic information updating occurs? • What theoretical perspectives enable us to explain a firm’s strategic timing of entry? • What additional knowledge can be obtained by using a process focused analysis method such as the Bayesian survival analysis?
  • 5. Strategic Information Signaling Transmission Sender transmits a signal to One party (the agent) credibly receiver who then takes action conveys some information about that determines the welfare of itself to another party (Spence both (Crawford and Sobel 1982). 1973). Cheap Talk Social Learning Communication that does not Economic agents base decisions directly affect payoffs (Farrell on the experience of others and Rabin 1996). (Ellison and Fudenberg 1993). Information Cascades Rational Herd Behavior Individuals ignore their own Individuals follow the behavior private information to follow the of others with the underlined actions of those ahead of them assumption that everyone else is (Bikhchandani et al. 1992). rational (Banerjee 1992).
  • 6.
  • 7. Variables VARIABLE DEFINITION Dependent variable AgeSSO Age of the SSO when a firm joined (in years) Independent variables lnFirmAge Natural logarithm of the age of the firm in years; proxy for management experience R&DIntensity 1 if firm’s annual R&D spending (in millions) is greater than zero, 0 otherwise NetIncome 1 if net income (in millions) is positive, 0 otherwise; proxy for organizational slack lnEmpEfficiency Natural logarithm of revenue (in millions) / number of employees (in thousands)
  • 8. Coefficient Estimate • Results for 20 year period (1988-1997) • 95% posterior distribution of Evidence of signaling coefficient estimate • Data unavailable for years 3, 4, 5, & 6 Evidence of strategic information transmission Year
  • 9. Coefficient Estimate Evidence of rational herd behavior Year
  • 10. Coefficient Estimate Evidence of information cascades and social learning Year
  • 11. Coefficient Estimate Evidence of rational herd behavior Year
  • 12. What do we learn from the data? • Evidence of strategic information updating is observed over time • Theories reflect the changing effects • Uncertainty is diminished as shown by the stabilization effects • An overall consistency in our observations