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        other. Specifying the channels of influence through which innovations are
        dispersed provides greater understanding of the diffusion process than
        simply plotting the rate of adoptions over time.
           There is no single social network in a community that serves all pur-
        poses. Different innovations engage different networks. For example,
        birth control practices and agricultural innovations diffuse through quite
        different networks within the same community (Marshall, 1971). To com-
        plicate matters further, the social networks that come into play in initial
        phases of diffusion may differ from those that spread the innovation in
        subsequent phases (Coleman, Katz, & Menzel, 1966). Adoption rates are
        better predicted from the network that subserves a particular innovation
        than from a more general communication network. This is not to say that
        there is no generality to the diffusion function of network structures. If a
        particular social structure subserves varied activities, it can help to spread
        the adoption of innovations in each of those activities.
           People with many social ties are more apt to adopt innovations than
        those who have few ties to others (Rogers & Kincaid, 1981). Adoption
        rates increase as more and more people in one’s personal network adopt
        an innovation. The effects of social connectedness on adoptive behavior
        may be mediated through several processes. Multilinked relations can
        foster adoption of innovations because they convey more factual informa-
        tion, they mobilize stronger social influences, or it may be that people
        with close ties are more receptive to new ideas than those who are socially
        estranged. Moreover, in social transactions, people see their associates
        adopt innovations as well as talk about them. Multiple modeling alone
        can increase adoptive behavior (Bandura, 1986; Perry & Bussey, 1979).
           If innovations are highly conspicuous, they can be adopted directly
        without requiring interaction among adopters. Television is being increas-
        ingly used to forge large single-link structures, in which many people are
        linked directly to the media source, but they may have little or no direct
        relations with each other. For example, television evangelists attract loyal
        followers who adopt the transmitted precepts as guides for how to
        behave in situations involving moral, social, and political issues.  Al-
        though they share a common bond to the media source, most members of
        an electronic community may never see each other. Political power struc-
        tures are similarly being transformed by the creation of new constituen-
        cies tied to a single media source, but with little interconnectedness. Mass
        marketing techniques, using computer identification and mass mailings,
        create special-interest constituencies that bypass traditional political orga-
        nizations in the exercise of political influence.
           The evolving information technologies will increasingly serve as a
        vehicle for building social networks. Online transactions transcend the
        barriers of time and space (Hiltz & Turoff, 1978; Wellman, 1997). Through
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