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Proceedings of the 12th European Conference on Knowledge ...

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3.1 Structural properties<br />

3.1.1 Betweenness centrality<br />

Meysam Poorkavoos, Yanqing Duan and John Edwards<br />

The main argument in betweenness centrality is that a firm that lies between two o<str<strong>on</strong>g>the</str<strong>on</strong>g>r firms that are<br />

not c<strong>on</strong>nected to each o<str<strong>on</strong>g>the</str<strong>on</strong>g>r directly has c<strong>on</strong>trol <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> informati<strong>on</strong> and resource flow (Freeman<br />

1979). Network helps to transfer <str<strong>on</strong>g>the</str<strong>on</strong>g> required informati<strong>on</strong> and combine <str<strong>on</strong>g>the</str<strong>on</strong>g>m toge<str<strong>on</strong>g>the</str<strong>on</strong>g>r to provide <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

potential for <str<strong>on</strong>g>the</str<strong>on</strong>g> company for a radical innovati<strong>on</strong> (Gilsing et al. 2008). Burt (2004) argued that<br />

knowledge, values and behaviors are more heterogeneous between groups ra<str<strong>on</strong>g>the</str<strong>on</strong>g>r than within groups.<br />

According to this argument it is possible to say that inter-organizati<strong>on</strong>al networks are not transferring<br />

just <str<strong>on</strong>g>the</str<strong>on</strong>g> existing knowledge but <str<strong>on</strong>g>the</str<strong>on</strong>g>y create opportunities to generate new knowledge. Firms’ centrality<br />

helps <str<strong>on</strong>g>the</str<strong>on</strong>g>m to find opportunities to develop n<strong>on</strong>-redundant relati<strong>on</strong>s with o<str<strong>on</strong>g>the</str<strong>on</strong>g>r companies (Gilsing et<br />

al. 2008) which will c<strong>on</strong>tribute to <str<strong>on</strong>g>the</str<strong>on</strong>g> novelty <str<strong>on</strong>g>of</str<strong>on</strong>g> informati<strong>on</strong> that is being transferred to <str<strong>on</strong>g>the</str<strong>on</strong>g> company.<br />

Thus firms with higher network centrality because <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g>ir positi<strong>on</strong> and novelty <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> knowledge are<br />

more radical innovator. Although network centrality is important but <str<strong>on</strong>g>the</str<strong>on</strong>g> research by Gnyawali and<br />

Madhavan (2001) shows that <strong>on</strong>e c<strong>on</strong>sequence <str<strong>on</strong>g>of</str<strong>on</strong>g> having too many n<strong>on</strong>-redundant network ties is<br />

dealing with high speed fellow <str<strong>on</strong>g>of</str<strong>on</strong>g> diverse informati<strong>on</strong>. For SMEs with limited resources and time from<br />

a threshold point it is not possible to process and absorb <str<strong>on</strong>g>the</str<strong>on</strong>g> transferred knowledge. Therefore, <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

following hypo<str<strong>on</strong>g>the</str<strong>on</strong>g>ses are proposed:<br />

Hypo<str<strong>on</strong>g>the</str<strong>on</strong>g>sis 1a: Radical innovati<strong>on</strong> has an inverse U-shaped relati<strong>on</strong> with betweenness<br />

centrality <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> firm<br />

Hypo<str<strong>on</strong>g>the</str<strong>on</strong>g>sis 1b: Incremental innovati<strong>on</strong> has an inverse U-shaped relati<strong>on</strong> with<br />

betweenness centrality <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> firm<br />

3.1.2 Network density<br />

Based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> previous research network density will increase <str<strong>on</strong>g>the</str<strong>on</strong>g> absorptive capacity by limiting <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

novelty creati<strong>on</strong>. (Gilsing et al. 2008). Inter-firm networks transfer and process <str<strong>on</strong>g>the</str<strong>on</strong>g> informati<strong>on</strong> (Ahuja<br />

2000). Direct tie in <str<strong>on</strong>g>the</str<strong>on</strong>g> network not <strong>on</strong>ly provide access to <str<strong>on</strong>g>the</str<strong>on</strong>g> partners’ knowledge but also can act as<br />

a medium to gain access to <str<strong>on</strong>g>the</str<strong>on</strong>g> partners’ partners knowledge (Gulati and Gargiulo 1999). Previous<br />

researchers (Argote and Ingram 2000) found that firms in a network can act as an informati<strong>on</strong><br />

processing devices. They can process <str<strong>on</strong>g>the</str<strong>on</strong>g> transferred knowledge from <str<strong>on</strong>g>the</str<strong>on</strong>g>ir partners, process <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

knowledge and transfer it to <str<strong>on</strong>g>the</str<strong>on</strong>g> focal firm. This feature can be helpful when <str<strong>on</strong>g>the</str<strong>on</strong>g>re is a large<br />

technological distance between firms. High density networks may cause redundant informati<strong>on</strong><br />

transfer from partners to focal firm. The effects <str<strong>on</strong>g>of</str<strong>on</strong>g> indirect ties will be diminished since companies<br />

already know that <str<strong>on</strong>g>the</str<strong>on</strong>g> knowledge from indirect ties will be almost same as <str<strong>on</strong>g>the</str<strong>on</strong>g> knowledge from <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

direct ties. As a result <str<strong>on</strong>g>the</str<strong>on</strong>g> opportunities for novel combinati<strong>on</strong> will decrease (Gilsing et al. 2008).<br />

Ano<str<strong>on</strong>g>the</str<strong>on</strong>g>r argument against density is unwanted knowledge spill over to <str<strong>on</strong>g>the</str<strong>on</strong>g> partners (Gilsing et al.<br />

2008). This will cause to limit <str<strong>on</strong>g>the</str<strong>on</strong>g> opportunities <str<strong>on</strong>g>of</str<strong>on</strong>g> novelty and make firms less attractive to look for<br />

such novelty in <str<strong>on</strong>g>the</str<strong>on</strong>g>ir network (Gilsing and Nooteboom 2005). Therefore, <str<strong>on</strong>g>the</str<strong>on</strong>g> following hypo<str<strong>on</strong>g>the</str<strong>on</strong>g>ses are<br />

proposed:<br />

Hypo<str<strong>on</strong>g>the</str<strong>on</strong>g>sis 2a: Radical innovati<strong>on</strong> has an inverse U-shaped relati<strong>on</strong> with network density<br />

Hypo<str<strong>on</strong>g>the</str<strong>on</strong>g>sis 2b: Incremental innovati<strong>on</strong> has an inverse U-shaped relati<strong>on</strong> with network<br />

density<br />

3.1.3 Degree centrality<br />

Freeman (1979) defines network centrality as “<str<strong>on</strong>g>the</str<strong>on</strong>g> degree to which <str<strong>on</strong>g>the</str<strong>on</strong>g> firm has a strategically<br />

important positi<strong>on</strong> in <str<strong>on</strong>g>the</str<strong>on</strong>g> network”. Companies with higher degree centrality have more visibility in <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

network and are more desirable for networking by o<str<strong>on</strong>g>the</str<strong>on</strong>g>r companies (Gulati et al. 2002). As a result, a<br />

firm with higher degree centrality can attract more resource rich partners (Gulati 1999). Ano<str<strong>on</strong>g>the</str<strong>on</strong>g>r<br />

benefit <str<strong>on</strong>g>of</str<strong>on</strong>g> degree centrality is <str<strong>on</strong>g>the</str<strong>on</strong>g> experience that <str<strong>on</strong>g>the</str<strong>on</strong>g>y gain in firm cooperati<strong>on</strong> (Gulati et al. 2002).<br />

Moreover it increases <str<strong>on</strong>g>the</str<strong>on</strong>g> abilities <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> focal firm to extract value from alliances. Power <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

endorsement is ano<str<strong>on</strong>g>the</str<strong>on</strong>g>r benefit <str<strong>on</strong>g>of</str<strong>on</strong>g> having higher status in <str<strong>on</strong>g>the</str<strong>on</strong>g> network (Stuart 2000). According to<br />

resource dependency <str<strong>on</strong>g>the</str<strong>on</strong>g>ory (Pfeffer and Salancik 1987) <str<strong>on</strong>g>the</str<strong>on</strong>g> power <str<strong>on</strong>g>of</str<strong>on</strong>g> endorsement can provide<br />

opportunities for <str<strong>on</strong>g>the</str<strong>on</strong>g> focal firm that is not available to o<str<strong>on</strong>g>the</str<strong>on</strong>g>rs.<br />

Higher ego network size helps focal firms to receive feedback about <str<strong>on</strong>g>the</str<strong>on</strong>g>ir products or services from<br />

different perspectives. They will have <str<strong>on</strong>g>the</str<strong>on</strong>g> opportunity to look at <str<strong>on</strong>g>the</str<strong>on</strong>g>ir products/services from different<br />

aspects and improve <str<strong>on</strong>g>the</str<strong>on</strong>g>m (incremental innovati<strong>on</strong>). Moreover higher degree centrality provides <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

managers’ <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> focal firms with more opportunities to interact with managers <str<strong>on</strong>g>of</str<strong>on</strong>g> o<str<strong>on</strong>g>the</str<strong>on</strong>g>r firms and<br />

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