Network properties of ECPI, DPT-wide, and university partners’ ego networks (T1–T3)
| T1 | T2 | T3 | |
|---|---|---|---|
| ECPI network | |||
| Network size (number of actors) | 219 | 298 | 590 |
| Number of collaborative ties | 256 | 408 | 1,358 |
| Average degree (in- or out-degree) | 1.17 | 1.37 | 2.30 |
| Actor-level reciprocity | 0.30 | 0.29 | 0.34 |
| Dyad reciprocity | 0.18 | 0.17 | 0.21 |
| Transitivity | 0.34 | 0.29 | 0.58 |
| DPT-wide ego network | |||
| Network size (number of actors) | 209 | 291 | 575 |
| Number of collaborative ties | 249 | 408 | 1,358 |
| Average degree (in- or out-degree) | 1.19 | 1.40 | 2.36 |
| Actor-level reciprocity | 0.31 | 0.29 | 0.34 |
| Dyad reciprocity | 0.18 | 0.17 | 0.21 |
| Transitivity | 0.34 | 0.29 | 0.58 |
| University partners’ (UP) network profile | |||
| Number of UPs (egos) | 47 | 53 | 61 |
| Engaged UPs (degree centrality >0) | 32 | 46 | 53 |
| Percentage of engaged UPs among all UPs | 68% | 87% | 85% |
| Degree centrality of engaged UPs1 | 2.35 (3.97) | 2.57* (4.07) | 5.24*** (7.35) |
| UPs in brokering role (betweenness centrality >0) | 6 | 10 | 17 |
| Percentage of UPs in brokering role | 13% | 19% | 28% |
| University partners’ (UP) ego network | |||
| Network size of UP’s 1-step ego neighborhood | 78 | 94 | 198*** |
| Number of collaborative ties | 117 | 202 | 951 |
| Average degree (in- or out-degree) | 1.50 | 2.15 | 4.80 |
| Actor-level reciprocity | 0.38 | 0.44 | 0.40 |
| Dyad reciprocity | 0.23 | 0.28 | 0.25 |
| Transitivity | 0.52 | 0.46 | 0.68 |
| UP’s 1-step ego network reach across ECPI network | 36% | 32% | 34% |
| UP’s 1-step ego network reach across DPT-wide network | 37% | 32% | 34% |
| UP’s IQV2 in 1-step ego network | 0.31 (0.36) | 0.26 (0.34) | 0.54*** (0.28) |
| Network size of UP’s 2-step ego neighborhood | 119 | 166 | 279 |
| UP’s 2-step ego network reach across ECPI network | 54% | 56% | 47% |
| UP’s 2-step ego network reach across DPT-wide network | 57% | 57% | 49% |
| T1 | T2 | T3 | |
|---|---|---|---|
| Network size (number of actors) | 219 | 298 | 590 |
| Number of collaborative ties | 256 | 408 | 1,358 |
| Average degree (in- or out-degree) | 1.17 | 1.37 | 2.30 |
| Actor-level reciprocity | 0.30 | 0.29 | 0.34 |
| Dyad reciprocity | 0.18 | 0.17 | 0.21 |
| Transitivity | 0.34 | 0.29 | 0.58 |
| Network size (number of actors) | 209 | 291 | 575 |
| Number of collaborative ties | 249 | 408 | 1,358 |
| Average degree (in- or out-degree) | 1.19 | 1.40 | 2.36 |
| Actor-level reciprocity | 0.31 | 0.29 | 0.34 |
| Dyad reciprocity | 0.18 | 0.17 | 0.21 |
| Transitivity | 0.34 | 0.29 | 0.58 |
| Number of UPs (egos) | 47 | 53 | 61 |
| Engaged UPs (degree centrality >0) | 32 | 46 | 53 |
| Percentage of engaged UPs among all UPs | 68% | 87% | 85% |
| Degree centrality of engaged UPs1 | 2.35 (3.97) | 2.57* (4.07) | 5.24*** (7.35) |
| UPs in brokering role (betweenness centrality >0) | 6 | 10 | 17 |
| Percentage of UPs in brokering role | 13% | 19% | 28% |
| Network size of UP’s 1-step ego neighborhood | 78 | 94 | 198*** |
| Number of collaborative ties | 117 | 202 | 951 |
| Average degree (in- or out-degree) | 1.50 | 2.15 | 4.80 |
| Actor-level reciprocity | 0.38 | 0.44 | 0.40 |
| Dyad reciprocity | 0.23 | 0.28 | 0.25 |
| Transitivity | 0.52 | 0.46 | 0.68 |
| UP’s 1-step ego network reach across ECPI network | 36% | 32% | 34% |
| UP’s 1-step ego network reach across DPT-wide network | 37% | 32% | 34% |
| UP’s IQV2 in 1-step ego network | 0.31 (0.36) | 0.26 (0.34) | 0.54*** (0.28) |
| Network size of UP’s 2-step ego neighborhood | 119 | 166 | 279 |
| UP’s 2-step ego network reach across ECPI network | 54% | 56% | 47% |
| UP’s 2-step ego network reach across DPT-wide network | 57% | 57% | 49% |
Note(s): Values in parentheses represent standard deviations. IQV denotes the Index of Qualitative Variation, which measures the heterogeneity of an individual’s direct connections. 1Paired sample t-test on degree centrality between T1 and T2 is t = 1.828, p = 0.036; between T2 and T3 is t = 4.761, p < 0.001. 2Paired sample t-test on university partners’ IQV between T1 and T2 is t = 1.828, p = 0.036; between T2 and T3 is t = 4.761, p < 0.001. Ego network reach is measured by the proportion of university partners’ ego network size relative to the ECPI or DPT-wide ego network size
Source(s): Authors’ own creation
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