1 Introduction
1.1 Theory and Hypotheses
1.2 Trade Openness and Innovation
1.3 Workforce Diversity
1.3.1 Trade Openness and Workforce Diversity
H1: Trade openness is positively associated with workforce diversity.
1.3.2 Trade Openness and Venture Capital
H2: Trade openness positively impacts the availability of venture capital.
1.3.3 Venture Capital and Collaboration
H3: Venture capital positively impacts collaboration.
1.3.4 Collaboration and Workforce Diversity
H4: Collaboration positively impacts workforce diversity.
1.3.5 Serial Mediation of Venture Capital and Collaboration Between Trade Openness and Workforce Diversity
H5: Trade openness has a positive indirect impact on workforce diversity through venture capital and collaboration.
2 Methods and Data
2.1 Variables and Measures
2.2 Control Variables
3 Results
3.1 Descriptive Statistics and Correlations
Mean | Std. DV. | TRADEOP | VENTCAP | COLLAB | DIVERSE | GRINNOV | EASEOH | GOVPOL | LABPOL | FINSME | MKTCAP | DEVELOP | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
TRADEOP | 58.112 | 9.159 | - | ||||||||||
VENTCAP | 3.258 | 0.816 | 0.550** | - | |||||||||
COLLAB | 3.867 | 0.696 | 0.504** | 0.864** | - | ||||||||
DIVERSE | 4.489 | 0.649 | 0.442** | 0.574** | 0.676** | - | |||||||
GRINNOV | 4.137 | 0.621 | 0.473** | 0.834** | 0.898** | 0.690** | - | ||||||
EASEOH | 4.148 | 0.614 | 0.204* | 0.161 | 0.196* | 0.180* | 0.176* | - | |||||
GOVPOL | 4.057 | 0.966 | 0.523** | 0.702** | 0.740** | 0.621** | 0.690** | 0.334** | - | ||||
LABPOL | 3.525 | 1.059 | 0.534** | 0.797** | 0.829** | 0.556** | 0.757** | 0.099 | 0.719** | - | |||
FINSME | 3.937 | 0.701 | 0.564** | 0.918** | 0.824** | 0.600** | 0.804** | 0.175* | 0.724** | 0.773** | - | ||
MKTCAP | 49.754 | 104.738 | 0.435** | 0.410** | 0.410** | 0.329** | 0.368** | 0.013 | 0.366** | 0.324** | 0.403** | - | |
DEVELOP | 0.333 | 0.473 | 0.369** | 0.325** | 0.386** | 0.095 | 0.318** | -0.006 | 0.146 | 0.536** | 0.313** | 0.043 | - |
GDP | 2.248 | 0.769 | 0.169 | 0.470** | 0.436** | 0.279** | 0.461** | 0.019 | 0.165 | 0.317** | 0.388** | 0.265** | 0.189* |
3.2 The Hypotheses Testing
3.3 Tests for Direct Impact
Path coefficients (β) | ||||
---|---|---|---|---|
VENT CAP | COLLAB | DIVERSE | TRADEOP | |
Control Variables | ||||
GRINNOV | 0.51*** | 0.562*** | ||
EASEOH | 0.015 | |||
GOVPOL | 0.247*** | |||
LABPOL | 0.098 | |||
FINSME | 0.030 | |||
MKTCAP | 0.059 | |||
DEVELOP | 0.046 | 0.094** | -0.256** | 0.0349*** |
GDP | 0.163** | -0.020 | 0.103 | |
Independent Variables | ||||
TRADEOP | 0.135** | 0.179* | ||
Mediating Variables | ||||
VENT CAP | 0.322*** | |||
COLLAB | 0.600*** | |||
R-Square | 0.764 | 0.860 | 0.518 |
3.4 Tests for Serial Mediation
Total Effect | Direct effect | Indirect effect via VENTCAP and COLLAB | |
---|---|---|---|
TRADEOP ◊ DIVERSE | 0.205 (0.063 to 0.338) a | 0.179 (0.037 to 0.320) a | 0.026 (0.004 to 0.054) a |