Regression analysis of trade union influence and cultural clusters, and their interactions as predictors of HR service outsourcing variables
| Payroll and benefits | Pensions | Training and development | |||||||
|---|---|---|---|---|---|---|---|---|---|
| B | S.E. (HC3) | p-value | B | S.E. (HC3) | p-value | B | S.E. (HC3) | p-value | |
| Constant | 0.279 | 0.099 | 0.005 | 1.802 | 0.122 | 0.000 | 0.795 | 0.088 | <0.001 |
| Trade unions influence | 0.149 | 0.022 | <0.001 | 0.043 | 0.026 | 0.099 | 0.169 | 0.019 | <0.001 |
| Total number of employees (n) | 0.000 | 0.000 | 0.820 | 0.000 | 0.000 | 0.206 | 0.000 | 0.000 | 0.953 |
| Organizational tenure (years) | 0.000 | 0.001 | 0.653 | 0.000 | 0.001 | 0.737 | 0.001 | 0.001 | 0.171 |
| Gender (male) | 0.093 | 0.055 | 0.090 | 0.053 | 0.067 | 0.428 | 0.065 | 0.049 | 0.186 |
| University degree (Yes) | 0.202 | 0.065 | 0.002 | 0.173 | 0.080 | 0.030 | 0.217 | 0.058 | <0.001 |
| Sector | |||||||||
| Private vs. Public | 0.103 | 0.112 | 0.108 | −0.036 | 0.078 | 0.645 | −0.044 | 0.057 | 0.432 |
| Non-Profit Sector vs. Public | −0.291 | 0.147 | 0.010 | −0.236 | 0.138 | 0.086 | −0.159 | 0.099 | 0.111 |
| Public and Private vs. Public | −0.163 | 0.147 | 0.269 | 0.073 | 0.181 | 0.687 | −0.122 | 0.131 | 0.352 |
| Cultural cluster | |||||||||
| Anglo vs. Nordic | 0.450 | 0.068 | <0.001 | −0.047 | 0.084 | 0.573 | 0.138 | 0.061 | 0.023 |
| Germanic vs. Nordic | 0.469 | 0.065 | <0.001 | 0.129 | 0.079 | 0.104 | 0.306 | 0.057 | <0.001 |
| Anglo vs. Germanic | −0.019 | 0.072 | 0.794 | −0.176 | 0.088 | 0.046 | −0.168 | 0.064 | 0.009 |
| Interaction effects | |||||||||
| Int. Tr × A vs. Tr × N | 0.316 | 0.065 | <0.001 | 0.229 | 0.059 | <0.001 | 0.200 | 0.043 | <0.001 |
| Int. Tr × G vs. Tr × N | 0.286 | 0.048 | <0.001 | 0.272 | 0.062 | <0.001 | 0.142 | 0.045 | 0.002 |
| Int. Tr × A vs. Tr × G | 0.030 | 0.050 | 0.548 | −0.044 | 0.061 | 0.475 | 0.057 | 0.044 | 0.196 |
| Adjusted R2 | 0.081 | 0.018 | 0.069 | ||||||
| Payroll and benefits | Pensions | Training and development | |||||||
|---|---|---|---|---|---|---|---|---|---|
| 0.279 | 0.099 | 0.005 | 1.802 | 0.122 | 0.000 | 0.795 | 0.088 | <0.001 | |
| Trade unions influence | 0.149 | 0.022 | <0.001 | 0.043 | 0.026 | 0.099 | 0.169 | 0.019 | <0.001 |
| Total number of employees ( | 0.000 | 0.000 | 0.820 | 0.000 | 0.000 | 0.206 | 0.000 | 0.000 | 0.953 |
| Organizational tenure (years) | 0.000 | 0.001 | 0.653 | 0.000 | 0.001 | 0.737 | 0.001 | 0.001 | 0.171 |
| Gender (male) | 0.093 | 0.055 | 0.090 | 0.053 | 0.067 | 0.428 | 0.065 | 0.049 | 0.186 |
| University degree (Yes) | 0.202 | 0.065 | 0.002 | 0.173 | 0.080 | 0.030 | 0.217 | 0.058 | <0.001 |
| Private | 0.103 | 0.112 | 0.108 | −0.036 | 0.078 | 0.645 | −0.044 | 0.057 | 0.432 |
| Non-Profit Sector | −0.291 | 0.147 | 0.010 | −0.236 | 0.138 | 0.086 | −0.159 | 0.099 | 0.111 |
| Public and Private | −0.163 | 0.147 | 0.269 | 0.073 | 0.181 | 0.687 | −0.122 | 0.131 | 0.352 |
| Anglo | 0.450 | 0.068 | <0.001 | −0.047 | 0.084 | 0.573 | 0.138 | 0.061 | 0.023 |
| Germanic | 0.469 | 0.065 | <0.001 | 0.129 | 0.079 | 0.104 | 0.306 | 0.057 | <0.001 |
| Anglo | −0.019 | 0.072 | 0.794 | −0.176 | 0.088 | 0.046 | −0.168 | 0.064 | 0.009 |
| Int. Tr × A | 0.316 | 0.065 | <0.001 | 0.229 | 0.059 | <0.001 | 0.200 | 0.043 | <0.001 |
| Int. Tr × G vs. Tr × N | 0.286 | 0.048 | <0.001 | 0.272 | 0.062 | <0.001 | 0.142 | 0.045 | 0.002 |
| Int. Tr × A vs. Tr × G | 0.030 | 0.050 | 0.548 | −0.044 | 0.061 | 0.475 | 0.057 | 0.044 | 0.196 |
| 0.081 | 0.018 | 0.069 | |||||||
| Workforce outplacement/reduction | HR information systems/technology | Recruitment | |||||||
|---|---|---|---|---|---|---|---|---|---|
| B | S.E. (HC3) | p-value | B | S.E. (HC3) | p-value | B | S.E. (HC3) | p-value | |
| Constant | 0.102 | 0.088 | <0.001 | 0.882 | 0.104 | <0.001 | 0.322 | 0.081 | <0.001 |
| Trade unions influence | 0.167 | 0.019 | <0.001 | 0.179 | 0.023 | <0.001 | 0.164 | 0.018 | <0.001 |
| Total number of employees (n) | 0.000 | 0.000 | 0.123 | 0.000 | 0.000 | 0.533 | 0.000 | 0.000 | 0.738 |
| Organizational tenure (years) | −0.001 | 0.001 | 0.160 | 0.000 | 0.001 | 0.621 | 0.000 | 0.001 | 0.746 |
| Gender (male) | 0.128 | 0.047 | 0.006 | 0.175 | 0.058 | 0.003 | 0.145 | 0.045 | 0.001 |
| University degree (Yes) | 0.190 | 0.055 | <0.001 | 0.238 | 0.068 | <0.001 | 0.204 | 0.053 | <0.001 |
| Sector | |||||||||
| Private vs. Public | −0.004 | 0.054 | 0.938 | −0.091 | 0.067 | 0.176 | 0.282 | 0.052 | <0.001 |
| Non-Profit Sector vs. Public | 0.009 | 0.095 | 0.927 | −0.055 | 0.118 | 0.639 | −0.007 | 0.092 | 0.941 |
| Public and Private vs. Public | 0.276 | 0.125 | 0.027 | −0.122 | 0.155 | 0.432 | 0.283 | 0.121 | 0.019 |
| Cultural cluster | |||||||||
| Anglo vs. Nordic | 0.491 | 0.058 | <0.001 | 0.036 | 0.072 | 0.616 | 0.162 | 0.056 | 0.004 |
| Germanic vs. Nordic | 0.383 | 0.055 | <0.001 | 0.088 | 0.068 | 0.197 | 0.298 | 0.053 | <0.001 |
| Anglo vs. Germanic | 0.108 | 0.061 | 0.075 | −0.052 | 0.075 | 0.492 | −0.136 | 0.059 | 0.021 |
| Interaction effects | |||||||||
| Int. Tr × A vs. Tr × N | 0.368 | 0.041 | <0.001 | 0.097 | 0.051 | 0.054 | 0.312 | 0.039 | <0.001 |
| Int. Tr × G vs. Tr × N | 0.236 | 0.043 | <0.001 | 0.115 | 0.054 | 0.056 | 0.211 | 0.042 | <0.001 |
| Int. Tr × A vs. Tr × G | 0.133 | 0.042 | 0.002 | −0.017 | 0.053 | 0.741 | 0.100 | 0.041 | 0.014 |
| Adjusted R2 | 0.125 | 0.049 | 0.108 | ||||||
| Workforce outplacement/reduction | HR information systems/technology | Recruitment | |||||||
|---|---|---|---|---|---|---|---|---|---|
| 0.102 | 0.088 | <0.001 | 0.882 | 0.104 | <0.001 | 0.322 | 0.081 | <0.001 | |
| Trade unions influence | 0.167 | 0.019 | <0.001 | 0.179 | 0.023 | <0.001 | 0.164 | 0.018 | <0.001 |
| Total number of employees ( | 0.000 | 0.000 | 0.123 | 0.000 | 0.000 | 0.533 | 0.000 | 0.000 | 0.738 |
| Organizational tenure (years) | −0.001 | 0.001 | 0.160 | 0.000 | 0.001 | 0.621 | 0.000 | 0.001 | 0.746 |
| Gender (male) | 0.128 | 0.047 | 0.006 | 0.175 | 0.058 | 0.003 | 0.145 | 0.045 | 0.001 |
| University degree (Yes) | 0.190 | 0.055 | <0.001 | 0.238 | 0.068 | <0.001 | 0.204 | 0.053 | <0.001 |
| Private | −0.004 | 0.054 | 0.938 | −0.091 | 0.067 | 0.176 | 0.282 | 0.052 | <0.001 |
| Non-Profit Sector | 0.009 | 0.095 | 0.927 | −0.055 | 0.118 | 0.639 | −0.007 | 0.092 | 0.941 |
| Public and Private | 0.276 | 0.125 | 0.027 | −0.122 | 0.155 | 0.432 | 0.283 | 0.121 | 0.019 |
| Anglo | 0.491 | 0.058 | <0.001 | 0.036 | 0.072 | 0.616 | 0.162 | 0.056 | 0.004 |
| Germanic | 0.383 | 0.055 | <0.001 | 0.088 | 0.068 | 0.197 | 0.298 | 0.053 | <0.001 |
| Anglo | 0.108 | 0.061 | 0.075 | −0.052 | 0.075 | 0.492 | −0.136 | 0.059 | 0.021 |
| Int. Tr × A | 0.368 | 0.041 | <0.001 | 0.097 | 0.051 | 0.054 | 0.312 | 0.039 | <0.001 |
| Int. Tr × G vs. Tr × N | 0.236 | 0.043 | <0.001 | 0.115 | 0.054 | 0.056 | 0.211 | 0.042 | <0.001 |
| Int. Tr × A vs. Tr × G | 0.133 | 0.042 | 0.002 | −0.017 | 0.053 | 0.741 | 0.100 | 0.041 | 0.014 |
| 0.125 | 0.049 | 0.108 | |||||||
| Selection | Processing routine queries | |||||
|---|---|---|---|---|---|---|
| B | S.E. (HC3) | p-value | B | S.E. (HC3) | p-value | |
| Constant | −0.115 | 0.077 | 0.136 | −0.466 | 0.073 | <0.001 |
| Trade unions influence | 0.224 | 0.017 | <0.001 | 0.220 | 0.016 | <0.001 |
| Total number of employees (n) | 0.000 | 0.000 | 0.474 | 0.000 | 0.000 | 0.280 |
| Organizational tenure (years) | 0.000 | 0.001 | 0.885 | 0.000 | 0.001 | 0.451 |
| Gender (male) | 0.198 | 0.043 | <0.001 | 0.175 | 0.041 | <0.001 |
| University degree (Yes) | 0.201 | 0.050 | <0.001 | 0.192 | 0.048 | <0.001 |
| Sector | ||||||
| Private vs. Public | 0.100 | 0.050 | 0.044 | 0.060 | 0.047 | 0.199 |
| Non-Profit Sector vs. Public | 0.045 | 0.087 | 0.606 | 0.011 | 0.083 | 0.891 |
| Public and Private vs. Public | 0.229 | 0.115 | 0.047 | 0.215 | 0.109 | 0.049 |
| Cultural cluster | ||||||
| Anglo vs. Nordic | 0.289 | 0.053 | <0.001 | 0.752 | 0.050 | <0.001 |
| Germanic vs. Nordic | 0.339 | 0.050 | <0.001 | 0.622 | 0.048 | <0.001 |
| Anglo vs. Germanic | −0.051 | 0.056 | 0.365 | 0.130 | 0.053 | 0.015 |
| Interaction effects | ||||||
| Int. Tr × A vs. Tr × N | 0.355 | 0.038 | <0.001 | 0.429 | 0.036 | <0.001 |
| Int. Tr × G vs. Tr × N | 0.226 | 0.040 | <0.001 | 0.302 | 0.038 | <0.001 |
| Int. Tr × A vs. Tr × G | 0.129 | 0.039 | <0.001 | 0.128 | 0.037 | <0.001 |
| Adjusted R2 | 0.162 | 0.239 | ||||
| Selection | Processing routine queries | |||||
|---|---|---|---|---|---|---|
| −0.115 | 0.077 | 0.136 | −0.466 | 0.073 | <0.001 | |
| Trade unions influence | 0.224 | 0.017 | <0.001 | 0.220 | 0.016 | <0.001 |
| Total number of employees ( | 0.000 | 0.000 | 0.474 | 0.000 | 0.000 | 0.280 |
| Organizational tenure (years) | 0.000 | 0.001 | 0.885 | 0.000 | 0.001 | 0.451 |
| Gender (male) | 0.198 | 0.043 | <0.001 | 0.175 | 0.041 | <0.001 |
| University degree (Yes) | 0.201 | 0.050 | <0.001 | 0.192 | 0.048 | <0.001 |
| Private | 0.100 | 0.050 | 0.044 | 0.060 | 0.047 | 0.199 |
| Non-Profit Sector | 0.045 | 0.087 | 0.606 | 0.011 | 0.083 | 0.891 |
| Public and Private | 0.229 | 0.115 | 0.047 | 0.215 | 0.109 | 0.049 |
| Anglo | 0.289 | 0.053 | <0.001 | 0.752 | 0.050 | <0.001 |
| Germanic | 0.339 | 0.050 | <0.001 | 0.622 | 0.048 | <0.001 |
| Anglo | −0.051 | 0.056 | 0.365 | 0.130 | 0.053 | 0.015 |
| Int. Tr × A | 0.355 | 0.038 | <0.001 | 0.429 | 0.036 | <0.001 |
| Int. Tr × G vs. Tr × N | 0.226 | 0.040 | <0.001 | 0.302 | 0.038 | <0.001 |
| Int. Tr × A vs. Tr × G | 0.129 | 0.039 | <0.001 | 0.128 | 0.037 | <0.001 |
| 0.162 | 0.239 | |||||
Note(s): B = Standardized coefficient, S.E. = Standard Error, HC3 = Heteroscedasticity-Consistent Estimator, Tr = Trade union influence, A = Anglo Cluster, G = Germanic Cluster, N = Nordic Cluster
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