APPENDIX 2. PRINCIPAL COMPONENT ANALYSES OF ORGANIZATIONAL RESOURCES AND INFORMATION SOURCING


Table A2-1. Principal component scores for organizational resources (scores > 0.5 bolded). [Erratum]


Component
Organizational resources Procedures External coordination Internal coordination Support Spatial tools Time and money
Percent variance explained 15.44 12.43 12.14 9.39 9.35 8.96
Documentation 0.836 0.224 0.061 0.049 0.133 0.003
Monitoring and auditing 0.734 0.343 0.155 0.088 -0.071 0.018
Information management 0.694 0.186 0.179 0.131 0.291 0.044
Guidelines for exceptions/ rare situations 0.641 -0.026
0.332 0.199 0.014 0.181
Continuous improvement of practices 0.446 0.450 0.389 0.081 -0.048 0.086
Contact with clients 0.204 0.828 0.229 0.044 0.083 0.090
Contact with stakeholders 0.268 0.815 0.173 0.068 0.083 0.090
Training 0.206 0.077 0.775 0.047 0.116 0.062
Involvement of workers in developing organizational practices 0.059 0.427 0.692 0.163 -0.009 0.062
Instructions and policies 0.490 0.066 0.626 0.149 0.148 0.075
Communication within organization 0.202 0.458 0.582 0.122 0.028 0.163
Co-workers' help 0.002 -0.026 0.199 0.838 0.072 -0.009
Specialist help 0.298 0.040 0.121 0.709 0.089 0.078
Guidelines 0.109 0.360 -0.052 0.544 0.240 0.077
Field computer or GPS -0.032 -0.013 0.120 -0.068 0.792 -0.019
GIS data 0.201 -0.004 -0.001 0.185 0.755 -0.042
Maps 0.087 0.227 0.044 0.305 0.590 0.059
Time 0.019 0.070 0.064 0.049 -0.012 0.901
Financial resources 0.124 0.123 0.126 0.047 -0.004 0.880
†Eigenvalues > 1; varimax rotation with Kaiser normalization converged in six iterations.


Table A2-2. Princial component scores for information sourcing (scores > 0.5 bolded).

  Component
Information sources Public agencies Forestry operations Internal Forest administr
Percent variance explained 18.53 16.40 10.47 10.21
Regional council 0.812 0.219 -0.034 -0.026
Forestry Development Centre Tapio 0.816 0.251 -0.045 -0.014
Finnish Environment Institute 0.716 0.057 0.219 0.039
Municipal zoning 0.695 0.168 0.099 0.141
Land use register 0.603 0.068 0.131 0.125
Regional environment centre 0.572 -0.016 0.219 0.330
Logging contractor 0.133 0.729 0.167 -0.164
Own organization, subordinates 0.119 0.684 0.326 -0.166
Other forestry professionals 0.095 0.654 0.149 0.027
Timber buyer 0.155 0.591 0.169 -0.025
Forest owner 0.118 0.570 -0.079 0.288
Local forest management association 0.122 0.533 0.180 0.206
Own organization, nature specialist 0.200 0.150 0.719 0.172
Own organization, co-worker 0.012 0.420 0.657 0.250
Own organization, supervisor 0.263 0.264 0.655 0.019
Regional forestry centre 0.094 0.098 0.166 0.823
Inventory data 0.215 -0.131 0.234 0.748
Forest plan 0.046 0.532 -0.217 0.528
Nature NGO 0.499 0.069 0.363 0.062
†Eigenvalues > 1; varimax rotation with Kaiser normalization converged in seven iterations.