Dimension reduction of input variables used in cluster analysis
| Factor | Items (from 1 to 5) | Factor loadings | Statistics and tests | Previous studies |
|---|---|---|---|---|
| Causation | Avoiding surprises | 0.946 | Mean (s.dev) = 24.9 (10.10) Cronbach alpha = 0.974 Factor = 1 Explained variance = 82.78% KMO = 0.953 Batlet test = 4,652.02*** | Chandler et al., 2011 |
| Use of formalized strategies | 0.936 | |||
| Activities to reach farm targets | 0.934 | |||
| Focus on farm enterprise potential returns | 0.920 | |||
| Profit calculations of farm enterprise | 0.913 | |||
| Identifying farm risks | 0.911 | |||
| Farm business planning | 0.904 | |||
| Laying of farm business goals | 0.807 | |||
| Experimentation | Trying a number of inputs | 0.928 | Mean (s.dev) = 11.78(5.12 Cronbach alpha = 0.941 Factor = 1 Explained variance = 81.38% KMO = 0.853 Bartlet test = 1,659.79*** | Chandler et al., 2011 |
| Allowing production methods to evolve | 0.925 | |||
| Experiment with different methods | 0.915 | |||
| Trying with available resources | 0.838 | |||
| Flexibility | Adapting farm activities | 0.955 | Mean (s.dev) = 8.86 (4.06) Cronbach = 0.938 Factor = 1 Explained variance = 84.18 KMO = 0.746 Bartlett’s test = 1,199.99*** | Chandler et al., 2011 |
| Avoiding activities that limit flexibility | 0.947 | |||
| Taking advantage of new opportunities | 0.845 | |||
| Affordable loss | Focus on what the farmer is willing to lose | 0.822 | Mean (s.dev) = 5.74 (2.77) | Chandler et al., 2011 |
| Focus on minimum potential risk | 0.669 | Cronbach’s alpha = 0.952 Factor = 1 | ||
| Explained variance = 84.18% | ||||
| KMO = 0.599 | ||||
| Bartlet test = 256.256*** |
| Factor | Items (from 1 to 5) | Factor loadings | Statistics and tests | Previous studies |
|---|---|---|---|---|
| Causation | Avoiding surprises | 0.946 | Mean (s.dev) = 24.9 (10.10) | |
| Use of formalized strategies | 0.936 | |||
| Activities to reach farm targets | 0.934 | |||
| Focus on farm enterprise potential returns | 0.920 | |||
| Profit calculations of farm enterprise | 0.913 | |||
| Identifying farm risks | 0.911 | |||
| Farm business planning | 0.904 | |||
| Laying of farm business goals | 0.807 | |||
| Experimentation | Trying a number of inputs | 0.928 | Mean (s.dev) = 11.78(5.12 | |
| Allowing production methods to evolve | 0.925 | |||
| Experiment with different methods | 0.915 | |||
| Trying with available resources | 0.838 | |||
| Flexibility | Adapting farm activities | 0.955 | Mean (s.dev) = 8.86 (4.06) | |
| Avoiding activities that limit flexibility | 0.947 | |||
| Taking advantage of new opportunities | 0.845 | |||
| Affordable loss | Focus on what the farmer is willing to lose | 0.822 | Mean (s.dev) = 5.74 (2.77) | |
| Focus on minimum potential risk | 0.669 | Cronbach’s alpha = 0.952 | ||
| Explained variance = 84.18% | ||||
| KMO = 0.599 | ||||
| Bartlet test = 256.256*** |
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