Overview of factors included in the model and their quality criteria
| Constructs | Items | Factor loading+ | Eigenvalue | Cronbach's α | CR | AVE |
|---|---|---|---|---|---|---|
| RESOURCES | Average business practices score | 0.860 | 2.327 | 0.849 | 0.906 | 0.761 |
| Credit access | 0.766 | |||||
| Mean of RESOURCES | 0.982 | |||||
| SOCIAL | Group membership in generic local groups | 0.547 | 2.104 | 0.654 | 0.791 | 0.513 |
| Number of other sources of general information at the local level | 0.818 | |||||
| Number of sources of market and agricultural information at the local level** | 0.393 | |||||
| Mean of SOCIAL | 0.987 | |||||
| VERTICAL | Forge tight relationships with five major trading partners or less | 0.671 | 3.145 | 0.695 | 0.812 | 0.503 |
| Forge relational contract – long-term informal relationship without written contracts | 0.769 | |||||
| Sold to COMACOϯ | 0.160 | |||||
| Sold to Government | 0.676 | |||||
| Mean of VERTICAL | 0.995 | |||||
| HORIZONTAL | Membership in cooperative associations | 0.967 | 2.224 | 0.712 | 0.767 | 0.511 |
| Information from cooperative associations | 0.297 | |||||
| Market information from cooperative association | 0.260 | |||||
| Mean of HORIZONTAL | 0.992 | |||||
| LATERAL | Access to agricultural extension service | 0.880 | 2.000 | 0.717 | 0.847 | 0.666 |
| Access to NGOs | 0.475 | |||||
| Mean of LATERAL | 0.999 | |||||
| EASTERN | Eastern province | 1 | 1 | 1 | 1 | 1 |
| MUCHINGA | Muchinga province | 1 | 1 | 1 | 1 | 1 |
| EDUC | University education | 1 | 1 | 1 | 1 | 1 |
| PERFORMANCE | Stated maize quantity supplied | 0.906 | 2.069 | 0.929 | 0.950 | 0.828 |
| Revealed value of maize supplied | 0.942 | |||||
| Stated income from maize | 0.804 | |||||
| Mean of PERFORMANCE | 0.979 | |||||
| POWER | There is unequal bargaining/negotiating power between you and your customers | 0.703 | 3.065 | 0.833 | 0.884 | 0.610 |
| Some farmers supply large quantities of your crops to the market | 0.785 | |||||
| Some people have a very high reputation in your farming business | 0.746 | |||||
| Certain actors understand the business idea or interactions with customers better | 0.625 | |||||
| Mean of POWER | 0.997 | |||||
| TRUST | In contact with your customers, you never had the feeling of being misled | 1 | 1 | 1 | 1 | 1 |
| Constructs | Items | Factor loading+ | Eigenvalue | Cronbach's | CR | AVE |
|---|---|---|---|---|---|---|
| RESOURCES | Average business practices score | 0.860 | 2.327 | 0.849 | 0.906 | 0.761 |
| Credit access | 0.766 | |||||
| Mean of RESOURCES | 0.982 | |||||
| SOCIAL | Group membership in generic local groups | 0.547 | 2.104 | 0.654 | 0.791 | 0.513 |
| Number of other sources of general information at the local level | 0.818 | |||||
| Number of sources of market and agricultural information at the local level** | 0.393 | |||||
| Mean of SOCIAL | 0.987 | |||||
| VERTICAL | Forge tight relationships with five major trading partners or less | 0.671 | 3.145 | 0.695 | 0.812 | 0.503 |
| Forge relational contract – long-term informal relationship without written contracts | 0.769 | |||||
| Sold to COMACOϯ | 0.160 | |||||
| Sold to Government | 0.676 | |||||
| Mean of VERTICAL | 0.995 | |||||
| HORIZONTAL | Membership in cooperative associations | 0.967 | 2.224 | 0.712 | 0.767 | 0.511 |
| Information from cooperative associations | 0.297 | |||||
| Market information from cooperative association | 0.260 | |||||
| Mean of HORIZONTAL | 0.992 | |||||
| LATERAL | Access to agricultural extension service | 0.880 | 2.000 | 0.717 | 0.847 | 0.666 |
| Access to NGOs | 0.475 | |||||
| Mean of LATERAL | 0.999 | |||||
| EASTERN | Eastern province | 1 | 1 | 1 | 1 | 1 |
| MUCHINGA | Muchinga province | 1 | 1 | 1 | 1 | 1 |
| EDUC | University education | 1 | 1 | 1 | 1 | 1 |
| PERFORMANCE | Stated maize quantity supplied | 0.906 | 2.069 | 0.929 | 0.950 | 0.828 |
| Revealed value of maize supplied | 0.942 | |||||
| Stated income from maize | 0.804 | |||||
| Mean of PERFORMANCE | 0.979 | |||||
| POWER | There is unequal bargaining/negotiating power between you and your customers | 0.703 | 3.065 | 0.833 | 0.884 | 0.610 |
| Some farmers supply large quantities of your crops to the market | 0.785 | |||||
| Some people have a very high reputation in your farming business | 0.746 | |||||
| Certain actors understand the business idea or interactions with customers better | 0.625 | |||||
| Mean of POWER | 0.997 | |||||
| TRUST | In contact with your customers, you never had the feeling of being misled | 1 | 1 | 1 | 1 | 1 |
Note(s): CR=Composite reliability. AVE = Average variance extracted. ϮCOMACO denotes Community Markets for Conservation – an organization with a market-driven approach for conservation in the study area. COMACO provides major markets for rural farmers and rewards them for conserving their natural resources. +All the factor loadings are standardized and significant at p<10%. Factor loadings, Cronbach's α, CR and AVE are estimated from the PLS-SEM while eigenvalue is generated from the explorative factor analyses. **Cooperative membership and information sources from trading partners were omitted due to potential collinearity problems
Source(s): Authors' elaboration based on PLS-SEM estimations
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.