Submitted:
27 October 2025
Posted:
29 October 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Sites
2.2. Selection of Actors
2.3. Mixed-Method Social Network Analysis
3. Results
3.1. Actor Network of Dano
3.2. Actor Network of Bolgatanga/ Bongo
3.3. Actor Network of Nzema East/ Ellembelle/ Jomoro
4. Discussion
4.1. Network Characteristics of Dano
4.2. Network Characteristics of Bolgatanga/ Bongo and Nzema East/ Ellembelle/ Jomoro
4.3. Enhancing the provision of extension services
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Nodes | Actors | Responses | IDs | ODs | BCs |
|---|---|---|---|---|---|
| 1 | Miner | 1 | 3 | 4 | 11.00 |
| 2 | Financial Institution | 2 | 1 | 7 | 1.32 |
| 3 | Researcher | 1 | 6 | 7 | 0.70 |
| 4 | Artisan | 1 | 8 | 4 | 1.32 |
| 5 | Service Provider | 4 | 9 | 7 | 11.80 |
| 6 | Technical Service | 6 | 7 | 8 | 16.55 |
| 7 | Producer | 12 | 10 | 9 | 18.62 |
| 8 | Agricultural Processor | 3 | 7 | 6 | 1.03 |
| 9 | NGO | 6 | 9 | 9 | 25.60 |
| 10 | Governmental Institution | 6 | 3 | 3 | 22.00 |
| 11 | Cooperative | 7 | 8 | 7 | 3.07 |
| 12 | Local Government | 6 | 4 | 4 | 0.00 |
| 13 | Ministries | 7 | 1 | 1 | 0.00 |
| Nodes | Actors | Responses | IDs | ODs | BCs |
|---|---|---|---|---|---|
| 1 | Farmer | 5 | 14 | 8 | 219.92 |
| 2 | Water Use Association | 4 | 1 | 2 | 2.00 |
| 3 | Agricultural Extension Officers | 3 | 6 | 4 | 62.00 |
| 4 | Farm-based organizations/ cooperative | 1 | 9 | 5 | 77.92 |
| 5 | Input Dealers | 6 | 2 | 3 | 2.17 |
| 6 | NGO’s | 2 | 3 | 2 | 2.33 |
| 7 | Ghana Irrigation Development Authority | 0 | 2 | 3 | 25.50 |
| 8 | Forest Commission | 1 | 4 | 1 | 0.50 |
| 9 | Environmental Protection Agency | 3 | 3 | 6 | 47.50 |
| 10 | Regional Coordination Council | 3 | 2 | 6 | 5.33 |
| 11 | Agricultural Control Officers | 0 | 1 | 0 | 0.00 |
| 12 | Cooperative Advisors | 1 | 2 | 2 | 9.83 |
| 13 | Distributors | 1 | 3 | 4 | 35.17 |
| 14 | Local Government | 9 | 3 | 2 | 8.42 |
| 15 | Traditional Authorities | 7 | 2 | 2 | 20.00 |
| 16 | Council for Scientific and Industrial Research | 2 | 4 | 3 | 50.42 |
| 17 | Training Schools | 0 | 2 | 3 | 26.50 |
| 18 | Ministries | 18 | 0 | 1 | 0.00 |
| 19 | Agro-Industries | 0 | 2 | 1 | 1.50 |
| 20 | Donors/ External Financers | 0 | 1 | 4 | 5.17 |
| 21 | Credit Institutions | 2 | 1 | 1 | 0.00 |
| 22 | Water Resource Commission | 3 | 3 | 2 | 41.58 |
| 23 | Government | 1 | 3 | 8 | 51.25 |
| Nodes | Actors | IDs | ODs | BCs |
|---|---|---|---|---|
| 1 | Farmer | 12 | 11 | 97.26 |
| 2 | Agricultural Extension Officer | 4 | 4 | 15.87 |
| 3 | NGO | 9 | 9 | 57.10 |
| 4 | Farm-based Organization/ Cooperatives | 9 | 9 | 35.79 |
| 5 | Input Dealers | 3 | 3 | 1.53 |
| 6 | Land Owners | 2 | 2 | 0.00 |
| 7 | Ghana Irrigation Development Authority | 1 | 0 | 0.00 |
| 8 | Forest Commission | 3 | 4 | 0.37 |
| 9 | Environmental Protection Agency | 5 | 5 | 8.12 |
| 10 | Regional Coordination Council | 3 | 3 | 0.00 |
| 11 | Agricultural Training Schools | 2 | 2 | 1.22 |
| 12 | Distributers | 5 | 5 | 6.52 |
| 13 | Local Government | 6 | 6 | 21.02 |
| 14 | Traditional Authorities | 4 | 4 | 8.23 |
| 15 | Research Institutes | 8 | 9 | 42.98 |
| 16 | Universities | 4 | 4 | 5.39 |
| 17 | Ministries | 6 | 6 | 34.74 |
| 18 | Agro-Industries | 5 | 4 | 6.68 |
| 19 | Financial Institutions | 4 | 4 | 2.56 |
| 20 | Meteorological Service | 3 | 3 | 4.07 |
| 21 | Water Resource Commission | 4 | 5 | 25.64 |
| 22 | Government | 7 | 7 | 36.91 |
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