Abstract
Agriculture remains the backbone of most African economies, yet land degradation severely hampers agricultural productivity. Over the last decades, scientists and development practitioners have advocated integrated soil fertility management (ISFM) practices to improve soil fertility. However, their adoption rates are low, partly because many farmers in sub-Saharan Africa are not fully aware of the principles of this system innovation. This has been attributed to a wide communication gap between farmers and other agricultural actors in agricultural knowledge and innovation systems (AKIS). We add to the literature by applying innovation system approaches to ISFM awareness processes. This study aims to assess if AKIS are effectively disseminating ISFM knowledge by comparing results from two sites in Kenya and Ghana, which differ in the uptake of ISFM. Social network measures and statistical methods were employed using data from key formal actors and farmers. Our results suggest that the presence of weak knowledge ties is important for the awareness of ISFM at both research sites. However, in Kenya AKIS are more effective as there is a network of knowledge ties crucial for not only dissemination but also learning of complex innovations. This is largely lacking in Ghana where integration of formal and informal agricultural knowledge systems may be enhanced by fostering the function of informal and formal innovation brokers.
Similar content being viewed by others
Explore related subjects
Discover the latest articles and news from researchers in related subjects, suggested using machine learning.Notes
The concepts of Agricultural Knowledge and Information Systems and Agricultural Innovation systems (AIS) have been recently merged into Agricultural Knowledge and Innovation Systems (AKIS), more so in the European Union policy and research context (Klerkx et al. 2012; Pascucci and De-Magistris 2011).
In the urban zones, the smallest administrative unit was rather not a village but an area within a municipality.
Although there are a few marketing institutions in Tamale, the marketers that farmers deal with are often independent market ladies who would be considered informal actors. Conversely, in Kakamega market actors are often formal organizations although there is still a presence of informal marketers such as market ladies or traders.
The homogeneity of variances assumption was not violated for three ties: strong informal, weak formal and weak informal ties. The data was normally distributed for some groups according to the Shapiro–Wilk test (P < 0.05). For strong informal ties, all groups were distributed normally except the last group (IG + F+OR + LA). All groups for weak formal tie scores were normally distributed except for control group. Lastly, for weak informal ties groups IG + F and IG + F+M + LA were normally distributed but the other two were not. Nevertheless, one-way ANOVA is fairly robust to deviations from normality (Lix et al. 1996).
F* (star) one way ANOVA was used as an alternative to standard one way ANOVA as distribution of data for most groups was non-normal and the variances were heterogeneous. The F* test is robust even when the assumption of homogeneity of variance is violated (Wilcox 1987).
Abbreviations
- AGR:
-
African Green Revolution
- AGRA:
-
Alliance for a Green Revolution in Africa
- AIS:
-
Agricultural innovation systems
- AKIS:
-
Agricultural knowledge and innovation systems
- ANOVA:
-
Analysis of variance
- CBOs:
-
Community-based organizations
- CIAT:
-
International center for tropical agriculture
- F:
-
Fertilizer
- IARC:
-
International agricultural research centers
- IG:
-
Improved germplasm
- ISFM:
-
Integrated soil fertility management
- KARLO:
-
Kenya agricultural research and livestock organization
- LA:
-
Local adaptation
- NARS:
-
National agricultural research stations
- NGOs:
-
Non-governmental organizations
- OA:
-
Organic amendment
- UPA:
-
Urban and peri-urban
- SARI:
-
Savannah Agricultural Research Institute
- SD:
-
Standard deviation
- SSA:
-
Sub-Saharan Africa
- SWT:
-
Strength of weak ties
References
Adolwa, I.S., P.F. Okoth, R.M. Mulwa, A.O. Esilaba, F.S. Mairura, and E. Nambiro. 2012. Analysis of communication and dissemination channels influencing the adoption of integrated soil fertility management in western Kenya. The Journal of Agricultural Education and Extension 18(1): 71–86.
Agrawal, A. 1995. Dismantling the divide between indigenous and scientific knowledge. Development and Change 26(3): 413–439.
Agricultural Sector Development Support Programme. 2014. Household baseline survey report. Kakamega County. Ministry of Agriculture: Ministry of Agriculture, Livestock and Fisheries.
Altieri, M.A. 2002. Agroecology: The science of natural resource management for poor farmers in marginal environments. Agriculture, Ecosystems & Environment 93(1–3): 1–24.
Asres, A., J. Sölkner, R. Puskur, and M. Wurzinger. 2012. Livestock innovation systems and networks: Findings from smallholder dairy farmers in Ethiopia. Livestock Research for Rural Development 24(9). http://www.lrrd.org/lrrd24/9/amla24164.htm. Accessed 05 Aug 2016.
Bationo, A., A. Hartemink, O. Lungu, M. Naimi, P. Okoth, E. Smaling, L. Thiombiano, and B. Waswa. 2012a. Knowing the African soils to improve fertilizer recommendations. In Improving soil fertility recommendations in Africa using the decision support system for agrotechnology transfer (DSSAT), ed. J. Kihara, D. Fatondji, J.W. Jones, G. Hoogenboom, R. Tabo, and A. Bationo, 19–42. Dordrecht: Springer.
Bationo, A., J. Kihara, B. Vanlauwe, B. Waswa, and J. Kimetu. 2007. Soil organic carbon dynamics, functions and management in West African agro-ecosystems. Agricultural Systems 94(1): 13–25.
Bationo, A., J. Kimetu, J. Kihara, Z. Traore, M. Bagayoko, V. Bado, M. Lompo, R. Tabo, and S. Koala. 2012b. Cropping systems in the Sudano-Sahelian zone: Implications on soil fertility management over varied seasons. In Lessons learned from long-term soil fertility management experiments in Africa, ed. A. Bationo, B. Waswa, J. Kihara, I. Adolwa, B. Vanlauwe, and K. Saidou, 137–158. Dordrecht: Springer.
Bellwood-Howard, I.R.V. 2014. Smallholder perspectives on soil fertility management and markets in the African Green Revolution. Agroecology and Sustainable Food Systems 38(6): 660–685.
Bellwood-Howard, I., V. Häring, H. Karg, R. Roessler, J. Schlesinger, and M. Shakya. 2015. Characteristics of urban and peri-urban agriculture in West Africa. Results of an exploratory survey conducted in Tamale (Ghana) and Ouagadougou (Burkina Faso). Colombo, Sri Lanka: International Water Management Institute (IWMI) Working Paper 163.
Borgatti, S.P. 2006. E-NET software for the analysis of ego-network data. Needham: Analytic Technologies.
Borgatti, S., and D. Halgin. 2011. On network theory. Organization Science 22: 1168–1181.
Borgatti, S.P., M.G. Everett, and L.C. Freeman. 2002. Ucinet 6 for Windows. Software for social network analysis. Harvard: Analytic Technologies.
Borgatti, S.P., A. Mehra, D.J. Brass, and G. Labianca. 2009. Network analysis in the social sciences. Science 323(5916): 892–895.
Borgatti, S.P., M.G. Everett, and J.C. Johnson. 2013. Analyzing social networks. London: Sage Publications.
Bornstein, D. 2014. The social realities of technology transfer: Smallholder farmers’ encounter with a new rice variety. African Geographical Review 34(1): 8–12.
Braimoh, A.K., and P.L.G. Vlek. 2006. Soil quality and other factors influencing maize yield in northern Ghana. Soil Use and Management 22(2): 165–171.
Buerkert, A., and E. Schlecht. 2013. Agricultural innovations in small-scale farming systems of Sudano-Sahelian West Africa: Some prerequisites for success. Secheresse 24: 322–329.
Burt, R.S. 1992. Structural holes: The social structure of competition. Cambridge: Harvard University Press.
Casson, M.C., D.G. Marina, and U.S. Kambhampati. 2010. Formal and informal institutions and development. World Development 38(2): 137–141.
Chandler, P.M. 1991. The indigenous knowledge of ecological processes among peasants in the People’s Republic of China. Agriculture and Human Values 8(1–2): 59–66.
Chitere, O.P., and R. Mutiso (eds.). 2011. Working with rural communities. Participatory action research in Kenya, 2nd ed. Nairobi: University of Nairobi Press.
Collins, C.J., and K.D. Clark. 2003. Strategic human resource practices, top management team social networks, and firm performance: The role of human resource practices in creating organizational competitive advantage. Academy of Management Journal 46(6): 740–751.
Commission on Revenue Allocation. 2013. Kenya: County fact sheets. https://www.opendata.go.ke/Counties/County-Fact-Sheets-2nd-Ed-June-2013/qg44-68h8. Accessed 18 Sept 2015.
Conley, T., and C. Udry. 2001. Social learning through networks: The adoption of new agricultural technologies in Ghana. American Journal of Agricultural Economics 83(3): 668–673.
Crespo, J., D. Réquier-Desjardins, and J. Vicente. 2014. Why can collective action fail in local agri-food systems?: A social network analysis of cheese producers in Aculco, Mexico. Food Policy 46: 165–177.
Crona, B., and Ö. Bodin. 2006. What you know is who you know? Communication patterns among resource users as a prerequisite for co-management. Ecology and Society 11(2): 7–29.
Dutta, R. 2009. Information needs and information-seeking behavior in developing countries: A review of the research. The International Information and Library Review 41(1): 44–51.
Esparcia, J. 2014. Innovation and networks in rural areas. An analysis from European innovative projects. Journal of Rural Studies 34: 1–14.
Friederichsen, R., T.T. Minh, A. Neef, and V. Hoffmann. 2013. Adapting the innovation systems approach to agricultural development in Vietnam: Challenges to the public extension service. Agriculture and Human Values 30(4): 555–568.
Fritsch, M., and M. Kauffeld-Monz. 2010. The impact of network structure on knowledge transfer. An application of social network analysis in the context of regional innovation networks. The Annals of Regional Science 44(1): 21–38.
Fujisaka, S. 1994. Learning from six reasons why farmers do not adopt innovations intended to improve sustainability of upland agriculture. Agricultural Systems 46(4): 409–425.
Gildemacher, P., P. Maina, M. Nyongesa, P. Kinyae, G. Woldegiorgis, Y. Lema, B. Damene, S. Tafesse, R. Kakuhenzire, and I. Kashaija. 2009. Participatory analysis of the potato knowledge and information system in Ethiopia, Kenya and Uganda. In Innovation Africa: Enriching farmers’ livelihoods, ed. P.C. Sanginga, A. Waters-Bayer, S. Kaaria, J. Njuki, and C. Wettasinha, 153–165. London: Earthscan.
Granovetter, M. 2005. The impact of social structure on economic outcomes. The Journal of Economic Perspectives 19(1): 33–50.
Granovetter, M.S. 1973. The strength of weak ties. American Journal of Sociology 78(6): 1360–1380.
Gyasi, E.A., M. Fosu, G. Kranjac-Berisavljevic, A.M. Mensah, F. Obeng, G.A.B. Yiran, and I. Fuseini. 2014. Building Urban Resilience: Assessing Urban and Peri-urban Agriculture in Tamale, Ghana. United Nations Environment Programme (UNEP): Nairobi.
Hanneman, R.A., and M. Riddle. 2005. Introduction to social network methods: University of California. http://faculty.ucr.edu/~hanneman/. Accessed 20 July 2015.
Hansen, M.T. 1999. The search-transfer problem: The role of weak ties in sharing knowledge across organization subunits. Administrative Science Quarterly 44(1): 82–111.
Hoang, L.A., J.-C. Castella, and P. Novosad. 2006. Social networks and information access: Implications for agricultural extension in a rice farming community in northern Vietnam. Agriculture and Human Values 23(4): 513–527.
Howard, J., E. Crawford, V. Kelly, M. Demeke, and J.J. Jeje. 2003. Promoting high-input maize technologies in Africa: The Sasakawa-Global 2000 experience in Ethiopia and Mozambique. Food Policy 28(4): 335–348.
Ikerra, S.T., J.A. Maghembe, P.C. Smithson, and R.J. Buresh. 1999. Soil nitrogen dynamics and relationships with maize yields in a gliricidia–maize intercrop in Malawi. Plant and Soil 211(2): 155–164.
Isaac, M.E. 2012. Agricultural information exchange and organizational ties: The effect of network topology on managing agrodiversity. Agricultural Systems 109: 9–15.
Isaac, M.E., B.H. Erickson, S.J. Quashie-Sam, and V.R. Timmer. 2007. Transfer of knowledge on agroforestry management practices: The Structure of farmer advice networks. Ecology and Society 12(2): 32–54.
Jaeztold, R., H. Schmidt, B. Hornetz, and C. Shisanya. 2005. Farm management handbook of Kenya. Natural conditions and farm management information, 2nd edn, Vol. II. Nairobi, Kenya: PHV Studios.
Jahnke, H.E. 1982. Livestock production systems and livestock development in tropical Africa. Kiel: Kieler Wissenschaftsverlag Vauk.
Jehu-Appiah, A-M., and C. Walker. 2014. Ghana’s battle for seed sovereignty. http://newafricanmagazine.com/ghanas-battle-seed-sovereignty/. Accessed 1 Aug 2015.
Klerkx, L., and A. Proctor. 2013. Beyond fragmentation and disconnect: Networks for knowledge exchange in the English land management advisory system. Land Use Policy 30(1): 13–24.
Klerkx, L., B. van Mierlo, and C. Leeuwis. 2012. Evolution of systems approaches to agricultural innovation: Concepts, analysis and interventions. In Farming systems research into the 21st century: The new dynamic, ed. I. Darnhofer, D. Gibbon, and B. Dedieu, 457–483. Dordrecht: Springer.
Klerkx, L., and C. Leeuwis. 2009. Establishment and embedding of innovation brokers at different innovation system levels: Insights from the Dutch agricultural sector. Technological Forecasting and Social Change 76(6): 849–860.
Kuusaana, E.D., and J.A. Eledi. 2015. As the city grows, where do the farmers go?: Understanding Peri-urbanization and food systems in Ghana—Evidence from the Tamale Metropolis. Urban Forum 26(4): 443–465.
Laube, W., M. Awo, and B. Schraven. 2008. Erratic rains and erratic markets. Environmental change, economic globalisation and the expansion of shallow groundwater irrigation in West Africa. Bonn, Germany: ZEF Working Paper Series 30.
Lix, L.M., J.C. Keselman, and H.J. Keselman. 1996. Consequences of assumption violations revisited: A quantitative review of alternatives to the one-way analysis of variance “F” test. Review of Educational Research 66(4): 579–619.
Marenya, P.P., and C.B. Barrett. 2007. Household-level determinants of adoption of improved natural resources management practices among smallholder farmers in western Kenya. Food Policy 32(4): 515–536.
Mashavave, T., P. Mapfumo, F. Mtambanengwe, T. Gwandu, and S. Siziba. 2013. Interaction patterns determining improved information and knowledge sharing among smallholder farmers. African Journal of Agricultural and Resource Economics 8(1): 1–12.
Matuschke, I. 2008. Evaluating the impact of social networks in rural innovation systems. An Overview. https://www.ifpri.org/publication/evaluating-impact-social-networks-rural-innovation-systems. Accessed 7 Jan 2014.
Matuschke, I., and M. Qaim. 2009. The impact of social networks on hybrid seed adoption in India. Agricultural Economics 40(5): 493–505.
Mireri, P.C. 2013. Assessment of the contribution of urban agriculture to employment, income and food security in Kenya: A case of Kisumu municipality. African Journal of Agricultural Research 8(23): 2884–2896.
Moebius-Clune, B.N., H.M. van Es, O.J. Idowu, R.R. Schindelbeck, J.M. Kimetu, S. Ngoze, J. Lehmann, and J.M. Kinyangi. 2011. Long-term soil quality degradation along a cultivation chronosequence in western Kenya. Agriculture, Ecosystems & Environment 141(1–2): 86–99.
Ngetich, J.K. 2013. Planning and development of Kakamega county in Kenya: Challenges and opportunities. Research Journal in Organizational Psychology and Educational Studies 2(3): 111–118.
Nyantakyi-Frimpong, H., and R.B. Kerr. 2014. A political ecology of high-input agriculture in northern Ghana. African Geographical Review 34(1): 13–35.
Ochieng, C.M.O. 2007. Development through positive deviance and its implications for economic policy making and public administration in Africa: The case of Kenyan agricultural development, 1930–2005. World Development 35(3): 454–479.
Odendo, M., G. Obare, and B. Salasya. 2009. Factors responsible for differences in uptake of integrated soil fertility management practices amongst smallholders in western Kenya. African Journal of Agricultural Research 4(11): 1303–1311.
Ortiz, O., G. Frias, R. Ho, H. Cisneros, R. Nelson, R. Castillo, R. Orrego, W. Pradel, J. Alcazar, and M. Bazán. 2008. Organizational learning through participatory research: CIP and CARE in Peru. Agriculture and Human Values 25(3): 419–431.
Otiso, K.M., and G. Owusu. 2008. Comparative urbanization in Ghana and Kenya in time and space. GeoJournal 71(2–3): 143–157.
Pamuk, H., E. Bulte, and A.A. Adekunle. 2014. Do decentralized innovation systems promote agricultural technology adoption?: Experimental evidence from Africa. Food Policy 44: 227–236.
Pascucci, S., and T. De-Magistris. 2011. The effects of changing regional agricultural knowledge and innovation system on Italian farmers’ strategies. Agricultural Systems 104(9): 746–754.
Prell, C., M. Reed, L. Racin, and K. Hubacek. 2010. Competing structure, competing views: The role of formal and informal social structures in shaping stakeholder perceptions. Ecology and Society 15(4): 34–41.
Pretty, J., T. Camilla, and W. Stella. 2011. Sustainable intensification in African agriculture. International Journal of Agricultural Sustainability 9(1): 5–24.
Reagans, R., and B. McEvily. 2003. Network structure and knowledge transfer: The effects of cohesion and range. Administrative Science Quarterly 48(2): 240–267.
Röling, N. 1990. The agricultural research-technology transfer interface: A knowledge systems perspective. In Making the link: Agricultural research and technology transfer in developing countries, ed. D. Kaimowitz, 1–42. Boulder: Westview Press.
Röling, N. 2009a. Conceptual and methodological developments in innovation. In Innovation Africa: Enriching farmers’ livelihoods, ed. P.C. Sanginga, A. Waters-Bayer, S. Kaaria, J. Njuki, and C. Wettasinha, 9–34. London: Earthscan.
Röling, N. 2009b. Pathways for impact: Scientists’ different perspectives on agricultural innovation. International Journal of Agricultural Sustainability 7(2): 83–94.
Röling, N. 2010. The impact of agricultural research: Evidence from West Africa. Development in Practice 20(8): 959–971.
Rost, K. 2011. The strength of strong ties in the creation of innovation. Research Policy 40(4): 588–604.
Rycroft, R.W. 2007. Does cooperation absorb complexity?: Innovation networks and the speed and spread of complex technological innovation. Technological Forecasting and Social Change 74(5): 565–578.
Sanginga, N., and P.L. Woomer. 2009. Integrated soil fertility management in Africa: Principles, practices and developmental process. Nairobi: TSBF-CIAT.
Schareika, N. 2014. The social nature of environmental knowledge among the nomadic Woɗaaɓe of Niger. Ecology and Society 19(4): 42–55.
Schut, M., P. van Asten, C. Okafor, C. Hicintuka, S. Mapatano, N.L. Nabahungu, D. Kagabo, P. Muchunguzi, E. Njukwe, P.M. Dontsop-Nguezet, M. Sartas, and B. Vanlauwe. 2016. Sustainable intensification of agricultural systems in the Central African Highlands: The need for institutional innovation. Agricultural Systems 145: 165–176.
Smaling, E.M.A. 1993. An agro-ecological framework for integrated nutrient management with special reference to Kenya. Ph.D. dissertation, Department of soil survey and land evaluation. Wageningen, Netherlands: Wageningen Agricultural University.
Spielman, D.J., D. Kristin, N. Martha, and A. Gezahegn. 2011. Rural innovation systems and networks: Findings from a study of Ethiopian smallholders. Agriculture and Human Values 28(2): 195–212.
Spielman, D.J., J. Ekboir, and K. Davis. 2009. The art and science of innovation systems inquiry: Applications to Sub-Saharan African agriculture. Technology in Society 31(4): 399–405.
Stoorvogel, J.J., E.M.A. Smaling, and B.H. Janssen. 1993. Calculating soil nutrient balances in Africa at different scales. Fertilizer Research 35(3): 227–235.
Thuo, M., A.A. Bell, B.E. Bravo-Ureta, D.K. Okello, E.N. Okoko, N.L. Kidula, C.M. Deom, and N. Puppala. 2014. Social network structures among groundnut farmers. Agriculture and Human Values 19(4): 339–359.
Tittonell, P., and K.E. Giller. 2013. When yield gaps are poverty traps: The paradigm of ecological intensification in African smallholder agriculture. Field Crops Research 143: 76–90.
Tittonell, P., M. Misiko, and I. Ekise. 2008. Talking soil science with farmers. Leisa-Leusden 24(2): 15–17.
Valente, T.W. 1996. Social network thresholds in the diffusion of innovations. Social Networks 18: 69–89.
Vanlauwe, B., A. Bationo, J. Chianu, K.E. Giller, R. Merckx, U. Mokwunye, O. Ohiokpehai, P. Pypers, R. Tabo, K.D. Shepherd, E.M.A. Smaling, P.L. Woomer, and N. Sanginga. 2010. Integrated soil fertility management: Operational definition and consequences for implementation and dissemination. Outlook on Agriculture 39(1): 17–24.
Vanlauwe, B., E. Rotich, R. Okalebo, A. Bationo, J. Mukalama, I. Ekise, J. Ndufa, and G. Cadisch. 2004. Integrated soil integrated soil fertility management fertility management in practice in western Kenya. Nairobi: The comminutor.
Warren, G.P., S.S. Atwal, and J.W. Irungu. 1997. Soil nitrate variations under grass, sorghum and bare fallow in semi-arid Kenya. Experimental Agriculture 33(3): 321–333.
Wilcox, R. 1987. New designs in analysis of variance. Annual Review of Psychology 38(1): 29–60.
Williams, G. 2003. Studying development and explaining policies. Oxford Development Studies 31(1): 37–58.
Williams, P. 2002. The competent boundary spanner. Public Administration 80(1): 103–124.
Wolf, S., D. Just, and D. Zilberman. 2001. Between data and decisions: The organization of agricultural economic information systems. Research Policy 30: 121–141.
Yiridoe, E.K., A.S. Langyintuo, and W. Dogbe. 2006. Economics of the impact of alternative rice cropping systems on subsistence farming: Whole-farm analysis in northern Ghana. Agricultural Systems 91(1–2): 102–121.
Acknowledgments
This study was partly funded within Urban Foodplus project (FKZ: 031A242A) sponsored by the German Federal Ministry of Education and Research (BMBF) under the initiative GlobE-Research for the Global Food Supply. This paper also benefited from comparative work in the rural-urban interface within FOR2432, funded by Deutsche Forschungsgemeinschaft (DFG). We are grateful for the logistical support and advice received from the University for Development Studies (UDS), the CSIR-Soil Research Institute, SARI, and KARLO. We also thank the Ministry of Food and Agriculture (MoFA) officers, village elders and, last but not least, farmer and institutional actor participants in Kenya and Ghana for their cooperation. Lastly, we gratefully acknowledge the German Academic Exchange Service (DAAD) for granting a scholarship to the first author.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Adolwa, I.S., Schwarze, S., Bellwood-Howard, I. et al. A comparative analysis of agricultural knowledge and innovation systems in Kenya and Ghana: sustainable agricultural intensification in the rural–urban interface. Agric Hum Values 34, 453–472 (2017). https://doi.org/10.1007/s10460-016-9725-0
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10460-016-9725-0









