Soil Conservation Practices and Stakeholder’s Participation in Research Projects—Empirical Evidence from Southern Italy
Abstract
:1. Introduction
2. State of the Art
2.1. Effective Communication for Sharing Research Results with Stakeholders
2.2. A Framework for Stakeholder Adoption of Research Recommendations
2.3. General Attributes That Can Affect Farmer Attitude to Take-Up of Soil Conservation Practices
- Age: older farmers may have more experience of how their land performs, but may be unwilling to take risks with new ideas. Younger farmers may be less risk-averse but may have less capital to invest. Younger farmers are more likely to welcome and use modern technologies and machinery.
- Tenure: land owners may make more personal investment than tenants, as they have greater responsibility for long-term profitability [32].
- Time-frame: farming based on short-term profitability may increase the risk of land degradation and soil erosion, and the possibility of reversing such processes using mitigation and restoration techniques may be ignored.
- Gender: male and female farmers may have different priorities, according to social roles and hierarchies. In Yunnan Province, China, Liu and Huang [33] found that there were a large number of women heading farms while their menfolk had higher-paid jobs in the cities, and that these particular women were less likely to embrace new conservation practices than the men.
- Education (formal or extension): Baumgart-Getz et al. [11] found that formal education was less relevant than extension education, which was very beneficial. Therefore, dissemination from research projects may be more important than is generally realized.
- Attitude to extension and research programs: this is largely dependent on the quality, relevance and duration of extension advice and training. Baumgart-Getz et al. [11] noted heterogeneity of responses to conservation practices for these reasons.
- Attitude to risk: farmers with greater willingness to take risks are more likely to adopt new practices. Large farms could absorb the risks of trying new practices more easily than small farms with smaller financial margins [33]. As the number of farmers adopting new measures in an area increases, it is more likely that additional farmers will have the trust and confidence to follow suit.
- Potential income: this is determined by the particular attributes of the farm but also by tax incentives, subsidies and market forces.
- Awareness of environmental and water quality issues: farmers exposed to research projects may have a better understanding of the natural environment and how it is impacted, (and potentially degraded), by inappropriate farming methods.
- Awareness of heritage issues, traditional technologies and traditional food products: farmers may recognize new profitable markets for traditional produce such as artisan breads, cheeses and cured meats.
- Access to networks: farmers in contact with advisory or extension bodies, or other farmers, may have access to the most up-to-date solutions and technologies for issues in their area.
- Effectiveness of local government in providing policy initiatives: policies on e.g., water use may play a large part in decision-making, e.g., in decisions whether to use new technologies for precision irrigation. Communication technology, e.g., better provision of broadband, may significantly improve weather forecasting as well as the rate of diffusion of new ideas.
3. Methodology
Use of a Questionnaire to Evaluate Stakeholder Perceptions
4. Results
5. Discussion
6. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A. Questionnaire List
- (1)
- Implementation of soil conservation practices
- Yes, I have adopted them
- I am evaluating the opportunity to implement them
- I do not know enough about them
- I have no intention to adopt them
- (2)
- In your opinion, what are the most important features the results/knowledge/research should have, so that they attract attention from a potential user?)
- Studies should be proposed by the farmers/users
- Studies by researchers must be transferred (Research carried out by experts should be then communicated to information users)?
- Research ideas should be discussed and decided jointly between researchers and land users
- Other (please write) ________________
- (3)
- Which is the most important aspect in deciding whether knowledge or information is relevant or not?
- It addresses short-term needs in particular
- It addresses medium and long-term needs (it alerts you to actions that might cause problems in the future)
- It only addresses economic considerations
- It only addresses environmental considerations
- (4)
- Which is the most important feature for ensuring a good agricultural practice?
- To guarantee an income for the farm in the short term
- To guarantee an income for the farm over the medium- long term
- To ensure preservation of local heritage
- To ensure conservation and sustainability of the natural environment
- Other ________________
- (5)
- In the adoption of a new soil conservation technique, which is the most relevant effect: the workforce needed on a farm, or the effect on economic resources needed to implement it?
- Only organization / manpower aspects are relevant
- Only management / financial aspects are relevant
- Both a. and b. are relevant
- Other (please write) ______________
- (6)
- Which is the most important criterion to choose innovative agricultural techniques?
- A technology is identified by academic research and judged good by researchers
- A technology suits the organization of their company/enterprise (according to availability of labor; availability of technical resources, etc.)
- A technology increases profitability
- A technology has a positive impact on the natural environment
- Other (please write) __________
- (7)
- What is most important when adopting a new technique?
- The institutions favor and support the new technique/technology
- The technicians favor and support the new technique/technology
- Exchange of ideas with other farmers brings increased confidence in a new technique/technology
- The potential financial risk of a trying new technique/technology is minimized in some way
- The assurance that a new technique/technology has been validated successfully out of the “laboratory”
- Other (please write) _______________
- (8)
- When a new technique has been adopted, what is the most important criterion to judge and implement it on a larger scale?
- Economic advantages
- I Improvements to the natural environment
- Improvement to working conditions for employees
- Simplified management or organization of a company or enterprise
- Other (please write) ______________
- (9)
- Who should assess the benefits of a technique?
- Only the researcher who proposed it/supported it
- Only those who have used the technique/technology
- Both a. and b.
- An independent assessor
- Other (please write) _______________
- (10)
- What is the most significant barrier to the dissemination of information about successful techniques?
- Lack of confidence in the practical application of suggestions based on theoretical research
- Lack of trust between farmers about recommendations from one another
- Absence of young people (due to outmigration from the area) who might otherwise take over a farm or enterprise for the future
- Other (please write) ______________
- (11)
- Often the absence of young people with practical or management qualifications on a farm is reported as a barrier to the introduction of innovations. How do you judge this statement?
- True
- Partially true
- Completely false
- Other ____________
References
- Kirkby, M.J.; Bracken, L.; Brandt, C.J. John Thornes and desertification research in Europe. In Monitoring and Modeling Dynamic Environments; Dykes, A.P., Mulligan, M., Wainwright, J., Eds.; John Wiley and Sons Ltd.: Chichester, UK, 2015. [Google Scholar]
- Geeson, N.; Quaranta, G.; Salvia, R.; Brandt, J. Long-term involvement of stakeholders in research projects on desertification and land degradation: How has their perception of the issues changed and what strategies have emerged for combating desertification? J. Arid Environ. 2015, 114, 124–133. [Google Scholar] [CrossRef]
- Salvati, L.; Zitti, M. Land degradation in the Mediterranean basin: Linking bio-physical and economic factors into an ecological perspective. Biota J. Biol. Ecol. 2005, 5, 67–77. [Google Scholar]
- Bekele, W.; Drake, L. Soil and water conservation decision behavior of subsistence farmers in the eastern highlands of Ethiopia: A case study of the Hunde-Lafto area. Ecol. Econ. 2003, 46, 37–451. [Google Scholar] [CrossRef]
- De Graaff, J.; Amsalu, A.; Bodnár, F.; Kessler, A.; Posthumus, H.; Tenge, A. Factors influencing adoption and continued use of long-term soil and water conservation measures in five developing countries. Appl. Geogr. 2008, 28, 271–280. [Google Scholar] [CrossRef]
- Rogers, E.; Shoemaker, E. Communication of Innovations, a Cross-Cultural Approach, 2nd ed.; The Free Press: New York, NY, USA, 1971. [Google Scholar]
- Kairis, O.; Karavitis, C.; Kounalaki, A.; Fasouli, V.; Salvati, L.; Kosmas, K. The effect of land management practices on soil erosion and land desertification in an olive grove. Soil Use Manag. 2013, 29, 597–606. [Google Scholar] [CrossRef]
- Salvati, L.; Carlucci, M. The economic and environmental performances of rural districts in Italy: Are competitiveness and sustainability compatible targets? Ecol. Econ. 2011, 70, 2446–2453. [Google Scholar] [CrossRef]
- Ceccarelli, T.; Bajocco, S.; Perini, L.; Salvati, L. Urbanisation and Land Take of High Quality Agricultural Soils—Exploring Long-term Land Use Changes and Land Capability in Northern Italy. Int. J. Environ. Res. 2014, 8, 181–192. [Google Scholar]
- Salvati, L.; Zitti, M.; Ceccarelli, T. Integrating economic and environmental indicators in the assessment of desertification risk: A case study. Appl. Ecol. Environ. Res. 2008, 6, 129–138. [Google Scholar] [CrossRef]
- Baumgart-Getz, A.; Stalker Prokopy, L.; Floress, K. Why farmers adopt best management practice in the United States: A meta-analysis of the adoption literature. J. Environ. Manag. 2012, 96, 17–25. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Karamesouti, M.; Detsis, V.; Kounalaki, A.; Vasiliou, P.; Salvati, L.; Kosmas, C. Land-use and land degradation processes affecting soil resources: Evidence from a traditional Mediterranean cropland (Greece). Catena 2015, 132, 45–55. [Google Scholar] [CrossRef]
- Zitti, M.; Ferrara, C.; Perini, L.; Carlucci, M.; Salvati, L. Long-term Urban Growth and Land-use Efficiency in Southern Europe: Implications for Sustainable Land Management. Sustainability 2015, 7, 3359–3385. [Google Scholar] [CrossRef]
- Kosmas, C.; Karamesouti, M.; Kounalaki, K.; Detsis, V.; Vassiliou, P.; Salvati, L. Land degradation and long-term changes in agro-pastoral systems: An empirical analysis of ecological resilience in Asteroussia-Crete (Greece). Catena 2016, 147, 196–204. [Google Scholar] [CrossRef]
- European Commission. Proposal for a Regulation of the European Parliament and of the Council Establishing Horizon 2020—The Framework Programme for Research and Innovation (2014–2020); Commission Staff Working Paper Impact Assessment: Brussels, Belgium, 2011. [Google Scholar]
- Recanatesi, F.; Clemente, M.; Grigoriadis, S.; Ranalli, F.; Zitti, M.; Salvati, L. A fifty-years sustainability assessment of Italian Agro-forest Districts. Sustainability 2016, 8, 32. [Google Scholar] [CrossRef]
- Duvernoy, I.; Zambon, I.; Sateriano, A.; Salvati, L. Pictures from the Other Side of the Fringe: Urban Growth and Peri-urban Agriculture in a Post-industrial City (Toulouse, France). J. Rural Stud. 2018, 57, 25–35. [Google Scholar] [CrossRef]
- Geeson, N.; Reed, M. DESIRE Project Manual of Communication and Dissemination: Guidance for Organisation of Community Work, Writing Dissemination Products, and Dissemination Activities. 2011. Available online: http://www.DESIRE-his.eu/en/booklets-a-factsheets/794-manual-of-communication-and-dissemination (accessed on 6 September 2016).
- DESIRE Project, 2007–2012. Available online: http://www.desire-project.eu/ (accessed on 6 September 2016).
- Schwilch, G.; Hessel, R.; Verzandvoort, S. DESIRE for Greener Land. Options for Sustainable Land Management in Drylands; University of Bern-CDE, Alterra-Wageningen UR, ISRIC-World Soil Information and CTA–Technical Centre for Agricultural and Rural Cooperation: Bern, Switzerland; Wageningen, The Netherlands, 2012. [Google Scholar]
- Glenk, K.; Eory, V.; Colombo, S.; Barnes, A. Adoption of greenhouse gas mitigation in agriculture: An analysis of dairy farmers’ perceptions and adoption behaviour. Ecol. Econ. 2014, 108, 49–58. [Google Scholar] [CrossRef]
- Kelly, C.; Ferrara, A.; Wilson, G.A.; Ripullone, F.; Nolè, A.; Harmer, N.; Salvati, L. Community resilience and land degradation in forest and shrubland socio-ecological systems: Evidence in Gorgoglione, Basilicata, Italy. Land Use Policy 2015, 46, 11–20. [Google Scholar] [CrossRef]
- REACT. Return and Validation of Traditional Knowledge for the Conservation of Soil in the Regional Cereal Growing Area, 2007–2013. Available online: www.progettoreact.it (accessed on 6 September 2016).
- Clearfield, F.; Osgood, B.T. Sociological Aspects of the Adoption of Conservation Practices; Soil Conservation Service: Washington, DC, USA, 1986. [Google Scholar]
- De Graaff, J. Evaluating incentive systems for soil and water conservation on the basis of case studies in four countries. In Incentives in Soil Conservation: From Theory to Practice; Sanders, D.W., Huszar, P.C., Sombatpanit, S., Enters, T., Eds.; Science Publishers Inc.: Enfield, UK, 1999. [Google Scholar]
- Holden, S.T.; Shiferaw, B. Incentives for sustainable land management in peasant agriculture in the Ethiopian highlands. In Incentives in Soil Conservation: From Theory to Practice; Sanders, D.W., Huszar, P.C., Sombatpanit, S., Enters, T., Eds.; Science Publishers Inc.: Enfield, UK, 1999. [Google Scholar]
- Posthumus, H. The Adoption of Terraces in the Peruvian Andes. Ph.D. Dissertation, Wageningen University, Wageningen, The Netherlands, 2005. [Google Scholar]
- Zambon, I.; Benedetti, A.; Ferrara, C.; Salvati, L. Soil Matters? A Multivariate Analysis of Socioeconomic Constraints to Urban Expansion in Mediterranean Europe. Ecol. Econ. 2018, 146, 173–183. [Google Scholar] [CrossRef]
- Ervin, C.A.; Ervin, D.E. Factors affecting the use of soil conservation practices: Hypotheses, evidence, and policy implications. Land Econ. 1982, 58, 278–292. [Google Scholar] [CrossRef]
- Bodnár, F.; Schrader, T.; van Campen, W. Choices in project approach for sustained farmer adoption of soil and water conservation measures in southern Mali. Land Degrad. Dev. 2006, 17, 479–494. [Google Scholar] [CrossRef]
- Prokopy, L.S.; Floress, K.; Klotthor-Weinkauf, D.; Baumgart-Getz, A. Determinants of agricultural best management practice adoption: Evidence from the literature. J. Soil Water Conserv. 2008, 63, 300–311. [Google Scholar] [CrossRef]
- Kabii, T.; Horwitz, P. A review of landholder motivations and determinants for participation in conservation covenanting programmes. Environ. Conserv. 2006, 33, 11–20. [Google Scholar] [CrossRef]
- Liu, H.; Huang, Q. Adoption and continued use of contour cultivation in the highlands of southwest China. Ecol. Econ. 2013, 91, 28–37. [Google Scholar] [CrossRef]
- D’Agostino, V.; Puglisi, S.; Trisorio Liuzzi, G. An integrated approach to the reconstruction of the drainage networks in soil conservation studies. Medit 1993, 4, 18–23. [Google Scholar]
- Bartolini, D.; Borselli, L.; Cassi, P.; Lollino, P.; Mitaritonna, G.; Salvador Sanchis, P. Analysis of the erosion processes in the Rendina watershed and development of PESERA-L for modelling the contribution of shallow landslides to sediment yield. In Proceedings of the EGU General Assembly Conference Abstracts, Vienna, Austria, 22–27 April 2012; p. 11752. [Google Scholar]
- DESIRE-HIS. DESIRE Project Harmonised Information System, 2016. Available online: http://www.desire-his.eu/ (accessed on 6 September 2016).
- Holland, J.M. The environmental consequences of adopting conservation tillage in Europe: Reviewing the evidence. Agric. Ecosyst. Environ. 2004, 103, 1–25. [Google Scholar] [CrossRef]
- Perniola, M.; Lovelli, S.; Arcieri, M.; Amato, M. Sustainability in cereal crop production in Mediterranean environments. In The Sustainability of Agro-Food and Natural Resource Systems in the Mediterranean Basin; Vastola, A., Ed.; Springer: Berlin, Germany, 2015; Available online: http://link.springer.com/book/10.1007/978-3-319-16357-4/page/2 (accessed on 6 September 2016).
- Rick, S.; Llewellyn, R.S. Information quality and effectiveness for more rapid adoption decisions by farmers. Field Crops Res. 2007, 104, 148–156. [Google Scholar]
- Salvati, L.; Petitta, M.; Ceccarelli, T.; Perini, L.; Di Battista, F.; Venezian Scarascia, M.E. Italy’s renewable water resources as estimated on the basis of the monthly water balance. Irrig. Drain. 2008, 57, 507–515. [Google Scholar] [CrossRef]
- Serra, P.; Vera, A.; Tulla, A.F.; Salvati, L. Beyond urban-rural dichotomy: Exploring socioeconomic and land-use processes of change in Spain (1991–2011). Appl. Geogr. 2014, 55, 71–81. [Google Scholar] [CrossRef]
- Colantoni, A.; Mavrakis, A.; Sorgi, T.; Salvati, L. Towards a ‘polycentric’ landscape? Reconnecting fragments into an integrated network of coastal forests in Rome. Rendiconti Acad. Nazionale Lincei 2015, 26, 615–624. [Google Scholar] [CrossRef]
- De Vente, J.; Reed, M.S.; Stringer, L.C.; Valente, S.; Newig, J. How does the context and design of participatory decision making processes affect their outcomes? Evidence from sustainable land management in global drylands. Ecol. Soc. 2016, 21, 24. [Google Scholar] [CrossRef]
- Neef, A.; Neubert, D. Stakeholder participation in agricultural research projects: A conceptual framework for reflection and decision-making. Agric. Hum. Values 2011, 28, 179–194. [Google Scholar] [CrossRef]
- Prager, K.; Curfs, M. Using mental models to understand soil management. Soil Use Manag. 2016, 32, 36–44. [Google Scholar] [CrossRef] [Green Version]
- Leach, W.D.; Sabatier, P.A. Are trust and social capital the keys to success? Watershed partnerships in California and Washington. In Swimming Upstream: Collaborative Approaches to Watershed Management; Sabatier, P.A., Focht, W., Lubell, M., Trachtenberg, Z., Vedlitz, A., Matlock, M., Eds.; MIT Press: Cambridge, MA, USA, 2005; pp. 233–258. [Google Scholar]
- Pahl-Wostl, C.; Sendzimir, J.; Jeffrey, P.; Aerts, J.; Berkamp, G.; Cross, K. Managing change toward adaptive water management through social learning. Ecol. Soc. 2007, 12, 30. [Google Scholar] [CrossRef]
- Young, J.C.; Jordan, A.; Searle, K.R.; Butler, A.; Chapman, D.S.; Simmons, P.; Watt, A.D. Does stakeholder involvement really benefit biodiversity conservation? Biol. Conserv. 2013, 158, 359–370. [Google Scholar] [CrossRef] [Green Version]
- Ngwira, A.; Johnsen, F.H.; Aune, J.B.; Mekuria, M.; Thierfelder, C. Adoption and extent of conservation agriculture practices among smallholder farmers in Malawi. J. Soil Water Conserv. 2014, 69, 107–119. [Google Scholar] [CrossRef] [Green Version]
- Salvati, L. Urban expansion and high-quality soil consumption—An inevitable spiral? Cities 2013, 31, 349–356. [Google Scholar] [CrossRef]
- Pili, S.; Grigoriadis, E.; Carlucci, M.; Clemente, M.; Salvati, L. Towards Sustainable Growth? A Multi-criteria Assessment of (Changing) Urban Forms. Ecol. Indic. 2017, 76, 71–80. [Google Scholar] [CrossRef]
Question | Response Option | Main Effect | Project Effect | |
---|---|---|---|---|
exp(beta_0) | DESIRE exp(beta_1) | REACT exp(beta_2) | ||
1 | a | 0.092 | 2.966 | 4.989 |
b | 0.433 | 1.370 | ||
c | 1.580 | 0.103 | 0.062 | |
d | 0.130 | 2.306 | 0.706 | |
2 | a | 0.299 | 0.655 | |
b | 0.423 | 2.400 | 0.526 | |
c | 0.290 | 1.302 | 2.659 | |
3 | a | 0.660 | 0.606 | 0.497 |
b | 0.288 | 1.829 | 1.517 | |
c | 0.291 | 0.733 | 2.155 | |
d | 0.211 | 0.358 | ||
4 | a | 0.373 | 0.570 | |
b | 0.253 | 4.621 | 0.761 | |
c | 0.157 | 0.327 | 4.615 | |
d | 0.216 | 0.704 | ||
5 | a | 0.268 | 0.309 | |
b | 0.443 | |||
c | 0.341 | 2.720 | 2.524 | |
6 | a | 1.229 | 0.583 | 0.308 |
b | 0.342 | 1.638 | ||
c | 0.183 | 3.453 | ||
d | 0.047 | 2.046 | ||
7 | a | 0.436 | 0.694 | |
b | 0.087 | 1.384 | 3.888 | |
c | 0.557 | 0.431 | ||
d | 0.292 | 0.631 | 0.401 | |
e | 0.067 | 3.575 | ||
8 | a | 0.888 | 0.531 | |
b | 0.186 | 4.215 | 0.450 | |
c | 0.282 | 0.540 | ||
d | 0.149 | 0.586 | 3.325 | |
9 | a | 0.318 | 0.355 | |
b | 0.070 | 3.549 | ||
c | 0.146 | 1.481 | 5.850 | |
d | 1.175 | 0.197 | ||
10 | a | 0.462 | 0.616 | |
b | 0.197 | 5.262 | 0.695 | |
c | 0.378 | 1.573 | ||
11 | a | 1.768 | 0.239 | |
b | 0.420 | 3.508 | ||
c | 0.070 | 1.716 |
All Groups | D&R-D | D&R-R | D&R-0 | D-R | D-0 | R-0 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
x2 | p-Values | x2 | p-Values | x2 | p-Values | x2 | p-Values | x2 | p-Values | x2 | p-Values | x2 | p-Values | |
Q1 | 528.723 | 0 | 123.714 | 0 | 90.092 | 0 | 302.881 | 0 | 30.855 | 0 | 132.697 | 0 | 177.423 | 0 |
Q2 | 291.222 | 0 | 130.515 | 0 | 28.3 | 0 | 73.033 | 0 | 61.926 | 0 | 169.345 | 0 | 41.862 | 0 |
Q3 | 200.524 | 0 | 83.035 | 0 | 27.308 | 0 | 69.425 | 0 | 41.611 | 0 | 92.034 | 0 | 76.783 | 0 |
Q4 | 376.209 | 0 | 27.312 | 0 | 152.137 | 0 | 71.655 | 0 | 157.41 | 0 | 98.23 | 0 | 142.223 | 0 |
Q5 | 276.642 | 0 | 4.911 | 0.086 | 2.716 | 0.257 | 157.12 | 0 | 0.69 | 0.708 | 176.908 | 0 | 159.672 | 0 |
Q6 | 177.531 | 0 | 89.926 | 0 | 61.584 | 0 | 102.391 | 0 | 57.386 | 0 | 1.75 | 0.626 | 62.805 | 0 |
Q7 | 350.028 | 0 | 162.506 | 0 | 54.993 | 0 | 101.746 | 0 | 75.748 | 0 | 200.652 | 0 | 108.874 | 0 |
Q8 | 270.482 | 0 | 93.858 | 0 | 14.684 | 0.002 | 31.91 | 0 | 130.908 | 0 | 149.516 | 0 | 62.907 | 0 |
Q9 | 313.646 | 0 | 172.798 | 0 | 12.986 | 0.005 | 175.337 | 0 | 126.733 | 0 | 0.205 | 0.977 | 127.485 | 0 |
Q10 | 225.635 | 0 | 74.333 | 0 | 37.119 | 0 | 59.687 | 0 | 114.867 | 0 | 178.193 | 0 | 10.422 | 0.005 |
Q11 | 149.767 | 0 | 73.187 | 0 | 3.818 | 0.148 | 95.695 | 0 | 52.85 | 0 | 1.777 | 0.411 | 71.442 | 0 |
D&R-D | D&R-R | D&R-0 | D-R | D-0 | R-0 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Z-Value | p-Value | Z-Value | p-Value | Z-Value | p-Value | Z-Value | p-Value | Z-Value | p-Value | Z-Value | p-Value | ||
Q1 | a | 9.929 | 0 | 7.24 | 0 | 12.833 | 0 | −2.842 | 0.002 | 3.507 | 0 | 6.2 | 0 |
b | −4.05 | 0 | −6.39 | 0 | 1.491 | 0.068 | −2.39 | 0.008 | 5.445 | 0 | 7.715 | 0 | |
c | −7.163 | 0 | −5.755 | 0 | −16.408 | 0 | 1.886 | 0.03 | −11.492 | 0 | −12.91 | 0 | |
d | −2.705 | 0.003 | 2.164 | 0.015 | 2.226 | 0.013 | 4.738 | 0 | 4.809 | 0 | 0.054 | 0.478 | |
Q2 | a | 2.204 | 0.014 | −2.537 | 0.006 | −8.431 | 0 | −4.653 | 0 | −10.311 | 0 | −5.94 | 0 |
b | −11.126 | 0 | −3.443 | 0 | 1.803 | 0.036 | 7.852 | 0 | 12.536 | 0 | 5.141 | 0 | |
c | 9.521 | 0 | 5.293 | 0 | 6.86 | 0 | −4.386 | 0 | −2.832 | 0.002 | 1.586 | 0.56 | |
Q3 | a | 1.465 | 0.072 | 2.732 | 0.003 | −6.046 | 0 | 1.28 | 0.1 | −7.378 | 0 | −8.503 | 0 |
b | −0.26 | 0.397 | 0.761 | 0.223 | 6.138 | 0 | 1.013 | 0.155 | 6.354 | 0 | 5.364 | 0 | |
c | 5.421 | 0 | −0.554 | 0.29 | 2.414 | 0.008 | −5.906 | 0 | −3.058 | 0.001 | 2.937 | 0.002 | |
d | −8.268 | 0 | −4.732 | 0 | −3.992 | 0 | 4.09 | 0 | 4.898 | 0 | 0.84 | 0.201 | |
Q4 | a | 1.993 | 0.023 | −0.026 | 0.266 | −8.02 | 0 | −2.587 | 0.005 | −9.741 | 0 | −7.329 | 0 |
b | 1.281 | 0.1 | 11.428 | 0 | 6.782 | 0 | 10.254 | 0 | 5.505 | 0 | −5.195 | 0 | |
c | 1.452 | 0.073 | −9.005 | 0 | 2.27 | 0.012 | −10.116 | 0 | 0.829 | 0.204 | 10.745 | 0 | |
d | −5.09 | 0 | −2.74 | 0.003 | −0.415 | 0.339 | 2.391 | 0.008 | 4.649 | 0 | 2.311 | 0.01 | |
Q5 | a | 1.772 | 0.038 | 0.937 | 0.174 | −10.6 | 0 | −0.828 | 0.204 | −11.948 | 0 | −11.232 | 0 |
b | −1.736 | 0.041 | −1.595 | 0.055 | −1.404 | 0.08 | 0.134 | 0.447 | 0.329 | 0.371 | 0.194 | 0.423 | |
c | 0.103 | 0.459 | 0.525 | 0.3 | 11.544 | 0 | 0.42 | 0.337 | 11.398 | 0 | 10.988 | 0 | |
Q6 | a | −9.183 | 0 | −5.784 | 0 | −9.884 | 0 | 3.572 | 0 | −0.769 | 0.221 | −4.324 | 0 |
b | 4.119 | 0 | 5.725 | 0 | 3.824 | 0 | 1.668 | 0.048 | −0.295 | 0.384 | −1.959 | 0.025 | |
c | 5.16 | 0 | −2.159 | 0.015 | 5.773 | 0 | −7.169 | 0 | 0.356 | 0.256 | 7.754 | 0 | |
d | −0.1 | 0.460 | 3.403 | 0 | 0.958 | 0.169 | 3.481 | 0 | 1.051 | 0.147 | −2.525 | 0.006 | |
Q7 | a | −9.311 | 0 | −6.73 | 0 | −1 | 0.159 | 2.731 | 0.003 | 8.344 | 0 | 5.744 | 0 |
b | 5.955 | 0 | 1.402 | 0.08 | 7.511 | 0 | −4.583 | 0 | 1.796 | 0.036 | 6.203 | 0 | |
c | 8.75 | 0 | 3.25 | 0.001 | −4.29 | 0 | −5.841 | 0 | −12.355 | 0 | −7.349 | 0 | |
d | −3.08 | 0.001 | −1.192 | 0.117 | −5.474 | 0 | 1.886 | 0.03 | −2.496 | 0.006 | −4.306 | 0 | |
e | −1.823 | 0.034 | 3.349 | 0 | 4.633 | 0 | 5.032 | 0 | 6.244 | 0 | 1.383 | 0.083 | |
Q8 | a | 3.917 | 0 | −1.015 | 0.155 | −2.836 | 0.002 | −4.87 | 0 | −6.64 | 0 | −1.803 | 0.036 |
b | −9.01 | 0 | 0.512 | 0.304 | 3.981 | 0 | 9.343 | 0 | 12.19 | 0 | 3.471 | 0 | |
c | 0.494 | 0.311 | 3.493 | 0 | −2.888 | 0.002 | 3.008 | 0.001 | −3.347 | 0 | −6.166 | 0 | |
d | 5.997 | 0 | −2.13 | 0.017 | 2.986 | 0.001 | −7.87 | 0 | −3.185 | 0.001 | 5.019 | 0 | |
Q9 | a | −4.717 | 0 | −0.15 | 0.441 | −4.646 | 0 | 4.523 | 0 | 0.072 | 0.471 | −4.452 | 0 |
b | 4.077 | 0 | −2.044 | 0.02 | 3.762 | 0 | −5.938 | 0 | −0.338 | 0.368 | 5.642 | 0 | |
c | 10.83 | 0 | 3.431 | 0 | 11.088 | 0 | −7.603 | 0 | 0.321 | 0.374 | 7.882 | 0 | |
d | −10.013 | 0 | −2.181 | 0.015 | −10.122 | 0 | 7.958 | 0 | −0.125 | 0.450 | −8.07 | 0 | |
Q10 | a | −3.561 | 0 | −4.979 | 0 | −3.937 | 0 | −1.456 | 0.073 | −0.383 | 0.351 | 1.073 | 0.142 |
b | 5.14 | 0 | 5.032 | 0 | 7.491 | 0 | 9.835 | 0 | 12.062 | 0 | 2.628 | 0.004 | |
c | 8.551 | 0 | −0.339 | 0.367 | −3.212 | 0.001 | −8.798 | 0 | −11.419 | 0 | −2.845 | 0.002 | |
Q11 | a | −8.552 | 0 | −1.402 | 0.080 | −9.782 | 0 | 7.141 | 0 | −1.319 | 0.094 | −8.384 | 0 |
b | 7.13 | 0 | 0.268 | 0.394 | 8.112 | 0 | −6.802 | 0 | 1.039 | 0.149 | 7.781 | 0 | |
c | 2.303 | 0.011 | 1.642 | 0.050 | 2.919 | 0.002 | −0.661 | 0.254 | 0.644 | 0.260 | 1.298 | 0.097 |
© 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
Share and Cite
Salvia, R.; Simone, R.; Salvati, L.; Quaranta, G. Soil Conservation Practices and Stakeholder’s Participation in Research Projects—Empirical Evidence from Southern Italy. Agriculture 2018, 8, 85. https://doi.org/10.3390/agriculture8060085
Salvia R, Simone R, Salvati L, Quaranta G. Soil Conservation Practices and Stakeholder’s Participation in Research Projects—Empirical Evidence from Southern Italy. Agriculture. 2018; 8(6):85. https://doi.org/10.3390/agriculture8060085
Chicago/Turabian StyleSalvia, Rosanna, Rosaria Simone, Luca Salvati, and Giovanni Quaranta. 2018. "Soil Conservation Practices and Stakeholder’s Participation in Research Projects—Empirical Evidence from Southern Italy" Agriculture 8, no. 6: 85. https://doi.org/10.3390/agriculture8060085
APA StyleSalvia, R., Simone, R., Salvati, L., & Quaranta, G. (2018). Soil Conservation Practices and Stakeholder’s Participation in Research Projects—Empirical Evidence from Southern Italy. Agriculture, 8(6), 85. https://doi.org/10.3390/agriculture8060085