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Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.19, 2013

www.iiste.org

A Comparison of the Socio- Economic Characteristics of DairyCrop Integrators versus Non Integrators: A Case Study in ElgeyoMarakwet County, Kenya
Geoffrey K. Kosgei1*, Job K. Lagat2, Mary C. Maina3 Patrick M. Ngore
1. Department of Agricultural Economics and Agribusiness Management, Egerton University
2. Department of Agricultural Economics and Agribusiness Management, Egerton University
3. Department of Agricultural Economics and Agribusiness Management, Egerton University
4. Department of Agriculture and Extension,Karatina University College
* E-mail of the corresponding author: kosgeigk@gmail.com
Abstract
The aim of this study was to compare the different inherent socio economic characteristics amongst the dairycrop integrators and non integrators in Elgeyo-Marakwet County, Kenya. The study carried out a census of 85
integrators and 85 non integrators. The data were collected with the help of a structured questionnaire.
Descriptive statistics such as means and percentages were used to present the findings. The study found out that
Integrators had a higher household size mean unlike the non integrators. The integrators had a lower mean in
years of schooling of as compared to that of non integrators who had a higher mean of years of schooling. On the
other hand, Integrators had a larger size of land on average as compared to non integrators. The study therefore
recommends policy interventions to enhance access to credit, reduce illiteracy levels among rural entrepreneurs
through training and extension services.
Key words: Integration, Non-integration, Off-farm income, Household
1. INTRODUCTION
Dairy-crop integration is a form of mixed farming in which the farmer rears dairy cows and plants crops
in his farm in such a manner that there is constant interaction and complementarities between the dairy cows and
the crops. On the contrary, mixed crop-livestock farming is a type of a farming system where livestock
contributes towards adding value to crop products as well as assisting in diversifying crop rotations. In addition
to, they help to recycle nutrients. This system of farming combines crops and livestock in varying degrees. It has
been observed that majority of farmers who have little access to resources rely on mixed systems of farming. On
the livestock side, ruminants (cows, sheep, or goats) provide added value by converting fibrous feeds like straws,
maize stovers and crop residues. Monogastrics (pigs, donkeys and poultry) also provide cash income by
converting by - products like grain to high value foods, and thereby serving as a saving account for subsistence
farmers (Hans et al., 2006).
Diversification occurs where components such as crops and animals co-exist rather independently on the
farm. Their combination serves to reduce risks, but their interactions are minimal. Nutrient flows are rather linear
in this case. This form of mixing does not involve recycling of resources to a significant degree. Integration
occurs where the components of the farm are interdependent, for example, where animals providing dung while
consuming crop residues (Savadogo, 2000).
It has been pointed out that several agricultural activities increase greenhouse gas emissions. On the
other hand, it is increasingly becoming better appreciated by the public as well as by the producers that selected
agricultural practices can greatly increase productivity and incomes while simultaneously reducing the impact of
climate change-related economic, social and environmental effects. These include minimizing mechanical soil
disturbance and increasing soil organic matter which help reduce effects of dry periods on crop productivity and
farm output. Similarly, it is possible to increase biomass in quantity and quality, and thereby increase livestock
output in small-scale integrated systems. Therefore, the integration of crop and livestock production systems
increases the diversity, along with environmental sustainability, of both sectors. At the same time it provides
opportunities for increasing overall production and economics of farming (FAO, 2010).
Although direct consumption of crops provides more protein and energy to humans than when crops are
processed by livestock (Spedding, 1988), and although some livestock production systems have contributed to
environmental degradation, livestock can utilize crops and residues not suitable as food and fiber for humans. In
addition, crop–livestock systems that are appropriately integrated and intensified for the location can provide
multiple benefits ( Schiere et al., 2006).

1
Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.19, 2013

www.iiste.org

The importance of manure as a source of recycled nutrients has been recognized for millennia. The economic
value of manure, though significant, has not overcome the convenience and relatively low cost of inorganic
fertilizers, and the lower confidence farmers have in nutrient
supply from manure. Larger, more specialized livestock production operations that import nutrients from distant
sources have resulted in greater nutrient concentration in localized areas. These factors have contributed to
excessive manure (or total nutrient) application and subsequent degradation of water resources, which in turn has
stimulated regulations (Jongbloed,1998 and ; Saam and Adsen, 2005).
1.1 Co-evolution of farming system in time and space
Mixed crop-livestock systems co-evolve in their context. This is due to the fact that farming systems are
not static but they are constantly changing in time and space. When land is relatively abundant, crops and
animals exist parallel to each other. In this case, crops and animals are complementary and do not exchange
resources among them. As land becomes scarce, as a result of the success of this type of farming, the expanding
farmer population is forced to keep animals together with crops. Higher exchange of resources like dung, crop
residues and animal draft are then required. This therefore results to a mode of farming which is referred as the
Integrated Low External Input Agriculture (ILEIA).Keeping of animals and crops will start to disintegrate as
specialization begins to set in. This mode permits economies of scale, labour efficiency, and mechanization as
well as inorganic inputs such as the chemical fertilizers. This mode of specialization eventually chocks itself or
starves itself due to the negative impacts on the environment as well as the exhaustion of resources .This leads to
re-integration of enterprises depending on the mind - set of the farmer ( Herman and Schiere, 2008).
2.0METHODOLOGY
2.1 The study area
Elgeyo-Marakwet County is one of the counties in the former Rift Valley province. The county is located along
the basin of the Kerio River in the Rift Valley Province of Kenya. It borders Uasin Gishu County in the west,
Baringo and Pokot Counties in the east, and Turkana County in the north. The county can be divided into three
agro-ecological zones: highlands in the west, escarpment in the central parts, and the valley floor. This study
focused on the highlands community. The Valley floor is flat and dry with sandy soils, ideal for staple and
drought-resistant crops; livestock graze freely in open areas. In the highlands (Upper valley), homesteads are
located on relatively flat to moderately sloped land with sandy and clay soils; horticulture is currently practiced
in this region. Escarpment is very steep, but staple or drought-resistant crops are cultivated.
The highland areas include; Iten, Kaptarakwa, Kaptagat, Chepkorio, Nyaru, Flax, Metkei and
Cherangany. The valley floor forms the low lands. The areas on the valley floor include, Cheptebo and
Fluorspar, Kimwarer and Tot. (Government of Kenya, 2008)
Elgeyo-Marakwet County experiences a bimodal rain pattern with its long rain starting from late March
up to early July. The short rains experienced in the area start from September to November. The major farming
activities in the low lands include livestock keeping (indigenous goats and cows) and fruit farming. The kinds of
fruits farmed include paw paws, mangoes and oranges. The communities that live on the escarpment on the
central part practice mainly maize and bean farming although characterized mainly by small-scale production.
On the other hand the major farming activities in the highlands include dairy farming, tea production, vegetable
growing, sheep farming and maize farming. Cereals, particularly maize, are the major crops grown by
smallholder farmers in the region. The integration of other crops including legumes has been systematic
following calls for crop diversification by agricultural extension workers. Cereal residues make up part animal
feed, in combination with roughage from natural pastures. Grazing of crop fields takes place after harvesting rain
fed crops, usually at the end of the rainy season (around December)
2.2 Analytical framework
2.2.1Hard system methodologies (HSM) versus the Soft System Methodologies (SSM)
There are three strongly related and complementary approaches that are used in farm system thinking
and analysis; hard, soft and complex system thinking. HSM is predominant among technically oriented people
.This system focuses on quantifications while at the same time assuming clear and strict boundaries of
interaction among enterprises in the farm. SSM focuses on the issues of motivation, learning, relations, mind-set
and empowerment. SSM stresses on multiple inputs, perceptions, outputs and relation to the environment. In
this system, most if not all problems can be perceived differently by different stakeholders. The soft SSM
assumes the following:
a) Different vague and qualitative but real human interactions play a role in the farming process.
b) The opinion of one individual affects the opinion of someone else.
c) Different perceptions occur.

2
Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.19, 2013

www.iiste.org

Goals and opinions change continuously. A combination of HSM and SSM yields Complex System
Methodology (CSM) whose focus is on variation and uncertainty. (Schiere et al., 2006). Therefore this study
employed the complex system thinking.
3. RESULTS AND DISCUSSIONS
3.1 Characterization of dairy-crop integrators and non integrators
The major characteristics of interest that were put into focus in this objective include the years of
schooling of both integrators and non integrators as well as their ability to access credit facilities from both
formal and informal organizations. The formal organizations that provide credit to both dairy-crop Integrators
and non integrators included banks and micro- finance organizations. Co-operative organizations also formed an
important source of formal credit. In addition to, the size of land of land owned by the famer was used to
characterize dairy-crop integrators and non integrators.
a) Years of schooling
The mean years of schooling for both dairy-crop integrators and non integrators were not the same (table 1).
The integrators had a lower mean in years of schooling of 8.87 as compared to that of non integrators who had a
higher mean of 10 years of schooling
The two tailed t -test in table 2 shows that the significance level (0.067) is greater than confidence
interval (0.05). This reinforces the fact that there is a significant difference in the mean number of years of
schooling of integrators and non-integrators.
More non integrators (43.5%) as opposed to integrators (41.2%), reported to have off farm income
from business activities such as such as shops, flour mills, transport business or other employments in the public
and private sectors of the economy. This further underpins the argument that non integrators had more years of
schooling than integrators and this could have exposed them to additional business skills. It seems therefore that
because non integrators do not have other skills, they have attempted to concentrate the knowledge they have on
farming by embracing such activities as integration.
b) House hold size
Integrators had a higher household mean unlike the non integrators .The mean size of households for
dairy-crop integrators was 6.49 persons as opposed to 4.98 for non integrators (table 3). The higher household
mean for integrators can be translated to mean integrators have a higher supply of family labour and will tend to
put it into enterprise integration given that integration is a labour intensive activity. The opposite is true to non
integrators.
A two tailed t-test results shows that there is significant difference (p=0.05) in the mean household
size of integrators and non integrators (table 4).
c) Procurement of credit.
Results in Table 5 show that only 34.1 % of dairy-crop integrators in Elgeyo Marakwet County
seek credit for agricultural purposes .On the other hand, 40% of non-integrators strive to seek credit Therefore;
more non-integrators are credit seekers as opposed to integrators. The high number of credit seeking by non
integrators can be attributed to the higher mean in years of schooling, meaning that they have access to more
information on matters relating to credit as opposed to integrators. Access to information gives the non
integrators the ability to haggle for and solicit credit from diverse sources while their counterparts may be
suffering from fear of the unknown. But in order to improve and even modernize integration, the integrating
households must embrace the use of agricultural credit.
The trend depicted by results in Table 6 reinforces the level of exposure of the two groups. Integrators
are more inclined towards micro-finance (38%) and informal institutions (28%). This is probably because of
their proximity and the less formal nature of these providers. They seemed not to prefer bank credit possibly
because of the distance and the stringent bank procedures unfamiliar to them. The non integrators on the other
hand, as a result of more exposure, utilized credit from banks, co-operatives and microfinance but not from
informal sources.
d) Land size
Results presented in Table 7 show that integrators had a larger size of land (5.25 acres) on average as
compared to non integrators (3.55 acres).
The independent t-test results in table 8 give a clear indication that there is a significant difference in
the mean land size owned by both integrators and non-integrators. It can, therefore, be implied that farmers with
smaller land sizes do not integrate dairy and crop enterprises. This finding is surprising because it was expected
that as farms become smaller, they should tend towards integration, which is a form of diversification. This
finding is inconsistent with the findings of Devendra, (2002) who found that as the land resource becomes
scarce, involution occurs and farmers tend to integrate enterprises instead of specializing.
3
Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.19, 2013

www.iiste.org

Therefore, there is significant difference in the characteristics of dairy- crop integrators and non
integrators as depicted by findings of the study because integrators have a lower mean in the years of schooling
as opposed to non integrators. Furthermore, the non integrators had smaller households and land sizes as
compared to the integrators. In addition more non integrators were credit seekers unlike the integrators.
4.CONCLUSION
Farm and farmer characteristics of integrators and non integrators are not the same and are important in
depicting the decision to adopt a new technology in terms of age, education, household size, and off farm
employment.
Integration is a labour demanding activity. This is depicted by the fact that integrators had a high mean
number of household members as opposed to non integrators.
5. RECOMMENDATIONS
Farmers in the low education category were found to be engaging dairy-crop integration, their. Low
education status has a negative implication on the effectiveness and innovations on their value integration
activities. There is therefore need for policies to address the limitation of such a category, through targeted
training programs that will enhance the knowledge gap of such farmers on better integration activities.
Policies that encourage dairy-crop integration should be encouraged in order to improve the farmers’
welfare since it a form of farm diversification as well as way adding value to farm by-products such as animal
droppings, crop residues and weeds from the crop fields.
TABLES
Table 1: Years of schooling of dairy- crop integrators and non integrators
Type of farmer
Mean yrs of schooling No. of observations
Dairy-crop integrator
8.87
85
Non integrator of Dairy and crops 10.00
85
Total

9.44

170

Std. Deviation
3.851
4.132
4.022

Table 2: Independent sample t- tests for the level of education of farmers
t-test for Equality of Means
t

df

Sig. (2tailed)

Mean
Differe
nce

Std.
Error
Differen
ce

95% Confidence
Interval of the
Difference
Lower

Education level of
farmer

Table 3: Household size
Type of farmer
Dairy-crop integrator
Non integrator of Dairy and crops
Total

-1.844

Mean HH size
6.49
4.98
5.74

168

0.067

-1.13

No. of observations
85
85
170

4

0.613

Std. Deviation
2.693
1.566
2.324

-2.339

Upper
0.080
Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.19, 2013

www.iiste.org

Table 4: independent sample t- test for the household size among integrators and non integrators
t-test for Equality of Means
T

Household
size

df

4.491

Sig. (2tailed)

168

Mean
Difference

0.07

Std. Error
Difference

-1.52

95% Confidence Interval of
the Difference
Lower
Upper

0.338

0.851

2.185

Table 5: Procurement of credits by integrators and non integrators
Integrators
Non integrators
Frequency

Frequency

Percent

29
56

34.1
65.9

34
51

40.0
60.0

85

Credit seekers

Percent

100.0

85

100.0

Non Credit seekers
Total
Table 6: Credit providing organization for dairy crop integrators
Integrators Non-integrators
Credit providing organization

Percent

Percent

Banks
Co-operative organizations

17
17

38
26.5

Micro-finance institutions
Informal organizations
Total

38
28
100

26.5
9
100

Table 7: Mean size of land owned by integrators and non integrators of dairy and crops
Integrators
Non-integrators
Mean size of land owned
5.25 (acres)
3.55 (acres)
Table 8: independent sample t-test for land size owned by integrators and non integrators

t-test for Equality of Means
T

Acres of land
owned

2.76

df

168

Sig. (2tailed)

Mean
Difference

0.06

1.71

5

Std. Error
Difference

0.62

95% Confidence
Interval of the
Difference
Lower
Upper
0.48

2.93
Journal of Economics and Sustainable Development
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.19, 2013

www.iiste.org

REFERENCES
Devendra C. (2002). Crop-animal systems in Asia: future perspectives. Agricultural Systems 71, 27-40.
FAO, (2010). An International Consultation on Integrated Crop-Livestock Systems for Development - The Way
Forward for Sustainable Production Intensification.
Government of Kenya, (2008). Keiyo district strategic plan 2005 - 2010 for implementation of the national
population policy for sustainable development .National coordinating agency for population and
development.
Hans L., Russelle P., Martin H., Alan J. Franzluebbers (2006) Reconsidering Integrated Crop–Livestock Systems
in North America Agronomy Journal. 99:325–334 (2006)
Herman V.K. and Schiere H., (2008). Crop-livestock systems: old wine in new bottles.14th Australian
Agronomy Conference 21-25 September 2008, Adelaide, SA
Jongbloed J., Jason N., 1998 Cattle feeding systems and limitations to feed supply in South Sulawesi, Indonesia.
Agricultural Systems, 39, 409–419.
Saam C., and Adsen, J. (2005). Constraints and opportunities for improved milk production and calf rearing in
Sanyati communal farming area, Zimbabwe. Livestock Research for Rural Development, 10 (1)
Savadogo M., (2000). Crop residue management in relation to sustainable land use: a case study in Burkina Faso
.Tropical resource management paper No.31 Wageningen, Netherlands.
Schiere H., Baumbhardt L., Herman V. K., Whitebread A.M., Bruinsma A.S., Goodchild T., (2006). Mixed
Crop-livestock Systems in Semi Arid Regions. Agricultural Economics 27 295–315
Spedding G.,(1988). Farm diversification and Restructuring of Agriculture. Outlook on Agriculture 17;35-39

6
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A comparison of the socio economic characteristics of dairy-crop integrators versus non integrators

  • 1. Journal of Economics and Sustainable Development ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.19, 2013 www.iiste.org A Comparison of the Socio- Economic Characteristics of DairyCrop Integrators versus Non Integrators: A Case Study in ElgeyoMarakwet County, Kenya Geoffrey K. Kosgei1*, Job K. Lagat2, Mary C. Maina3 Patrick M. Ngore 1. Department of Agricultural Economics and Agribusiness Management, Egerton University 2. Department of Agricultural Economics and Agribusiness Management, Egerton University 3. Department of Agricultural Economics and Agribusiness Management, Egerton University 4. Department of Agriculture and Extension,Karatina University College * E-mail of the corresponding author: kosgeigk@gmail.com Abstract The aim of this study was to compare the different inherent socio economic characteristics amongst the dairycrop integrators and non integrators in Elgeyo-Marakwet County, Kenya. The study carried out a census of 85 integrators and 85 non integrators. The data were collected with the help of a structured questionnaire. Descriptive statistics such as means and percentages were used to present the findings. The study found out that Integrators had a higher household size mean unlike the non integrators. The integrators had a lower mean in years of schooling of as compared to that of non integrators who had a higher mean of years of schooling. On the other hand, Integrators had a larger size of land on average as compared to non integrators. The study therefore recommends policy interventions to enhance access to credit, reduce illiteracy levels among rural entrepreneurs through training and extension services. Key words: Integration, Non-integration, Off-farm income, Household 1. INTRODUCTION Dairy-crop integration is a form of mixed farming in which the farmer rears dairy cows and plants crops in his farm in such a manner that there is constant interaction and complementarities between the dairy cows and the crops. On the contrary, mixed crop-livestock farming is a type of a farming system where livestock contributes towards adding value to crop products as well as assisting in diversifying crop rotations. In addition to, they help to recycle nutrients. This system of farming combines crops and livestock in varying degrees. It has been observed that majority of farmers who have little access to resources rely on mixed systems of farming. On the livestock side, ruminants (cows, sheep, or goats) provide added value by converting fibrous feeds like straws, maize stovers and crop residues. Monogastrics (pigs, donkeys and poultry) also provide cash income by converting by - products like grain to high value foods, and thereby serving as a saving account for subsistence farmers (Hans et al., 2006). Diversification occurs where components such as crops and animals co-exist rather independently on the farm. Their combination serves to reduce risks, but their interactions are minimal. Nutrient flows are rather linear in this case. This form of mixing does not involve recycling of resources to a significant degree. Integration occurs where the components of the farm are interdependent, for example, where animals providing dung while consuming crop residues (Savadogo, 2000). It has been pointed out that several agricultural activities increase greenhouse gas emissions. On the other hand, it is increasingly becoming better appreciated by the public as well as by the producers that selected agricultural practices can greatly increase productivity and incomes while simultaneously reducing the impact of climate change-related economic, social and environmental effects. These include minimizing mechanical soil disturbance and increasing soil organic matter which help reduce effects of dry periods on crop productivity and farm output. Similarly, it is possible to increase biomass in quantity and quality, and thereby increase livestock output in small-scale integrated systems. Therefore, the integration of crop and livestock production systems increases the diversity, along with environmental sustainability, of both sectors. At the same time it provides opportunities for increasing overall production and economics of farming (FAO, 2010). Although direct consumption of crops provides more protein and energy to humans than when crops are processed by livestock (Spedding, 1988), and although some livestock production systems have contributed to environmental degradation, livestock can utilize crops and residues not suitable as food and fiber for humans. In addition, crop–livestock systems that are appropriately integrated and intensified for the location can provide multiple benefits ( Schiere et al., 2006). 1
  • 2. Journal of Economics and Sustainable Development ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.19, 2013 www.iiste.org The importance of manure as a source of recycled nutrients has been recognized for millennia. The economic value of manure, though significant, has not overcome the convenience and relatively low cost of inorganic fertilizers, and the lower confidence farmers have in nutrient supply from manure. Larger, more specialized livestock production operations that import nutrients from distant sources have resulted in greater nutrient concentration in localized areas. These factors have contributed to excessive manure (or total nutrient) application and subsequent degradation of water resources, which in turn has stimulated regulations (Jongbloed,1998 and ; Saam and Adsen, 2005). 1.1 Co-evolution of farming system in time and space Mixed crop-livestock systems co-evolve in their context. This is due to the fact that farming systems are not static but they are constantly changing in time and space. When land is relatively abundant, crops and animals exist parallel to each other. In this case, crops and animals are complementary and do not exchange resources among them. As land becomes scarce, as a result of the success of this type of farming, the expanding farmer population is forced to keep animals together with crops. Higher exchange of resources like dung, crop residues and animal draft are then required. This therefore results to a mode of farming which is referred as the Integrated Low External Input Agriculture (ILEIA).Keeping of animals and crops will start to disintegrate as specialization begins to set in. This mode permits economies of scale, labour efficiency, and mechanization as well as inorganic inputs such as the chemical fertilizers. This mode of specialization eventually chocks itself or starves itself due to the negative impacts on the environment as well as the exhaustion of resources .This leads to re-integration of enterprises depending on the mind - set of the farmer ( Herman and Schiere, 2008). 2.0METHODOLOGY 2.1 The study area Elgeyo-Marakwet County is one of the counties in the former Rift Valley province. The county is located along the basin of the Kerio River in the Rift Valley Province of Kenya. It borders Uasin Gishu County in the west, Baringo and Pokot Counties in the east, and Turkana County in the north. The county can be divided into three agro-ecological zones: highlands in the west, escarpment in the central parts, and the valley floor. This study focused on the highlands community. The Valley floor is flat and dry with sandy soils, ideal for staple and drought-resistant crops; livestock graze freely in open areas. In the highlands (Upper valley), homesteads are located on relatively flat to moderately sloped land with sandy and clay soils; horticulture is currently practiced in this region. Escarpment is very steep, but staple or drought-resistant crops are cultivated. The highland areas include; Iten, Kaptarakwa, Kaptagat, Chepkorio, Nyaru, Flax, Metkei and Cherangany. The valley floor forms the low lands. The areas on the valley floor include, Cheptebo and Fluorspar, Kimwarer and Tot. (Government of Kenya, 2008) Elgeyo-Marakwet County experiences a bimodal rain pattern with its long rain starting from late March up to early July. The short rains experienced in the area start from September to November. The major farming activities in the low lands include livestock keeping (indigenous goats and cows) and fruit farming. The kinds of fruits farmed include paw paws, mangoes and oranges. The communities that live on the escarpment on the central part practice mainly maize and bean farming although characterized mainly by small-scale production. On the other hand the major farming activities in the highlands include dairy farming, tea production, vegetable growing, sheep farming and maize farming. Cereals, particularly maize, are the major crops grown by smallholder farmers in the region. The integration of other crops including legumes has been systematic following calls for crop diversification by agricultural extension workers. Cereal residues make up part animal feed, in combination with roughage from natural pastures. Grazing of crop fields takes place after harvesting rain fed crops, usually at the end of the rainy season (around December) 2.2 Analytical framework 2.2.1Hard system methodologies (HSM) versus the Soft System Methodologies (SSM) There are three strongly related and complementary approaches that are used in farm system thinking and analysis; hard, soft and complex system thinking. HSM is predominant among technically oriented people .This system focuses on quantifications while at the same time assuming clear and strict boundaries of interaction among enterprises in the farm. SSM focuses on the issues of motivation, learning, relations, mind-set and empowerment. SSM stresses on multiple inputs, perceptions, outputs and relation to the environment. In this system, most if not all problems can be perceived differently by different stakeholders. The soft SSM assumes the following: a) Different vague and qualitative but real human interactions play a role in the farming process. b) The opinion of one individual affects the opinion of someone else. c) Different perceptions occur. 2
  • 3. Journal of Economics and Sustainable Development ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.19, 2013 www.iiste.org Goals and opinions change continuously. A combination of HSM and SSM yields Complex System Methodology (CSM) whose focus is on variation and uncertainty. (Schiere et al., 2006). Therefore this study employed the complex system thinking. 3. RESULTS AND DISCUSSIONS 3.1 Characterization of dairy-crop integrators and non integrators The major characteristics of interest that were put into focus in this objective include the years of schooling of both integrators and non integrators as well as their ability to access credit facilities from both formal and informal organizations. The formal organizations that provide credit to both dairy-crop Integrators and non integrators included banks and micro- finance organizations. Co-operative organizations also formed an important source of formal credit. In addition to, the size of land of land owned by the famer was used to characterize dairy-crop integrators and non integrators. a) Years of schooling The mean years of schooling for both dairy-crop integrators and non integrators were not the same (table 1). The integrators had a lower mean in years of schooling of 8.87 as compared to that of non integrators who had a higher mean of 10 years of schooling The two tailed t -test in table 2 shows that the significance level (0.067) is greater than confidence interval (0.05). This reinforces the fact that there is a significant difference in the mean number of years of schooling of integrators and non-integrators. More non integrators (43.5%) as opposed to integrators (41.2%), reported to have off farm income from business activities such as such as shops, flour mills, transport business or other employments in the public and private sectors of the economy. This further underpins the argument that non integrators had more years of schooling than integrators and this could have exposed them to additional business skills. It seems therefore that because non integrators do not have other skills, they have attempted to concentrate the knowledge they have on farming by embracing such activities as integration. b) House hold size Integrators had a higher household mean unlike the non integrators .The mean size of households for dairy-crop integrators was 6.49 persons as opposed to 4.98 for non integrators (table 3). The higher household mean for integrators can be translated to mean integrators have a higher supply of family labour and will tend to put it into enterprise integration given that integration is a labour intensive activity. The opposite is true to non integrators. A two tailed t-test results shows that there is significant difference (p=0.05) in the mean household size of integrators and non integrators (table 4). c) Procurement of credit. Results in Table 5 show that only 34.1 % of dairy-crop integrators in Elgeyo Marakwet County seek credit for agricultural purposes .On the other hand, 40% of non-integrators strive to seek credit Therefore; more non-integrators are credit seekers as opposed to integrators. The high number of credit seeking by non integrators can be attributed to the higher mean in years of schooling, meaning that they have access to more information on matters relating to credit as opposed to integrators. Access to information gives the non integrators the ability to haggle for and solicit credit from diverse sources while their counterparts may be suffering from fear of the unknown. But in order to improve and even modernize integration, the integrating households must embrace the use of agricultural credit. The trend depicted by results in Table 6 reinforces the level of exposure of the two groups. Integrators are more inclined towards micro-finance (38%) and informal institutions (28%). This is probably because of their proximity and the less formal nature of these providers. They seemed not to prefer bank credit possibly because of the distance and the stringent bank procedures unfamiliar to them. The non integrators on the other hand, as a result of more exposure, utilized credit from banks, co-operatives and microfinance but not from informal sources. d) Land size Results presented in Table 7 show that integrators had a larger size of land (5.25 acres) on average as compared to non integrators (3.55 acres). The independent t-test results in table 8 give a clear indication that there is a significant difference in the mean land size owned by both integrators and non-integrators. It can, therefore, be implied that farmers with smaller land sizes do not integrate dairy and crop enterprises. This finding is surprising because it was expected that as farms become smaller, they should tend towards integration, which is a form of diversification. This finding is inconsistent with the findings of Devendra, (2002) who found that as the land resource becomes scarce, involution occurs and farmers tend to integrate enterprises instead of specializing. 3
  • 4. Journal of Economics and Sustainable Development ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.19, 2013 www.iiste.org Therefore, there is significant difference in the characteristics of dairy- crop integrators and non integrators as depicted by findings of the study because integrators have a lower mean in the years of schooling as opposed to non integrators. Furthermore, the non integrators had smaller households and land sizes as compared to the integrators. In addition more non integrators were credit seekers unlike the integrators. 4.CONCLUSION Farm and farmer characteristics of integrators and non integrators are not the same and are important in depicting the decision to adopt a new technology in terms of age, education, household size, and off farm employment. Integration is a labour demanding activity. This is depicted by the fact that integrators had a high mean number of household members as opposed to non integrators. 5. RECOMMENDATIONS Farmers in the low education category were found to be engaging dairy-crop integration, their. Low education status has a negative implication on the effectiveness and innovations on their value integration activities. There is therefore need for policies to address the limitation of such a category, through targeted training programs that will enhance the knowledge gap of such farmers on better integration activities. Policies that encourage dairy-crop integration should be encouraged in order to improve the farmers’ welfare since it a form of farm diversification as well as way adding value to farm by-products such as animal droppings, crop residues and weeds from the crop fields. TABLES Table 1: Years of schooling of dairy- crop integrators and non integrators Type of farmer Mean yrs of schooling No. of observations Dairy-crop integrator 8.87 85 Non integrator of Dairy and crops 10.00 85 Total 9.44 170 Std. Deviation 3.851 4.132 4.022 Table 2: Independent sample t- tests for the level of education of farmers t-test for Equality of Means t df Sig. (2tailed) Mean Differe nce Std. Error Differen ce 95% Confidence Interval of the Difference Lower Education level of farmer Table 3: Household size Type of farmer Dairy-crop integrator Non integrator of Dairy and crops Total -1.844 Mean HH size 6.49 4.98 5.74 168 0.067 -1.13 No. of observations 85 85 170 4 0.613 Std. Deviation 2.693 1.566 2.324 -2.339 Upper 0.080
  • 5. Journal of Economics and Sustainable Development ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.19, 2013 www.iiste.org Table 4: independent sample t- test for the household size among integrators and non integrators t-test for Equality of Means T Household size df 4.491 Sig. (2tailed) 168 Mean Difference 0.07 Std. Error Difference -1.52 95% Confidence Interval of the Difference Lower Upper 0.338 0.851 2.185 Table 5: Procurement of credits by integrators and non integrators Integrators Non integrators Frequency Frequency Percent 29 56 34.1 65.9 34 51 40.0 60.0 85 Credit seekers Percent 100.0 85 100.0 Non Credit seekers Total Table 6: Credit providing organization for dairy crop integrators Integrators Non-integrators Credit providing organization Percent Percent Banks Co-operative organizations 17 17 38 26.5 Micro-finance institutions Informal organizations Total 38 28 100 26.5 9 100 Table 7: Mean size of land owned by integrators and non integrators of dairy and crops Integrators Non-integrators Mean size of land owned 5.25 (acres) 3.55 (acres) Table 8: independent sample t-test for land size owned by integrators and non integrators t-test for Equality of Means T Acres of land owned 2.76 df 168 Sig. (2tailed) Mean Difference 0.06 1.71 5 Std. Error Difference 0.62 95% Confidence Interval of the Difference Lower Upper 0.48 2.93
  • 6. Journal of Economics and Sustainable Development ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.19, 2013 www.iiste.org REFERENCES Devendra C. (2002). Crop-animal systems in Asia: future perspectives. Agricultural Systems 71, 27-40. FAO, (2010). An International Consultation on Integrated Crop-Livestock Systems for Development - The Way Forward for Sustainable Production Intensification. Government of Kenya, (2008). Keiyo district strategic plan 2005 - 2010 for implementation of the national population policy for sustainable development .National coordinating agency for population and development. Hans L., Russelle P., Martin H., Alan J. Franzluebbers (2006) Reconsidering Integrated Crop–Livestock Systems in North America Agronomy Journal. 99:325–334 (2006) Herman V.K. and Schiere H., (2008). Crop-livestock systems: old wine in new bottles.14th Australian Agronomy Conference 21-25 September 2008, Adelaide, SA Jongbloed J., Jason N., 1998 Cattle feeding systems and limitations to feed supply in South Sulawesi, Indonesia. Agricultural Systems, 39, 409–419. Saam C., and Adsen, J. (2005). Constraints and opportunities for improved milk production and calf rearing in Sanyati communal farming area, Zimbabwe. Livestock Research for Rural Development, 10 (1) Savadogo M., (2000). Crop residue management in relation to sustainable land use: a case study in Burkina Faso .Tropical resource management paper No.31 Wageningen, Netherlands. Schiere H., Baumbhardt L., Herman V. K., Whitebread A.M., Bruinsma A.S., Goodchild T., (2006). Mixed Crop-livestock Systems in Semi Arid Regions. Agricultural Economics 27 295–315 Spedding G.,(1988). Farm diversification and Restructuring of Agriculture. Outlook on Agriculture 17;35-39 6
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