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Sustainability of technological dimension in dairy
agribusiness
To cite this article: R Mastuti et al 2019 J. Phys.: Conf. Ser. 1375 012043
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Annual Conference of Science and Technology
Journal of Physics: Conference Series
1375 (2019) 012043
IOP Publishing
doi:10.1088/1742-6596/1375/1/012043
Sustainability of technological dimension in dairy agribusiness
R Mastuti*, F Alham, C Gustiana, H Hanisah, M Jamil, M Muslimah and R
Rozalina
Department of Agribusiness, Faculty of Agriculture, Samudra University, Aceh,
Indonesia
*
[email protected]
Abstract. This study aims to analyze sustainability index and status of technological
dimension in dairy agribusiness in Batu City. Research methods applied were analysis
Multidimensional Scaling (MDS) analysis, termed Rapuse, and Descriptive analysis. Study
result was expressed in sustainability index and status. Moreover, to examine attributes
sensitively affected sustainability index and status also the effect of error, analysis of Leverage
and Monte Carlo was performed, followed with descriptive analysis. Data were obtained from
key respondent and field observation. Four villages from three sub-districts in Batu City were
purposively selected as research site, namely Village of Pesanggrahan, Tlekung, Oro-oro
Ombo and Gunungsari. Sustainability analysis resulted in technological dimension of 60.40 or
moderately sustainable condition and three leverage factors of AI breeding, adlibitum water
application, and chopper use. Other factors in technological dimension should be taken care
immediately since they sensitively have an effect on the increasing sustainability index and
status with small error at confidence level of 95%. Factors included biogas installation,
provision of dry concentrate, fresh milk handling, and cage cleanliness should be improved to
increase sustainability index of technological dimension through role and support improvement
of stakeholder consisted of milk cooperation, IPS, government institution related, and cattle
farmers.
1. Introduction
Currently, about 91 percent of domestic fresh milk production (SSDN) is produced from local dairy
cattle, yet its production only supplies not more than 25 percent of national milk demand, while the
rest of 75 percent is from imported milk. Milk import causes losses, both in local dairy business and
government since it results in the depletion of foreign exchange reserve, loss of potential revenue
should be obtained by the government from taxes, and opportunity loss due to underutilization of
available resource potential for the development of dairy agribusiness [1].
The dependency on imported milk urges government to conduct various efforts to develop dairy
cattle in national milk producing regions in the hope to meet the domestic milk demand. In order to
achieve those efforts, one of government programs applied is the establishment of National Livestock
Region or Kawasan Ternak Nasional for the development of dairy cattle business through Law No:
43/Kpts/PD.410/1/2015 [2]. Batu City is one of six dairy cattle development regions for the next five
years. The program of dairy cattle region development is expected to be sustainable to increase the
production and supply of SSDN. Considering this issue, it is necessary to examine the sustainability
status of dairy business in Batu Cityas region for dairy business development.
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Annual Conference of Science and Technology
Journal of Physics: Conference Series
1375 (2019) 012043
IOP Publishing
doi:10.1088/1742-6596/1375/1/012043
This study aims to analyze sustainability index and status of dairy business in Batu City concerning
technological dimension. Analysis method applied was Multi Dimensional Scaling (MDS) called
Rapuse. Analysis result was expressed as sustainability index and status of dairy business on
technological dimension. Result of analysis will facilitate the government or stakeholder to arrange
and conduct program also to perform improvements on attributes sensitively affect sustainability status
of dairy business on technological dimension, in order to achieve the success of sustainable dairy
business development program.
2. Research method
2.1. Framework
Government set the development of livestock region in Batu Cityto develop sustainable dairy business
in order to support increase in production and supply of SSDN. In developing dairy business, it is
essential to apply the concept of sustainable development comprehensively viewed as a unity in an
agribusiness system concept from upstream to downstream [3] as a responsibility of today’s
generation to the future generation, in addition to ensure milk self-sufficiency program continues to
perform. According to Dirjen PKH [4] the development of livestock farming is considered sustainable
if it applies the concept of sustainable development. According to Pitcher [5] and Mersyah [6]
reference criterion for sustainable development, in principle, is related to dimension of ecology,
economy, socio-culture, law-institution, and technology.
Analysis in ecological dimension was performed by Mastuti et al., [7] that resulted in sustainability
index of 59.02 percent in category of moderately sustainable and 2 leverage factors consisted of
availability of green fodder and manure handling.
Dairy business is considered meeting the criteria of technological dimension in the concept of
sustainable development is the technology used in business is able to effectively and efficiently
support the increase in production and productivity of sustainable dairy business. This dimension in
sustainable dairy business is defined into ten attributes entirely describe the condition of dairy business
analyzed from the perspective of technological dimension. Result of analysis is in the form of leverage
factor and sustainability index that are important as a basis to arrange and perform improvements on
attributes sensitively affect sustainability status of sustainable dairy business.
2.2. Place and time of research
Study was conducted in Batu City, Province of East Java. Determination of research location was done
purposively. The study was particularly carried out in Pesanggrahan Village and Oro-Oro Ombo
Village of Batu Sub-district, Tlekung Village of Junrejo Sub-district and Gunungsari Village of
Bumiaji Sub-district that have been set as regions for dairy cattle development.
2.3. Type and source of data
Data used in this study included primary data and secondary data. Primary data were sourced from
respondents and selected experts, also from direct observation in research site, while secondary data
were obtained from literature study, internet browsing, and documents from several institutions related
to research data.
2.4. Data collection method
Data collection in analysis of dairy business technology sustainability in Batu City for livestock region
development was done through the method of field survey, questionnaire, interview, and discussion
with respondents considering research topic.
2.5. Analysis method
Method of sustainability analysis of dairy business on technological dimension in Batu City for the
development of livestock regions was performed through the approach of Multi Dimensional Scalling
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Annual Conference of Science and Technology
Journal of Physics: Conference Series
1375 (2019) 012043
IOP Publishing
doi:10.1088/1742-6596/1375/1/012043
(MDS) called Rapuse (Rapid Appraisal Usaha Sapi Perah or Rapid Appraisal for Dairy Business).
Rapuse adopts the technic of Rapfish (Rapid Apraisal for Fisheries) analysis developed by Fisheries
Center, University of British Columbia [8]. MDS method is a statistic analysis technic that transforms
each dimension factor towards the dimension of dairy business sustainability. In this study, there were
10 attributes used to determine sustainability status of dairy business on technological dimension.
Multi-Dimensional Scalling (MDS) approach through Rapfish program had been applied to analyze
the sustainability of technological adoption in livestock waste treatment to produce organic fertilizer
[9].
Determination of sustainability index and status in accordance with technic that adopts Rapfish
analysis Pitcher [5]; Kavanagh [8]; and Nababan et al., [10] included stages as follows: 1) Scoring of
attributes in each sustainability dimension and measure the attribute based on actual data through field
observation, depth-interview with key respondent, and literature study, 2) The score of attributes of
each sustainability dimension was further analyzed using Rapfish program in Microsoft Excel to
obtain a value of sustainability index, 3) Categorizing the value of sustainability index based on
sustainability interval to obtain sustainability status. Interval for sustainability score of each
dimension: bad (0-25), poor (26-50), moderate (51-75), and good (76-100).
Position of sustainability dot is depicted in vertical or horizontal axis line. Value of sustainability
index ranges from value of 0 percent (bad) to 100 percent (good). If the dimension measured has an
index below 50 percent, it considered poor or unsustainable, and if the index of dimension is above 50
percent, dimension of system is sustainable. This scoring is illustrated in Figure 1.
Figure 1. Illustration of sustainability index value.
In Rapuse analysis, Monte Carlo simulation, Leverage analysis, the determination of Coefficient of
Determination (R2) and determination of Stress value were also performed. Simulation of Monte Carlo
was used to estimate the effect of error at confidence level of 95%. Leverage analysis was performed
to find attributes sensitively affected the sustainability status by considering the priority order resulted
from leverage analysis, that was by observing changes in RMS (Root Mean Square) value on the xaxis. Higher RMS value means that the attribute is more sensitive or has bigger role in increasing the
sustainability status of dairy business.
Values of sustainability index generated from analysis of Monte Carlo and MDS were further
compared, if the difference of both value is less than 25%, it indicates that: 1). Analysis process
repeatedly performed is stable; 2). Error in data input and data loss is able to be avoided; 3) Error in
scoring of each attribute is relatively low; 4) Variation in scoring due to opinion difference is
relatively small which means that Rapuse method is quite appropriate to be applied as one of tools to
evaluate sustainability of dairy business in Batu City and the result approaches the real condition.
Moreover, mapping of the data analyzed were well performed. Stress value is a lack of fit measure,
in which higher stress value indicates inappropriateness. Stress value is applied to examine whether
the result of output approaches the real condition or not. The closer the value to zero, the output
produced is more similar to the real condition. Moreover, coefficient of determination (R 2) is used to
observe the proximity between data and perceptual map. Through R2we can conclude whether the data
is well mapped or not. Value of R2 closer to 1 indicates that the data are perfectly mapped. Perfect
model in MDS is shown by the value of R2 = 1.
Ordination technic (determination of distance) in MDS is following Euclidean Distance in an ndimensional space through the following equation:
(1)
𝑑 = √(|𝑋1 − 𝑋2 |2 + |𝑌1 − 𝑌2 |2 + |𝑍1 − 𝑍2 |2 + … )
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Annual Conference of Science and Technology
Journal of Physics: Conference Series
1375 (2019) 012043
IOP Publishing
doi:10.1088/1742-6596/1375/1/012043
Configuration or ordination from an object or dot in MDS is further approximated by regressing
Euclidean distance (dij) from dot i to dot j with the initial dot (ij) as in the equation below:
dij = + ij +
(2)
In general, there are three technics applied to perform regression for the equation above, namely least
square method (KRYST), alternating least square based on the root of Euclidean Distance (squared
distance) or termed as ALSCAL method. Algorithm of ALSCAL is the most appropriate method for
Rapfish and it is available in most of statistic software (SPSS and SAS) [11]. ALSCAL method
optimizes squared distance (squared distance = dijk) towards quadrat data (initial dot = ijk), which is in
three-dimensional form (i, j, k) is expressed in a formula known as S-Stress below:
2
𝑚
2
2
∑𝑖 ∑𝑗(𝑑𝑖𝑗𝑘
− 𝑜𝑖𝑗𝑘
)
1
√
𝑆=
∑[
]
2
∑𝑖 ∑𝑗 𝑜𝑖𝑗𝑘
𝑚
(3)
𝑘=1
Where the quadrat distance is the weighted Euclidean distance, or written as:
2
𝑑𝑖𝑗𝑘
𝑟
= ∑ 𝑤𝑘𝑎 (𝑋𝑖𝑎 − 𝑋𝑗𝑎 )
𝑎=1
2
(4)
Figure 2. Stage of multi dimensional scalling analysis.
3. Results and discussion
Value of sustainability index resulted from Rapuse analysis of technological dimension in dairy
business in Batu City for the development of livestock region was 60.40% and according to the
classification of sustainability status, this condition of technological dimension is categorized as
moderately sustainable. Whereas, sustainability index and status of technological dimension in each
village were as follows: Tlekung Village of 63.87% (moderately sustainable), Oro-oro Ombo Village
of 55.81% (moderately sustainable), Pesanggrahan Village of 68% (moderately sustainable), and
Gunungsari Village of 53.95% (moderately sustainable) as depicted in Figure 3.
Attributes expected to affect sustainability of diary business considering the technological
dimension included: cage drainage, cage, cage sanitation, dry concentrate, biogas installation,
4
Annual Conference of Science and Technology
Journal of Physics: Conference Series
1375 (2019) 012043
IOP Publishing
doi:10.1088/1742-6596/1375/1/012043
adlibitum water application, AI breeding, use of chopper, milk handling, and administration of
vaccine. Based on the result of leverage analysis, there were three attributes sensitively affected the
sustainability of technological dimension of dairy cattle, namely AI breeding, adlibitum water
application, and chopper use.
Other analysis performed in dairy business was Participatory Prospective Analysis that obtained six
key factors greatly affecting sustainability, namely: milk price, milk processing industry, labor, feed
technology, green fodder, and profit [12].
Figure 3. Value of sustainability index and attributes sensitively affect the sustainability of
technological dimension.
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Annual Conference of Science and Technology
Journal of Physics: Conference Series
1375 (2019) 012043
IOP Publishing
doi:10.1088/1742-6596/1375/1/012043
Table 1. Value of sustainability index of technological dimension in diary business.
Dimension
Technology
1. Village of Tlekung
2. Village of Oro-oro Ombo
3. Village of Pesanggrahan
4. Village of Gunungsari
Value of Sustainability Index (%)
MDS
Monte Carlo
60.40
59.47
63.88
62.82
55.80
55.57
67.99
66.30
53.95
53.22
Difference
0.93
1.06
0.23
1.69
0.73
Table 2. Value of stress and rsq of rapuse analysis result.
Description
Technology
0.1303
0.9425
2
Stress
Squared Correlation (RSQ)
Number of Iterations
In Table 2, Rapuse analysis resulted in stress value of less than 25% for all dimensions, while RSQ
value was closer to 1. It means that Rapuse method is quite appropriate to be applied as one of tools to
evaluate the sustainability of dairy business in Batu City. In addition, the result approached the real
condition and the data analyzed were perfectly mapped.
In Table 1, sustainability status of dairy business in Batu City and each research village,
considering the result of Rapuse analysis, were included in category of moderately sustainable in all
villages. It means that application of technology in dairy business was able to support the existence
and sustainability of dairy business in Batu City. Pesanggrahan Village obtained the highest value of
sustainability index among the three other villages since the village has implemented better attributes
of technological dimension compared to other villages. The attribute included the application of AI in
cattle breeding, application of adlibitum water, and the use of chopper and biogas installation.
3.1. Leverage factor
3.1.1. AI breeding. Breeding through Artificial Insemination (AI) has been applied by 100% of cattle
farmers to breed their cattle. The use of AI method eases cattle farmers to manage the reproduction
aspect, such as selection of dairy calf, breeding control, etc. AI service is provided by BATU milk
cooperation, Local Department of Forestry and Agriculture of Batu City, and private veterinarian.
Cattle farmers who need AI service may use the available service. The AI service provided by Milk
Cooperation is free of charge since it is subsidized by the cooperation. However, if farmers ask for the
service from the Local Department of Agriculture or veterinarian, there will be charge at various
amounts.
Cattle farmers mostly use AI service provided by milk cooperation since it is free, even though
sometimes farmers need 2 or more AI services for one cattle which leads to delayed pregnancy
schedule as well as time loss and cost spent to raise cattle before pregnancy occurs. Interview result
revealed that AI service performed more than one time or S/C > 1is caused by (1) far distance between
locations so that AI cannot be performed at the right time, (2) cattle farmers are less careful in
observing the estrous process in cattle, (3) inseminator is less skilled in providing AI service. Several
cattle farmers prefer to use AI service other institutions except milk cooperation because of better calf
produced and only one AI required to cause pregnancy (S/C = 1), thus saving time and money for
heifer maintenance.
3.1.2. Application of adlibitum water. Adlibitum water is system of unlimited drinking water supply
to cattle. The drinking tank is specially made in which drinking water is always available in the tank.
This method has been applied by almost 50 percent of cattle farmer in Batu City. Based on the result
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Annual Conference of Science and Technology
Journal of Physics: Conference Series
1375 (2019) 012043
IOP Publishing
doi:10.1088/1742-6596/1375/1/012043
of interview and observation, this method has been able to increase average milk production by 1.5 – 2
litter/cattle/day. This production increase significantly provides benefit to cattle farmers and
cooperation besides supporting the government program to increase the production of SSDN.
Construction of adlibitum water installation is funded by cattle farmers with subsidy from milk
cooperation. The subsidy provided occurs in turn so that financial performance of cooperation will not
be too burdened. Cooperation expects this technology will be implemented by 100% of cattle farmers
to further increase their income and welfare.
Limitation factor of implementation of this technology included cost and farmers who do not fully
understand this technology that they still applied the old technic of cattle farming.
3.1.3. The use of chopper. The use of chopper machine or machine to cut Green Fodder or Hijauan
Makanan Ternak (HMT) is to reduce the length of HMT, thus cattle will be easy to eat and finish
HMT. Result of observation showed that HMT cut through chopper machine was able to completely
given to cattle since only a small part of HMT left uneaten. This condition resulted in profit for cattle
farmers since they were able to utilize the available HMT maximally, thus saving the cost for feed. It
was mentioned in several studies that feed cost might reach 70% of total cost spent for dairy cattle
maintenance. Moreover, since most of HMT parts can be utilized and green fodder is not consumed
fast by cattle, farmers will gain profit because they will have more time in preparing HMT.
Limitation factor of implementation of this technology is the price of chopper machine that is
relatively expensive, hence cattle farmers need more capital or additional cost for machine investment.
Mutual Cooperation of Industri Pengolahan Susu (IPS) or Milk Processing Industry provides solution
in the form of subsidy for cattle farmers who want to buy the machine. Currently, almost 40% of cattle
farmer already use personal chopper machine in their own cattle cage. Big-size machine was
previously provided by the government and IPS to cattle farmer groups to be utilized mutually and in
turn.
4. Conclusion and recommendation
4.1. Conclusion
Based on the results of study, it is concluding that
The value of sustainability index of technological dimension in dairy business system in Batu
City was 60.40% with status of moderately sustainable. Analysis results for Tlekung Village,
Oro-oro Ombo Village, Pesanggrahan Village, and Gunungsari Village were 63.88, 55.80,
67.99, and 53.95, respectively.
Result of leverage analysis indicated three attributes that sensitively affected the sustainability
of technological dimension, namely AI breeding, adlibitum water application, and the use of
chopper machine.
Result of statistic test showed that Rapuse method was excellent as one of tools to rapidly
evaluate (rapid appraisal) the sustainability of dairy business in Batu City.
4.2. Recommendation
It is necessary to increase the value of sustainability index of technological dimension in dairy
business in Batu City through improvement in sensitive attributes to the sustainability of technological
dimension in dairy business.
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IOP Publishing
doi:10.1088/1742-6596/1375/1/012043
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