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European Journal of Business and Management                                                  www.iiste.org
ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online)
Vol 4, No.2, 2012


           Market Structure, Conduct and Performance of Gari
                 Processing Industry in South Western Nigeria


                           Olagunju Funke1* Babatunde Raphel2      Salimonu Kabir3
1
    Department of Agricultural Economics and Extension, Ladoke Akintola University of Technology,
Ogbomoso,       Nigeria
2
    Department of Agricultural Economics and Farm Management, University of Ilorin, Ilorin, Nigeria.
3
    Department of Agricultural Economics, University of Ibadan, Nigeria
*        E-Mail of the    corresponding author olagfunk@yahoo.com


Abstract
The purpose of this paper is to analyze the gari industry through a Structure-Conduct-Performance (SCP)
framework utilizing cross- section data for the year 2009 in Southwestern Nigeria. A multi-stage sampling
technique was used to select 260 gari marketers in the study area and structured questionnaire administered
to them. Descriptive statistics, gross margin, gini-coefficient and production function analyses techniques
were used. The profitability analysis showed that an average marketer incurred an average total variable
cost of N7, 640.30 per week but earned average revenue of N12, 452.35 per week indicating N4, 812.05 as
gross margin. A Gini coefficient of 0.4256 obtained in this study indicates a high level of concentration in
the gari market.


Keywords: Gari industry, Southwestern Nigeria, profitability analysis, small scale farmers, agricultural
sector.


1. Introduction
Despite the contribution of agriculture to the economy of the sub-Sahara African countries, Nigerian
agriculture is dominated by the small scale farmers who produce the bulk of food requirements in the
country. Despite their unique and pivotal position, the small holder farmers belong to the poorest segment
of the population and therefore, cannot invest much on their farms. The vicious circle of poverty among
these farmers has led to the unimpressive performance of the agricultural sector (Ajibefun     2002). As a
result, per capita food production has not been able to keep pace with a rapidly expanding demand for food
hence countries in the region have become increasingly dependent on commercial imports and food aid
(World Bank 1996). To reverse this trend, most governments in the area have been designing research
programmes and policy initiatives aimed at achieving national food security. One of the many crops being
considered currently in this effort is cassava both in terms of its potential to ensure adequate food supply
for all and generate rural household income thereby increasing access to food. Abubakar (2003) said that
the current trend in cassava production and demand showed that cassava production is increasing globally
and that growing of cassava is expanding to the semi-arid areas where cassava was not cultivated 30 years
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ago.


Cassava can be a powerful poverty fighter in Africa. The cash income from cassava proves more egalitarian
than the other major staples because of cassava’s low cash input cost (Nweke 2004). Compared with other
major staples, cassava performs well across a wide ecological spectrum. It therefore benefits farmers across
broader swath of ecological zones. Cassava is, likewise, less expensive to produce. It tolerates poor soil,
adverse weather and pests and diseases more than other major staples (Maziya 2004). The crop puts ready
money and food in the very vulnerable segments of society. Cassava stores its harvestable portion
underground until needed; it is therefore a classic food security crop. These attributes combined with other
socio-economic considerations are reasons for International Fund for Agricultural Development (IFAD) to
recognize it as crop that lent itself to a commodity-based approach to poverty alleviation (FAO/IC 1995).
The current policy direction of the Federal government of Nigeria has encouraged cassava development
leading to a new orientation in the research-extension-farmers linkage. Asogwa et al. (2005) observed that
the input expansion policy of government in the cassava industry through the provision of improved
cassava varieties and improved processing technology led to efficient use of resources in cassava
production in Nigeria.


Gari is the most popular West African staple food produced from cassava. It is consumed as processed or
reconstituted with hot water to give a dough-like paste called "Eba", which is consumed with sauce. Gari is
a versatile commodity because its organoleptic characteristics can be adjusted to conform to consumer
specifications. The main arguments against gari include its bulky starch content which can be augmented
during processing or consumption. Gari should be consumed with animal or plant protein accompaniments
(Tubman 1989) or protein enriched with soybeans to boost its protein content (from 1-2 to 912%) (Sanni &
Sobamiwa 1993). It is, therefore, the most developed, convenient and storable commodity from cassava.
Gari may be produced at a small, medium or large scale (Sanni 1991) but in Nigeria many women carry out
processing on a small scale for economic reasons. At this level, there has been a change from "Processing
with little or no mechanization at subsistence level" to "Commercial small-scale processing using essential
equipments", (Sanni 1991). These essential equipments are available in various parts of West Africa
(Ajibefun 2002). Gari is produced following harvesting of cassava, peeling, grating, dewatering,
fermentation (optional), sieving, frying and bagging. This process will give white or creamy white gari
while addition of palm oil prior to dewatering will add yellow colour to gari. Yellow gari is preferred and
can cost twice as much, making it less available to poorer households. Gari is commonly consumed either
as a paste made with hot water and eaten with soup or by soaking in cold water with sugar, coconut, roasted
peanut, fish, boiled cowpea as complements. A report by (Phillips et al. 2004) reflects that cassava (gari) is
truly a national food with urban market presence. Cassava gari appears to be a “food of choice” even in the
face of alternative food options in urban area (Maziya et al. 2004). It is mainly produced for domestic
markets but presently some of the dry processed food products from cassava (such as gari and fufu flour)
are known to be finding their ways to emigrant Nigerian communities in United States and Europe (Dipeolu
et al. 2001).


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Formidable technological challenges raise from the need to feed and improve nutritional standards for a
growing world population in the context of continued natural resource degradation and the conversion of
farmland to non-agricultural use. The rate of productivity growth in sub-saharan africa has been in sharp
decline since the late 1980s (Gill     2002). Despite the predominance of the agricultural sector in national
economies, development strategy debate in the region still continues to exhibit a great deal of uncertainty
about sustaining agriculture and management of natural resources in order to achieve rapid economic
growth. In agriculture, sustainable development seeks to conserve land, water, plant and animal genetic
resources, which are environmentally non-degrading, technically appropriate, economically viable and
socially acceptable. Africa can survive if Africans draw on their own traditions, energy and creativity in
sustaining the environment. However, in most of the African countries, resource management is
disintegrating while governments are at the same time unable to provide effective management support.
This is particular the case in Nigeria, thus creating a vacuum, which is being filled by self-help projects-like
gari processing and marketing. These self-help organizations were set up by the people without government
interference.   In Nigeria, small-scale processors (farmers) have been given a prominent place as a tool of
socio-economic development. It is more so realized that, in the agricultural sector they can provide
sustainable benefit flows.


Gari market has been very unstable, with its prices experiencing volatile swings in both price and
availability.   The   purpose     of   this   paper   is    to   analyze   the   gari   industry   through    a
Structure-Conduct-Performance (SCP) framework utilizing cross- section data for the year 2009 in
Southwestern Nigeria. Therefore, a SCP framework can provide crucial insight into the gari industry for
policy makers. It specifically,   (1) examined the socio-economic characteristics of the gari processors in
the study area; (2) determined profitability of gari processing/marketing and (3)        examined the market
structure and conduct for gari in the study area.


2. Theoretical Framework
The market structure conduct and performance (SCP) framework was derived from the neo-classical
analysis of markets. The structure conduct and performance paradigm was developed by the Harvard school
of thought and popularized during 1940- 60 with its empirical work involving the identification of
correlations between industry structure and performance (Bain, 1951). This structure conduct and
performance hypothesis has led to the implementation of most anti-trust legislation. This was followed by
the Chicago school of thought from 1960-80. They emphasized the rationale for firms becoming big, price
theory and econometric estimation (Demsetz et al. 1973; Peltzman 1976; Becker 1983).               Schmalensee
(1989) provides a comprehensive review of the SCP studies. During 1980-90 game theories took center
stage with emphasis on strategic decision making and the Nash equilibrium concept (Triole 1988). After
1990, empirical industrial organization with the use of economic theory and econometrics led to complex
empirical modeling of technological changes, merger analysis, entry-exit and identification of market
power (Bresnahan 1989). The inverse relation between the degree of market concentration and degree of
competition has been the underlying assumption of the market SCP hypothesis. This is because market
concentration encourages firms to collude. More specifically, the standard SCP paradigm asserts that there
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Vol 4, No.2, 2012

is a direct relationship between the degree of market concentration and the degree of competition among
firms. This hypothesis will be supported if there is a positive relationship between market concentration
(measured by concentration ratio) and performance (measured by profits), regardless of efficiency
(measured by market share) of the firm. Thus firms in more concentrated industries will earn higher profits
than firms operating in less concentrated industries, irrespective of their efficiency.


 Harriss (1993) said that the market structure consist of the characteristics of the organization of a market
which seems to influence strategically the nature of competition and pricing within the market. The set-up
of the market consists of the degree of concentration of buyers and sellers, integration, product
differentiation and the degree of competition between buyers and sellers. According to (Afolabi 2004)
majority of the sellers of agricultural products including beef used both open display and persuasive
methods to draw the attention of customers. Imoudu & Afolabi, (2002) posited that market structure for
agricultural products in Nigeria is not perfectly competitive due to collusive tendencies of sellers by
forming associations for particular product.


3. Research Methodology
The study was conducted in Oyo and Ondo states of south-western Nigeria. Agriculture is the main
traditional occupation of the people and small-scale traditional farming dominates the scenes.   These states
have tropical climate with its characteristic high temperature all the year round, heavy rainfall during the
rainy season (April to October) and dry wind during the dry season (November to March). This favourable
climate account for reason why about 75 percent of the inhabitants are farmers. They grow both cash and
food crops. Apart from farming, the inhabitants also engage in other occupations like, manufacturing and
commerce.


3.1 Sampling Technique
Multi- stage sampling technique was used to select the respondents. Oyo and Ondo states were purposively
selected because of the prevalence of cassava growers and processors. The maps for Ondo and Oyo state
are   presented in figures I and II    respectively. Simple random sampling technique was used to obtain
twelve (12) local governments’ areas each from which the list of gari processors/producers were obtained.
A simple random sampling method was therefore used to select eleven (11) respondents from each of the 12
local government areas making a total sample size of two hundred and sixty – four (264). About four (4)
structured questionnaires were not properly done; hence two hundred and sixty (260) respondents were
available for the analysis.


3.2 Analytical Techniques
Descriptive statistics such as frequency distribution and percentages, gross margin, gini-coefficient and
production function analyses techniques were used to analyse the data collected. Gini-Coefficient is used to
measure inequality in income distribution among the respondents. It varies from zero (where every person
in the society has the same income indicating absence of inequality, which is a condition of perfect equality)
to unity (where one gets all the income and the rest receive nothing indicating a presence of complete
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inequality), World Bank, (1992) Gini coefficient was used to examine the market concentration for gari in
the study area. Mathematically, it is represented by equation (1) i.e.
                  G.C = 1 – ΣXY                                                       (1)
Where    GC = Gini coefficient, X = Proportion of sellers, Y = Cumulative proportion of total sales Gross
margin analysis was used to determine the profitability of gari marketing in the study area. The gross
margin was represented by equation (2) i.e.
                  GM = GI – TVC                                                       (2)
where G.M = Gross margin, GI = Gross sales/income, TVC = Total variable cost Some of the factors that
influence the sales revenue of gari marketers were determined quantitatively using marketing function
analysis with the use of the Ordinary Least Square multiple regression analysis (OLS) under the assumption
that data collected fulfilled the assumptions of multiple regression model. These assumptions include
absence of multicollinearity among the explanatory variables, normally distributed error term with zero
mean and constant variance and non auto regression disturbance (Koutsoyiannis       1981).


Model Specification
 The marketing function postulated for gari marketers in the study area is implicitly presented by equation
(3) i.e. Y = f(X1, X2, X3, X4, X5, X6, X7 Ui)………………………….(3) Where Y = Sales revenue of
respondents (N); X1 = acquisition cost (N), X2 = transportation cost (N); X3 = marketing experiences (in
years); X4 = labour (mandays), X5 = cost of storage (N), X6 = marketer’s age, X7= education (years); Ui =
the error term or disturbance term (which is assumed to have zero mean and constant variance). Different
forms of production such as linear, semi-log and double log (Cobb-Douglas) were tried and the final choice
of production function for the economic analysis was based on conventional economic statistical and
econometric criteria (Koutsoyiannis, 1981).


4.0 RESULTS AND DISCUSSION
4.1 Socio-economic Characteristics of Gari Marketers:
Table 1 reveals that 13.5% of the respondents were less than or 29 years old while 36.5% of them were
between 30 and 40 years old. Only 13.1% of these marketers were more than 50 years old while 36.97% of
them were between 41 and 50years old. Analysis shows that 87% of the respondents belong to the active
segment of the population while the remaining 13% belong to the aged group. This age distribution can
have positive impact on the business aggressiveness of the respondents. Table 1 also shows that both male
and female gender sell gari in the study area. The females accounted for 66.2% while the remaining 34.8%
of these sellers were males. The dominance of the females in the gari marketing activities particularly at the
retail level may be due to small capital based required to start the business. Analysis also reveals that 52.3%
of the respondents were married though 20.4% and 8.8% of them were widowed and divorced respectively.
This may have a positive effect on the availability of family labour. The table also showed that 78% of the
respondents were literates and this can have positive effect on the business acumen of the respondents. The
table further reveals that 15.33% of the respondents were processor/sellers while 12.67% of them were
wholesalers. About 31.33% of these sellers were wholesaler/retailers while the remaining 40.67% of them
were retailers. The dominance of gari marketing in the study area by retailers may be due to the small
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capital investment required to start the business.


4.2   Profitability Analysis
The result in Table 2 revealed that acquisition cost accounted for 15.48% of the total sales revenue while
cost of transportation accounted for 6.55% of the sales revenue. The cost of labour gulped 10.41% while
cost of storage accounted 14.46% of the total sales revenue. The table also showed that acquisition cost
accounted for 18.42% of the total cost while cost of transportation accounted for 7.79% of the total cost.
The cost of labour gulped 12.38% of the total cost while cost of storage accounted for 0.38% of the total
cost. The low storage cost among the respondents may be due to the fact that most of them particularly the
retailers sell their gari in open spaces, along the road where stalls are allocated to other foodstuff sellers or
pay for a section of another person’s shop. The table also revealed that an average marketer incurred a total
variable cost of N7640.30 per week but earned average revenue of N12452.35 per week. This indicates that
average marketer earned N4812.05 as gross margin per week suggesting that gari marketing is a profitable
venture in the study area.
4.3 The Market Structure for Gari in the Study Area
The value of Gini-Coefficient greater than 0.35 are high indicating inequitable distribution of income/sales
(Sanni, 1995). The Gini- Coefficient for gari marketers in the study area shown in Table 3 i.e. 0.4256
indicates high level of concentration and consequently high inefficiency in the market structure. The
structure of the Gari Market in the study area is a competitive or perfect market. The market survey was
characterized by many buyers and sellers. The conditions of entrance are free entry and free exit and perfect
knowledge of the business is required and there is product homogeneity. Results presented in the Table,
indicate that a high Gini coefficient of 0.4256 obtained implies that there is a significant inequality in the
distribution of income among gari marketers. This implies that there is market concentration in the hand of
few marketers because of high income level.


4.4 Market Conduct for Gari in the Study Area
All the respondents claimed that prices were determined by some factors such as the forces of demand and
supply, cost of acquisition plus margin, the ability of the buyers to haggle and the quantity of gari. The
ability of the buyers to haggle well in price determination indicates that there is price discrimination. There
was a low degree of product differentiation in the gari market. Gari trader associations exist only at the
wholesalers’ level. However, they do not exclude anybody from selling gari in the market. Gari traders are
not organized at the retail level because many of them are transient. All the respondents reported that they
used both the open display and persuasive efforts to draw customers which confirm the finding of (Afolabi
2004).


4.5 Marketing Function Analysis
The linear, semi log and Cobb-Douglas functional forms of the production function were tried using
Ordinary Least Square Technique (Table 4). The estimated functions were evaluated in terms of the
statistical significance of the coefficient of multiple determinations (R2) as indicated by F-value, the
significance of the coefficients and the magnitude of standard errors. Based on these statistical and
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economic criteria, the Cobb-Douglas functional form was selected as the lead equation. The result shows
that the estimated coefficient of multiple determinations (R2) indicates that the postulated regressors (i.e
included variables in the model) explained 79.7% in the variation of the regressand (i.e sales revenue from
Gari). All the estimated coefficients except transportation (X2) had positive signs which indicate that
increase in the quantity of these variables would lead to an increase in the sales revenue of respondents
ceteris paribus. The coefficient of transportation that had negative sign implied that an increase in this
variable would lead to decrease the sales revenue of respondents which may be due to high cost of
transportation in the country.


5.0 Conclusion


The study revealed that 87% of the respondents belong to the active segment of the population while the
remaining 13% belong to the aged group. Analysis also showed that 34.8% of the respondents were males
while the remaining 66.2% of them were females. Result showed that 76.9% of the respondents were
literates. The study revealed that gari market in the study area was dominated by retailer which accounted
for 40.67% of the sellers though there was other categories of sellers such as processor/ sellers (15.33%),
wholesalers (12.67%) and wholesaler/retailers which accounted for 31.33% of the respondents. The
profitability analysis showed that an average marketer incurred an average total variable cost of N7, 640.30
per week but earned an average revenue of N12, 452.35 per week which indicates that an average marketer
earned N4, 812.05 as gross margin per week. A Gini-Coefficient of 0.4256 obtained in this study indicates a
high level of concentration in the Gari market and hence high inefficiency in the market structure. Analysis
of the market conduct revealed that factors such as cost of acquisition plus margin, demand and supply and
quality of the Gari determined the prices set by the respondents. The result of the marketing function for
Gari marketers in the study area showed that the postulated regressors explained 79.7% in the variation of
the regressand. One can say without mincing words that gari marketing can serve as one of the veritable
venture to alleviate poverty in the study area.

References


Abubakar,    A (2003), “Employment Creation and Opportunities in the Agro-Allied Sub-Sector- The Case


of Cassava   production”. Central Bank of Nigeria Bullion, 27(4): 1-10.

Dipeolu A O, Adebayo K, Ayinde I A, Oyewole O B, Sanni L O, Pearce D M, & Wandschneider T S, White
J L, Westby A (2001),    “Fufu Marketing in South Western Nigeria”.


FAO/IC (1995), “Formation Report on Roots and Tubers Expansion Programme”. Rome: FAO.


Gill, G. (2002), “Application of appropriate agricultural technology and practices and their impact on food
security and the eradication of poverty”. ODI food security Briefings, pp. 5-8.


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Harriss B (1993), “There is Method in My Madness or is it vice versa? Measuring Agricultural Performance
in Agricultural and Food Marketing in Developing Countries”. In: John Abbot ( Ed.): Agricultural and
       Food Marketing in Developing Countries. Trowbridge Wittshire: Redwood Book Limited, pp.34- 40.


Imoudu P.B & Afolabi J.A (2002),           “An Assessment of the Performance of Plantain Marketing in Ondo
State, Nigeria”. Journal of Applied Science, 5(2): 2690- 2697.


Koutsoyiannis A (1981),          Theory of Econometrics. London: The Macmillan Press Ltd.


Maziya-Dixon B, Akinyele IO, Oguntona EB, Nokoe S,Sanusi RA & Harriss E (2004), “Nigeria Food
Consumption and Nutrition Survey 2001- 2003,”. Summary Report of International Institute of           Tropical
Agriculture, Ibadan,           Nigeria.


  Nweke, F. (2004). “New Challenges in the Cassava Transformation in Nigeria and Ghana”. Environment
and Production Technology Division (EPTD) Discussion Paper No. 118, International           Food      Policy
Research Institute, Washington, D.C., USA, 118 pp.


Peltzman, S. (1976),        “Toward a More General Theory of Regulation.” Journal of Law & Economics 19
(2):   211-40.


Phillips T, Taylor D. S, Sanni L, Akoroda M (2004),           “A Cassava Industrial Revolution in Nigeria- The
Potential    for     a     new     industrial   crop”   http://www.fao.org/documents/show-cdr.asp?url=/docrp/
007/y5548e/y5548e08.htm.


Sanni M.O and Sobamiwa               A .O. (1993), “Processing and characteristics of soybean fortified gari”.
World Journal of         Microbiology and Biotechnology, 10: 268-270.


Sanni, M .O (1991),           “Gari processing in Ibadan metropolis : Factors controlling quality       at the
small-scale level”. 9th Symposium of the ISmRC, Ghana, Oct. 20-26


Schmalensee, R. (1989), “Inter-industry Studies of Structure and Performance.” R. Schmalensee and R.
Williq eds. Handbook of Industrial Organization. Amsterdam: North Holland: 591-1009.


Tirole, J. (1988).   The Theory of Industrial Organization MIT Press, 1988.


Tubman, A.F (1989),           “Development of cassava processing and preservation facilities in Liberia”. In
Akoroda (M.O.), Arene (O.B.), eds.: Proceedings of the 4th Triennial Symposium of the international
Society for Tropical Root Crops (African Branch).Kinshasa, Zaire, 5-8 Dec.: 229- 234.


World Bank       (1992), “Evolution of Poverty and Welfare in Nigeria”. World Bank Policy Research Paper.
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     Washington D.C.: World Bank, pp. 33- 41.


World Bank (1996),       “World Development Report”.   Washington D.C.: World Bank, pp. 23- 25.

Table 2: Costs and Returns of respondents


Items                              Amount (N)      % of TC          % of Total sales


Acquisition cost                   501046          18.42            15.48


Transportation cost                211978          7.79             6.55


Storage cost                       468286          17. 20           14.46


Cost of labour                     337090          12.38            10.41


Miscellaneous                      156052          12.34            4.82


Depreciation                        312026         11.46            9.64


Total Variable Cost (TVC)          1986478         72.98            61.36


Total Cost (TC)                    2721823         100


Total Revenue (TR)                 3237611


Total Variable Cost/Seller         7640.30


Total Cost/Seller                  10468.55


Total Revenue/Seller               12452.35


Gross Margin/Seller                4812.05


Net Revenue/Seller                 1983.8


Source: Field survey, 2010


Table 3: Computation of Gini coefficient for Gari marketing in South Western Nigeria


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Income     sales   Number        Proportion    Cummu.       Cummu.       Total          Proportion    Cummu.         XY
(N)                of seller     of                  freq   proportion   sales(N)       of sales ()   proportion
                        (freq)   sellers’(X)                of sellers                                of     total
                                                                                                      sales (Y)
<20,000            42            0.16          42           0.16         984486. 43     0.30          0.30           0.04800

                   66            0.25          108          0.41         264715.31      0.08          0.38           0.09500
20,001-


30,000

                   55            0.21          163          0.62         492955.67      0.15          0.53           0.11100
30,001-40,000

                   30            0.12          193          0.74         509336.25      0.16          0.69           0.08280
40,001-50,000

                   18            0.07          211          0.81         326021.72      0.10          0.79           0.05530
50,001-60,000

                   16            0.06          227          0.87         273321.68      0.08          0.87           0.05220
60,001-70,000

                   21            0.08          248          0.95         254342.31      0.09          0.96           0.07680
70,001-80,000

                   12            0.05          260          1.00         132431.63      0.04          1.00           0.05000
>80,000

                   260                                                   3237611                      1.00           0.5744
TOTAL




      Source: Field survey, 2010         Mean value of sales = N12, 452.35, Gini Coefficient = 1 – ΣXY, = 1 - 0.5744, =


      0.4256




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Table 4: Estimates of the marketing function postulated for Gari marketers in the study area.


  Variable                                        Functional Forms

                                                                     Cobb-Douglas     Semi Log


                                  Linear

                                  455589.0                           2.0480           385211.52
Constant
                                  (432337.04)7                       (0.532)          (563732.4)



Acquisition Cost (X1)                                                0.7659*             89423.65
                                    -6331.06
                                                                     (0.014)          (350156.2)

                                     (32231.05)

Transportation Cost (X2)                                             -0.754*                    - 421242.38
                                  209846.08
                                                                     (0.098)          (143852.4)

                                  (612674.1)

                                    543651.7                         0.534            353456.762
Marketing Experience (X3)
                                  (58773.4)                          (0.840)          (27474.5)



                                  287148.62                          0.3612*          5324191.56
Cost of Storage (X5)
                                  (69649.89)                         (0.113)          (43365.40)



                                  310.768                            834060.8         404634.18
Marketer’s     age         (X6)
                                  (12856.80)                         (0.543)          (1781.22)




                                  822467.56                          0.027*           286112.80
Education    (years)    (X7)
                                  (5327.42)                            (0.018)        (3099.43)




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                                 0.694                                   0.797          0.567
R2

                                 0.614                                  0.702                    0.529
R-2

                                 353.63                                 214.75          192.45
F-Value


Source: Field survey, 2010                                        * Significant at 5%


Figures in parenthesis are standard errors of the coefficients.

Fig. I: MAP OF ONDO STATE




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       Fig. II: OYO STATE MAP



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Vol 4, No.2, 2012




                                            112
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Market Structure and Performance of Gari Industry in Southwestern Nigeria

  • 1. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 Market Structure, Conduct and Performance of Gari Processing Industry in South Western Nigeria Olagunju Funke1* Babatunde Raphel2 Salimonu Kabir3 1 Department of Agricultural Economics and Extension, Ladoke Akintola University of Technology, Ogbomoso, Nigeria 2 Department of Agricultural Economics and Farm Management, University of Ilorin, Ilorin, Nigeria. 3 Department of Agricultural Economics, University of Ibadan, Nigeria * E-Mail of the corresponding author olagfunk@yahoo.com Abstract The purpose of this paper is to analyze the gari industry through a Structure-Conduct-Performance (SCP) framework utilizing cross- section data for the year 2009 in Southwestern Nigeria. A multi-stage sampling technique was used to select 260 gari marketers in the study area and structured questionnaire administered to them. Descriptive statistics, gross margin, gini-coefficient and production function analyses techniques were used. The profitability analysis showed that an average marketer incurred an average total variable cost of N7, 640.30 per week but earned average revenue of N12, 452.35 per week indicating N4, 812.05 as gross margin. A Gini coefficient of 0.4256 obtained in this study indicates a high level of concentration in the gari market. Keywords: Gari industry, Southwestern Nigeria, profitability analysis, small scale farmers, agricultural sector. 1. Introduction Despite the contribution of agriculture to the economy of the sub-Sahara African countries, Nigerian agriculture is dominated by the small scale farmers who produce the bulk of food requirements in the country. Despite their unique and pivotal position, the small holder farmers belong to the poorest segment of the population and therefore, cannot invest much on their farms. The vicious circle of poverty among these farmers has led to the unimpressive performance of the agricultural sector (Ajibefun 2002). As a result, per capita food production has not been able to keep pace with a rapidly expanding demand for food hence countries in the region have become increasingly dependent on commercial imports and food aid (World Bank 1996). To reverse this trend, most governments in the area have been designing research programmes and policy initiatives aimed at achieving national food security. One of the many crops being considered currently in this effort is cassava both in terms of its potential to ensure adequate food supply for all and generate rural household income thereby increasing access to food. Abubakar (2003) said that the current trend in cassava production and demand showed that cassava production is increasing globally and that growing of cassava is expanding to the semi-arid areas where cassava was not cultivated 30 years 99
  • 2. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 ago. Cassava can be a powerful poverty fighter in Africa. The cash income from cassava proves more egalitarian than the other major staples because of cassava’s low cash input cost (Nweke 2004). Compared with other major staples, cassava performs well across a wide ecological spectrum. It therefore benefits farmers across broader swath of ecological zones. Cassava is, likewise, less expensive to produce. It tolerates poor soil, adverse weather and pests and diseases more than other major staples (Maziya 2004). The crop puts ready money and food in the very vulnerable segments of society. Cassava stores its harvestable portion underground until needed; it is therefore a classic food security crop. These attributes combined with other socio-economic considerations are reasons for International Fund for Agricultural Development (IFAD) to recognize it as crop that lent itself to a commodity-based approach to poverty alleviation (FAO/IC 1995). The current policy direction of the Federal government of Nigeria has encouraged cassava development leading to a new orientation in the research-extension-farmers linkage. Asogwa et al. (2005) observed that the input expansion policy of government in the cassava industry through the provision of improved cassava varieties and improved processing technology led to efficient use of resources in cassava production in Nigeria. Gari is the most popular West African staple food produced from cassava. It is consumed as processed or reconstituted with hot water to give a dough-like paste called "Eba", which is consumed with sauce. Gari is a versatile commodity because its organoleptic characteristics can be adjusted to conform to consumer specifications. The main arguments against gari include its bulky starch content which can be augmented during processing or consumption. Gari should be consumed with animal or plant protein accompaniments (Tubman 1989) or protein enriched with soybeans to boost its protein content (from 1-2 to 912%) (Sanni & Sobamiwa 1993). It is, therefore, the most developed, convenient and storable commodity from cassava. Gari may be produced at a small, medium or large scale (Sanni 1991) but in Nigeria many women carry out processing on a small scale for economic reasons. At this level, there has been a change from "Processing with little or no mechanization at subsistence level" to "Commercial small-scale processing using essential equipments", (Sanni 1991). These essential equipments are available in various parts of West Africa (Ajibefun 2002). Gari is produced following harvesting of cassava, peeling, grating, dewatering, fermentation (optional), sieving, frying and bagging. This process will give white or creamy white gari while addition of palm oil prior to dewatering will add yellow colour to gari. Yellow gari is preferred and can cost twice as much, making it less available to poorer households. Gari is commonly consumed either as a paste made with hot water and eaten with soup or by soaking in cold water with sugar, coconut, roasted peanut, fish, boiled cowpea as complements. A report by (Phillips et al. 2004) reflects that cassava (gari) is truly a national food with urban market presence. Cassava gari appears to be a “food of choice” even in the face of alternative food options in urban area (Maziya et al. 2004). It is mainly produced for domestic markets but presently some of the dry processed food products from cassava (such as gari and fufu flour) are known to be finding their ways to emigrant Nigerian communities in United States and Europe (Dipeolu et al. 2001). 100
  • 3. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 Formidable technological challenges raise from the need to feed and improve nutritional standards for a growing world population in the context of continued natural resource degradation and the conversion of farmland to non-agricultural use. The rate of productivity growth in sub-saharan africa has been in sharp decline since the late 1980s (Gill 2002). Despite the predominance of the agricultural sector in national economies, development strategy debate in the region still continues to exhibit a great deal of uncertainty about sustaining agriculture and management of natural resources in order to achieve rapid economic growth. In agriculture, sustainable development seeks to conserve land, water, plant and animal genetic resources, which are environmentally non-degrading, technically appropriate, economically viable and socially acceptable. Africa can survive if Africans draw on their own traditions, energy and creativity in sustaining the environment. However, in most of the African countries, resource management is disintegrating while governments are at the same time unable to provide effective management support. This is particular the case in Nigeria, thus creating a vacuum, which is being filled by self-help projects-like gari processing and marketing. These self-help organizations were set up by the people without government interference. In Nigeria, small-scale processors (farmers) have been given a prominent place as a tool of socio-economic development. It is more so realized that, in the agricultural sector they can provide sustainable benefit flows. Gari market has been very unstable, with its prices experiencing volatile swings in both price and availability. The purpose of this paper is to analyze the gari industry through a Structure-Conduct-Performance (SCP) framework utilizing cross- section data for the year 2009 in Southwestern Nigeria. Therefore, a SCP framework can provide crucial insight into the gari industry for policy makers. It specifically, (1) examined the socio-economic characteristics of the gari processors in the study area; (2) determined profitability of gari processing/marketing and (3) examined the market structure and conduct for gari in the study area. 2. Theoretical Framework The market structure conduct and performance (SCP) framework was derived from the neo-classical analysis of markets. The structure conduct and performance paradigm was developed by the Harvard school of thought and popularized during 1940- 60 with its empirical work involving the identification of correlations between industry structure and performance (Bain, 1951). This structure conduct and performance hypothesis has led to the implementation of most anti-trust legislation. This was followed by the Chicago school of thought from 1960-80. They emphasized the rationale for firms becoming big, price theory and econometric estimation (Demsetz et al. 1973; Peltzman 1976; Becker 1983). Schmalensee (1989) provides a comprehensive review of the SCP studies. During 1980-90 game theories took center stage with emphasis on strategic decision making and the Nash equilibrium concept (Triole 1988). After 1990, empirical industrial organization with the use of economic theory and econometrics led to complex empirical modeling of technological changes, merger analysis, entry-exit and identification of market power (Bresnahan 1989). The inverse relation between the degree of market concentration and degree of competition has been the underlying assumption of the market SCP hypothesis. This is because market concentration encourages firms to collude. More specifically, the standard SCP paradigm asserts that there 101
  • 4. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 is a direct relationship between the degree of market concentration and the degree of competition among firms. This hypothesis will be supported if there is a positive relationship between market concentration (measured by concentration ratio) and performance (measured by profits), regardless of efficiency (measured by market share) of the firm. Thus firms in more concentrated industries will earn higher profits than firms operating in less concentrated industries, irrespective of their efficiency. Harriss (1993) said that the market structure consist of the characteristics of the organization of a market which seems to influence strategically the nature of competition and pricing within the market. The set-up of the market consists of the degree of concentration of buyers and sellers, integration, product differentiation and the degree of competition between buyers and sellers. According to (Afolabi 2004) majority of the sellers of agricultural products including beef used both open display and persuasive methods to draw the attention of customers. Imoudu & Afolabi, (2002) posited that market structure for agricultural products in Nigeria is not perfectly competitive due to collusive tendencies of sellers by forming associations for particular product. 3. Research Methodology The study was conducted in Oyo and Ondo states of south-western Nigeria. Agriculture is the main traditional occupation of the people and small-scale traditional farming dominates the scenes. These states have tropical climate with its characteristic high temperature all the year round, heavy rainfall during the rainy season (April to October) and dry wind during the dry season (November to March). This favourable climate account for reason why about 75 percent of the inhabitants are farmers. They grow both cash and food crops. Apart from farming, the inhabitants also engage in other occupations like, manufacturing and commerce. 3.1 Sampling Technique Multi- stage sampling technique was used to select the respondents. Oyo and Ondo states were purposively selected because of the prevalence of cassava growers and processors. The maps for Ondo and Oyo state are presented in figures I and II respectively. Simple random sampling technique was used to obtain twelve (12) local governments’ areas each from which the list of gari processors/producers were obtained. A simple random sampling method was therefore used to select eleven (11) respondents from each of the 12 local government areas making a total sample size of two hundred and sixty – four (264). About four (4) structured questionnaires were not properly done; hence two hundred and sixty (260) respondents were available for the analysis. 3.2 Analytical Techniques Descriptive statistics such as frequency distribution and percentages, gross margin, gini-coefficient and production function analyses techniques were used to analyse the data collected. Gini-Coefficient is used to measure inequality in income distribution among the respondents. It varies from zero (where every person in the society has the same income indicating absence of inequality, which is a condition of perfect equality) to unity (where one gets all the income and the rest receive nothing indicating a presence of complete 102
  • 5. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 inequality), World Bank, (1992) Gini coefficient was used to examine the market concentration for gari in the study area. Mathematically, it is represented by equation (1) i.e. G.C = 1 – ΣXY (1) Where GC = Gini coefficient, X = Proportion of sellers, Y = Cumulative proportion of total sales Gross margin analysis was used to determine the profitability of gari marketing in the study area. The gross margin was represented by equation (2) i.e. GM = GI – TVC (2) where G.M = Gross margin, GI = Gross sales/income, TVC = Total variable cost Some of the factors that influence the sales revenue of gari marketers were determined quantitatively using marketing function analysis with the use of the Ordinary Least Square multiple regression analysis (OLS) under the assumption that data collected fulfilled the assumptions of multiple regression model. These assumptions include absence of multicollinearity among the explanatory variables, normally distributed error term with zero mean and constant variance and non auto regression disturbance (Koutsoyiannis 1981). Model Specification The marketing function postulated for gari marketers in the study area is implicitly presented by equation (3) i.e. Y = f(X1, X2, X3, X4, X5, X6, X7 Ui)………………………….(3) Where Y = Sales revenue of respondents (N); X1 = acquisition cost (N), X2 = transportation cost (N); X3 = marketing experiences (in years); X4 = labour (mandays), X5 = cost of storage (N), X6 = marketer’s age, X7= education (years); Ui = the error term or disturbance term (which is assumed to have zero mean and constant variance). Different forms of production such as linear, semi-log and double log (Cobb-Douglas) were tried and the final choice of production function for the economic analysis was based on conventional economic statistical and econometric criteria (Koutsoyiannis, 1981). 4.0 RESULTS AND DISCUSSION 4.1 Socio-economic Characteristics of Gari Marketers: Table 1 reveals that 13.5% of the respondents were less than or 29 years old while 36.5% of them were between 30 and 40 years old. Only 13.1% of these marketers were more than 50 years old while 36.97% of them were between 41 and 50years old. Analysis shows that 87% of the respondents belong to the active segment of the population while the remaining 13% belong to the aged group. This age distribution can have positive impact on the business aggressiveness of the respondents. Table 1 also shows that both male and female gender sell gari in the study area. The females accounted for 66.2% while the remaining 34.8% of these sellers were males. The dominance of the females in the gari marketing activities particularly at the retail level may be due to small capital based required to start the business. Analysis also reveals that 52.3% of the respondents were married though 20.4% and 8.8% of them were widowed and divorced respectively. This may have a positive effect on the availability of family labour. The table also showed that 78% of the respondents were literates and this can have positive effect on the business acumen of the respondents. The table further reveals that 15.33% of the respondents were processor/sellers while 12.67% of them were wholesalers. About 31.33% of these sellers were wholesaler/retailers while the remaining 40.67% of them were retailers. The dominance of gari marketing in the study area by retailers may be due to the small 103
  • 6. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 capital investment required to start the business. 4.2 Profitability Analysis The result in Table 2 revealed that acquisition cost accounted for 15.48% of the total sales revenue while cost of transportation accounted for 6.55% of the sales revenue. The cost of labour gulped 10.41% while cost of storage accounted 14.46% of the total sales revenue. The table also showed that acquisition cost accounted for 18.42% of the total cost while cost of transportation accounted for 7.79% of the total cost. The cost of labour gulped 12.38% of the total cost while cost of storage accounted for 0.38% of the total cost. The low storage cost among the respondents may be due to the fact that most of them particularly the retailers sell their gari in open spaces, along the road where stalls are allocated to other foodstuff sellers or pay for a section of another person’s shop. The table also revealed that an average marketer incurred a total variable cost of N7640.30 per week but earned average revenue of N12452.35 per week. This indicates that average marketer earned N4812.05 as gross margin per week suggesting that gari marketing is a profitable venture in the study area. 4.3 The Market Structure for Gari in the Study Area The value of Gini-Coefficient greater than 0.35 are high indicating inequitable distribution of income/sales (Sanni, 1995). The Gini- Coefficient for gari marketers in the study area shown in Table 3 i.e. 0.4256 indicates high level of concentration and consequently high inefficiency in the market structure. The structure of the Gari Market in the study area is a competitive or perfect market. The market survey was characterized by many buyers and sellers. The conditions of entrance are free entry and free exit and perfect knowledge of the business is required and there is product homogeneity. Results presented in the Table, indicate that a high Gini coefficient of 0.4256 obtained implies that there is a significant inequality in the distribution of income among gari marketers. This implies that there is market concentration in the hand of few marketers because of high income level. 4.4 Market Conduct for Gari in the Study Area All the respondents claimed that prices were determined by some factors such as the forces of demand and supply, cost of acquisition plus margin, the ability of the buyers to haggle and the quantity of gari. The ability of the buyers to haggle well in price determination indicates that there is price discrimination. There was a low degree of product differentiation in the gari market. Gari trader associations exist only at the wholesalers’ level. However, they do not exclude anybody from selling gari in the market. Gari traders are not organized at the retail level because many of them are transient. All the respondents reported that they used both the open display and persuasive efforts to draw customers which confirm the finding of (Afolabi 2004). 4.5 Marketing Function Analysis The linear, semi log and Cobb-Douglas functional forms of the production function were tried using Ordinary Least Square Technique (Table 4). The estimated functions were evaluated in terms of the statistical significance of the coefficient of multiple determinations (R2) as indicated by F-value, the significance of the coefficients and the magnitude of standard errors. Based on these statistical and 104
  • 7. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 economic criteria, the Cobb-Douglas functional form was selected as the lead equation. The result shows that the estimated coefficient of multiple determinations (R2) indicates that the postulated regressors (i.e included variables in the model) explained 79.7% in the variation of the regressand (i.e sales revenue from Gari). All the estimated coefficients except transportation (X2) had positive signs which indicate that increase in the quantity of these variables would lead to an increase in the sales revenue of respondents ceteris paribus. The coefficient of transportation that had negative sign implied that an increase in this variable would lead to decrease the sales revenue of respondents which may be due to high cost of transportation in the country. 5.0 Conclusion The study revealed that 87% of the respondents belong to the active segment of the population while the remaining 13% belong to the aged group. Analysis also showed that 34.8% of the respondents were males while the remaining 66.2% of them were females. Result showed that 76.9% of the respondents were literates. The study revealed that gari market in the study area was dominated by retailer which accounted for 40.67% of the sellers though there was other categories of sellers such as processor/ sellers (15.33%), wholesalers (12.67%) and wholesaler/retailers which accounted for 31.33% of the respondents. The profitability analysis showed that an average marketer incurred an average total variable cost of N7, 640.30 per week but earned an average revenue of N12, 452.35 per week which indicates that an average marketer earned N4, 812.05 as gross margin per week. A Gini-Coefficient of 0.4256 obtained in this study indicates a high level of concentration in the Gari market and hence high inefficiency in the market structure. Analysis of the market conduct revealed that factors such as cost of acquisition plus margin, demand and supply and quality of the Gari determined the prices set by the respondents. The result of the marketing function for Gari marketers in the study area showed that the postulated regressors explained 79.7% in the variation of the regressand. One can say without mincing words that gari marketing can serve as one of the veritable venture to alleviate poverty in the study area. References Abubakar, A (2003), “Employment Creation and Opportunities in the Agro-Allied Sub-Sector- The Case of Cassava production”. Central Bank of Nigeria Bullion, 27(4): 1-10. Dipeolu A O, Adebayo K, Ayinde I A, Oyewole O B, Sanni L O, Pearce D M, & Wandschneider T S, White J L, Westby A (2001), “Fufu Marketing in South Western Nigeria”. FAO/IC (1995), “Formation Report on Roots and Tubers Expansion Programme”. Rome: FAO. Gill, G. (2002), “Application of appropriate agricultural technology and practices and their impact on food security and the eradication of poverty”. ODI food security Briefings, pp. 5-8. 105
  • 8. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 Harriss B (1993), “There is Method in My Madness or is it vice versa? Measuring Agricultural Performance in Agricultural and Food Marketing in Developing Countries”. In: John Abbot ( Ed.): Agricultural and Food Marketing in Developing Countries. Trowbridge Wittshire: Redwood Book Limited, pp.34- 40. Imoudu P.B & Afolabi J.A (2002), “An Assessment of the Performance of Plantain Marketing in Ondo State, Nigeria”. Journal of Applied Science, 5(2): 2690- 2697. Koutsoyiannis A (1981), Theory of Econometrics. London: The Macmillan Press Ltd. Maziya-Dixon B, Akinyele IO, Oguntona EB, Nokoe S,Sanusi RA & Harriss E (2004), “Nigeria Food Consumption and Nutrition Survey 2001- 2003,”. Summary Report of International Institute of Tropical Agriculture, Ibadan, Nigeria. Nweke, F. (2004). “New Challenges in the Cassava Transformation in Nigeria and Ghana”. Environment and Production Technology Division (EPTD) Discussion Paper No. 118, International Food Policy Research Institute, Washington, D.C., USA, 118 pp. Peltzman, S. (1976), “Toward a More General Theory of Regulation.” Journal of Law & Economics 19 (2): 211-40. Phillips T, Taylor D. S, Sanni L, Akoroda M (2004), “A Cassava Industrial Revolution in Nigeria- The Potential for a new industrial crop” http://www.fao.org/documents/show-cdr.asp?url=/docrp/ 007/y5548e/y5548e08.htm. Sanni M.O and Sobamiwa A .O. (1993), “Processing and characteristics of soybean fortified gari”. World Journal of Microbiology and Biotechnology, 10: 268-270. Sanni, M .O (1991), “Gari processing in Ibadan metropolis : Factors controlling quality at the small-scale level”. 9th Symposium of the ISmRC, Ghana, Oct. 20-26 Schmalensee, R. (1989), “Inter-industry Studies of Structure and Performance.” R. Schmalensee and R. Williq eds. Handbook of Industrial Organization. Amsterdam: North Holland: 591-1009. Tirole, J. (1988). The Theory of Industrial Organization MIT Press, 1988. Tubman, A.F (1989), “Development of cassava processing and preservation facilities in Liberia”. In Akoroda (M.O.), Arene (O.B.), eds.: Proceedings of the 4th Triennial Symposium of the international Society for Tropical Root Crops (African Branch).Kinshasa, Zaire, 5-8 Dec.: 229- 234. World Bank (1992), “Evolution of Poverty and Welfare in Nigeria”. World Bank Policy Research Paper. 106
  • 9. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 Washington D.C.: World Bank, pp. 33- 41. World Bank (1996), “World Development Report”. Washington D.C.: World Bank, pp. 23- 25. Table 2: Costs and Returns of respondents Items Amount (N) % of TC % of Total sales Acquisition cost 501046 18.42 15.48 Transportation cost 211978 7.79 6.55 Storage cost 468286 17. 20 14.46 Cost of labour 337090 12.38 10.41 Miscellaneous 156052 12.34 4.82 Depreciation 312026 11.46 9.64 Total Variable Cost (TVC) 1986478 72.98 61.36 Total Cost (TC) 2721823 100 Total Revenue (TR) 3237611 Total Variable Cost/Seller 7640.30 Total Cost/Seller 10468.55 Total Revenue/Seller 12452.35 Gross Margin/Seller 4812.05 Net Revenue/Seller 1983.8 Source: Field survey, 2010 Table 3: Computation of Gini coefficient for Gari marketing in South Western Nigeria 107
  • 10. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 Income sales Number Proportion Cummu. Cummu. Total Proportion Cummu. XY (N) of seller of freq proportion sales(N) of sales () proportion (freq) sellers’(X) of sellers of total sales (Y) <20,000 42 0.16 42 0.16 984486. 43 0.30 0.30 0.04800 66 0.25 108 0.41 264715.31 0.08 0.38 0.09500 20,001- 30,000 55 0.21 163 0.62 492955.67 0.15 0.53 0.11100 30,001-40,000 30 0.12 193 0.74 509336.25 0.16 0.69 0.08280 40,001-50,000 18 0.07 211 0.81 326021.72 0.10 0.79 0.05530 50,001-60,000 16 0.06 227 0.87 273321.68 0.08 0.87 0.05220 60,001-70,000 21 0.08 248 0.95 254342.31 0.09 0.96 0.07680 70,001-80,000 12 0.05 260 1.00 132431.63 0.04 1.00 0.05000 >80,000 260 3237611 1.00 0.5744 TOTAL Source: Field survey, 2010 Mean value of sales = N12, 452.35, Gini Coefficient = 1 – ΣXY, = 1 - 0.5744, = 0.4256 108
  • 11. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 Table 4: Estimates of the marketing function postulated for Gari marketers in the study area. Variable Functional Forms Cobb-Douglas Semi Log Linear 455589.0 2.0480 385211.52 Constant (432337.04)7 (0.532) (563732.4) Acquisition Cost (X1) 0.7659* 89423.65 -6331.06 (0.014) (350156.2) (32231.05) Transportation Cost (X2) -0.754* - 421242.38 209846.08 (0.098) (143852.4) (612674.1) 543651.7 0.534 353456.762 Marketing Experience (X3) (58773.4) (0.840) (27474.5) 287148.62 0.3612* 5324191.56 Cost of Storage (X5) (69649.89) (0.113) (43365.40) 310.768 834060.8 404634.18 Marketer’s age (X6) (12856.80) (0.543) (1781.22) 822467.56 0.027* 286112.80 Education (years) (X7) (5327.42) (0.018) (3099.43) 109
  • 12. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 0.694 0.797 0.567 R2 0.614 0.702 0.529 R-2 353.63 214.75 192.45 F-Value Source: Field survey, 2010 * Significant at 5% Figures in parenthesis are standard errors of the coefficients. Fig. I: MAP OF ONDO STATE 110
  • 13. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 Fig. II: OYO STATE MAP 111
  • 14. European Journal of Business and Management www.iiste.org ISSN 2222-1905 (Paper) ISSN 2222-2839 (Online) Vol 4, No.2, 2012 112
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