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Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
STRUCTURE, CONDUCT AND PERFORMANCE OF FRUIT MARKETING IN SURULERE LOCAL GOVERNMENT AREA OF OYO STATE, OGBOMOSHO.
Adetunji, M.O. Department of Agricultural Economics And Extension,
P.M.B. 4000, Ladoke Akintola University Of Technology, Ogbomoso, Oyo State, Nigeria
e-mail: [email protected] Tel: 08033601965
ABSTRACT
The study examines the structure, conduct and performance of mango marketing in Surulere
local Government Area of Oyo state. Cluster sampling technique was used to select the
respondents from the four markets located in the study area. Primary data was collected through
the aid of structured questionnaire from the 95 respondents selected from the four villages in
Surulere Local Government Area of Oyo State.
The socio-economic characteristics of the respondents revealed that 84.2 percent are
married, 9.5 percent are widowed while 6.3 percent are single. Also 60 percent of the
respondents were female while 40 percent are male. Only a few of the respondents have no
formal education, majority of them have one form of education or the other. Quantity of mangoes
sold by respondents per day ranges from an average of 27 baskets and the major source of
mango is from the wholesalers who in turn buy from the farmgate. Transportation of mangoes is
mainly by vehicle and the marketers’ source of fund is from personal effort. Most of the
respondents made use of hired labour with an average labour cost and transportation cost of
about N600 and N2,160 daily respectively daily. The gross margin and marketing margin are
N5,309.95 and N8,100 reaspectively The result shows that fruit marketing is profitable with an
average income of N9,362 and the market is perfectly competitive with herfindahl index of 1.1.
It is therefore, recommended that in order to make mango marketing a viable business venture,
good and motorable roads should be constructed in the remote areas for easy collection of
produce from the farm gate and also provision of storage facilities to increase the shelf life of the
fruits.
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Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
1.0 INTRODUCTION
Fruits are important in the diet of man chiefly for their minerals and vitamins. They serve
as natural sources of vitamins. Most fruits contain large quantities of sugar and vitamin A and C,
which is not available in adequate quantities in staple foods. They also contain iron, calcium etc
in useful quantities and acids that promote bowel movement. Since fruits are normally eaten
fresh rather than cooked, the vitamin content is not diminished in preparation process. Fruits are
palatable and are often consumed in large quantities thus, contributing greatly to the nutrient
intake. Fruits are essential part of traditional Nigerian diet because of their nutritional and
economic worth. However, enough of fruits needed are not available in the right quantity
therefore; less fruits are consumed against the daily required quantity (Joseph and Adeoti
(1996).
Many fruits are being produced in Nigeria, among these are oranges, banana, plantain,
mangoes and cashew. The fruit and vegetable sub-sector of the agricultural sector in Nigeria has
not been fully utilized and exploited. Due to the highly perishable nature of fruits, there is a
fervent need to expand their processing and marketing so as to serve as a way of reducing
wastages and also disposing market surpluses.
Fruits are also inexpensive source of protein and they act as supplements on substitutes to
animal protein like meat and fish. The fruit sub-sector is a fraction of the contribution of the
agricultural sector of the GDP Gross Domestic Product, which has been at an average of 35%
after the oil boom era. This shows the relevance of the fruits sub-sector to the economy as a
whole. They are also very important because of their various uses such as food for man, feed for
animals, as well as for medicinal purpose. It serves as indispensable raw materials for industries
that specialize in producing fruit products e.g. juices, jelly jam etc. When compared to crops
such as maize, groundnut and rice, fruits are sold for high prices. A combination of high yield
and price in heavily populated areas means that farmers will make good income from its sales.
The fruits marketing system in Nigeria is characterized by the urgency to sell because of
the high perishability of these products. The existing marketing system of fruits in Nigeria is
dominated by free entry therefore, there is a need for an efficient marketing system for fruit.
Betyl and Molly (1986) identified the major problems of grocery marketing in the south west
Nigeria in order of importance as: storage, transportation grading and packaging, advertisement
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Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
and labour on a contrary is the order of importance of major problems affecting the marketing of
fruits and vegetables as identified by Swindale and Bilinsky (2006). In both cases the fact still
remains that marketing is dynamic and so there is still room for improvement and latest
occurrence about fruit marketing is necessary.
In Nigeria, the fruit farmers are mostly small farm holders who are scattered over a large
expanse of land. The farm gate middlemen are the country buyers. The commissioned agents
bridge the gap between the farm gate middlemen and the wholesalers and thus play an important
role in the process of price formation. The wholesalers play a crucial role in the marketing of
fruits by buying fresh fruits as well as financing, transportation, sorting grading etc.
Mango Production in Nigeria
For the purpose of this study, Mango, Mangifera indica, which is the most economically
important fruit crop in the Anarcardiaceae family (FAO statistics 2001) will be considered.
Mango fruit is very popular with the masses due to its wide range of adaptability, high nutritive
value, richness in variety, delicious taste and excellent flavour. It is a rich source of vitamin A
and C. The fruit is consumed raw or ripe. Good mango varieties contain 20 percent of total
soluble sugars. The acid content of ripe desert fruit varies from 0.2 to 0.5 percent and protein
content is about 1percent. Raw fruits of local varieties of mango trees are used for preparing
various traditional products like raw slices in brine, amchur, pickle, murabba, chutney, panhe
(sharabat) etc. Presently, the raw fruit of local varieties of mango are used for preparing pickle
and raw slices in brine on commercial scale while fruits of Alphonso variety are used for squash
in coastal western zone.
The wood is used as timber while the dried twigs are used for religious purposes. The
mango kernel also contains about 8-10 percent good quality fat which can be used for
saponification. Its starch is used in confectionery industry. Mango also has medicinal uses. The
ripe fruit has fattening, diuretic and laxative properties which helps to increase digestive
capacity. Among internationally traded tropical fruits, mango ranks only second to pineapple in
quantity and value. Major markets for fresh and dried mangoes in 1998 were: Malaysia, Japan,
Singapore, Hong Kong and the Netherlands, while for canned mango were: Netherlands,
Australia, United Kingdom, Germany, France and USA.
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Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
Nigeria is among world’s mango producing countries, other major mango producing
countries include India, China, Thailand, Mexico, Pakistan, Philippines, Indonesia, Brazil, and
Egypt, while it is the Africa’s largest mango producer. The mango trade calculations based on
FAO statistics indicate that trade in mangoes has increased by 26 percent in volume between
1990 and 1999 and it is the fourth most rapidly grown volume in fruit and vegetable trade (FAO
2001).
Problem Statement
The marketing system of fruit and vegetables in Nigeria has been observed to be quite
inefficient with variation and instabilities in prices. This could be attributed to the little attention
placed on horticultural production in national planning. Large scale marketing of tropical fruits
has hitherto not been encouraged locally because of the existing poor transportation and storage
facilities. Farmers cannot easily reach both local and international markets and this result in high
post harvest losses (Adepoju 2004).
Fruits are highly perishable and mostly are seasonal. The enormous wastage due to high
perishability of fruits has not been adequately looked into. An all year round availability of these
fruits is greatly diminished due to their seasonality. In the absence of storage or conditioning
system to lengthen their shelf life, early harvesting is very necessary to avoid total loss on the
fruits harvested and this should be sold within the shorter time possible. The wastage of fruits
range between 52-60% of total yield and this usually occur on farm, in transit or during holding
in storage. Also transportation problems which are further heightened by insufficient vehicle and
poor feeder roads contribute to the wastage. These problems make produce evacuation from farm
to the market very difficult (Abimbola 1996). Besides, the improper distribution channels of
fruits produce often result in scarcity in some places and surpluses in other areas.
This fluctuation of prices as well as inadequacy in availability of mangoes for urban
consumers often result in loss of revenue for rural farmers. This therefore necessitate a research
into how mangoes are been marketed putting into consideration the efforts to reduce or possibly
eliminate wastages through immediate distribution. The study is therefore set out to look into
the following objectives; to
describe the socio-economics characteristic of the respondents
identify the structure and marketing activities in the mango market
44
Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
estimate the cost and returns for mango marketing
determine the problems associated with mango marketing
The hypotheses are as follows
Ho1: There is no significant relationship between the socio-economic characteristics of the
respondents and their average income.
Ho2: There is no significant relationship between marketing activities and sales of mango.
2.0 METHODOLOGY
The study was conducted in Surulere Local Government Area (LGA) of Oyo state. It is one
of the five local governments areas located in Ogbomoso zone. Farming is the major occupation
of the people living in the area. In general, the LGA is well known for its productionand
marketing of fruits such as Mango, Cashew, Oranges, etc. The four villages under the local
government area namely, Iresaadu, Iresaapa, Oko and Iregba were used for the study. Cluster
sampling technique was used to select the ninety-five mango marketers in the area. Primary data
was collected through the use of structured questionnaire.
The analytical methods used to investigate the objectives are descriptive statistics,
budgetary analysis, linear regression and double log regression analysis. The descriptive
statistics involve the use of frequency distributions and percentages, while marketing margin
and gross margin analyses were used for the budgetary analysis. Linear regression and double
log regression analysis were used to measure the relationship among the variables. Herfindahl
Index was also used to measure market concentration.
Marketing margin Analysis (M.M)
Marketing margin = Selling price - Farmgate price MM = Sp - Fp Gross Margin analysis (G.M)
This is the difference between the total revenue and the variable costs incurred.
Gross margin = Total Revenue – Total Variable Cost
GM = TR -TVC
Where GM = Gross Margin
TR = Total Revenue (Price x Quantity sold)
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Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
TVC = Total Variable Cost (Producer price + other marketing cost incurred)
Therefore TVC = Total Variable cost = Total marketing cost
Regression Analysis
The relationship between marketing activities and the sales of mango is represented in the
linear equation below:
Y= 0 + 1x1 +2x2 + 3x3 + 4x4
And double log equation given below:
InY = 0 + 1ln x1 +2lnx2 +3lnx3 + 4lnx4
Where Y= sales (N)
X1 = Rent (N)
X2 = Purchase cost (N)
X3 = Transport cost (N)
X4 = Labour cost (N)
While relationship between the socio-economic characteristics of the respondents and
their income is represented in the equation below:
Y = 0 + 1X1+ 2X2 + 3X3 + 4X4 + 5X5 +6X6 +7X7 + 8X8
Linear and double log as below:
lnY = 0 + 1lnX1+ 2lnX2 + 3lnX3 + 4lnX4 + 5lnX5 + 6lnX6 + 7lnX7 + 8lnX8
where Y = income
lnAg = Age
lnSx = Sex
lnMr = Marital status
lnHs = Household size
lnEd = Education
lnYe = Years of experience
lnNb = Number of baskets of mangoes sold
lnMt = Mango type
Herfindahl Index (H1)
This is used to measure concentration of the market which is one variable of the market
structure that affect the behaviour of firms participation in that market.
The market share of firm is denoted by S1 =
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Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
Sn =
S1 =
where: q = output of fruit seller i
qn = output of all fruit sellers
Herfindahl Index Hl = S12 + S2
2 + S32+ S4
2+ S52……………..+ Sn
2
HI tells us how concentrated the market is, when there is high concentration that means there is
an uneven distribution of market shares and there is a situation of monopolistic control of the
major marketer and then vice versa.
3.0 RESULTS AND DISCUSSIONS
The socio- economic characteristics of mango marketers in the study area is presented in
Table 1. The table below showed that mango marketing is an occupation with no age limit. Only
about 5.3 percent of the marketers were 25 years and below, majority of the respondents (60
percent ) were between the age bracket of 26– 55 years. The respondents in this age bracket have
greater potentials of selling fruits effectively because they are in their active age. About 30
percent of the mango marketers were between 56 years and above. While 60 percent of the
respondents were female, 40 percent of them were male. This indicates that in the study area
women are more involved in fruit marketing than men.
The result also revealed that 84.2percent of the respondents were married while very few
were single, that is 6.3 percent and 9.5 percent were widowed. Hence, this indicates that married
people are more involved in fruits marketing in the study area. Majority of the fruit marketer’s
household size range between 6 and 10 (59%) while household size with 5 members or below
account for only 5 percent. This implies that respondents with larger family size are more
involved in fruit marketing and this aid the quick distribution of fruits before they deteriorate.
About 14.3 percent of the respondents had no formal education., only 21.1 percent had post
primary education while 64.6 percent accounted for those with primary education. Since
knowledge is a useful tool in marketing activities, this means at least a level of formal education
is useful in successful marketing.
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Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
It was revealed in table 1 that 44.2 percent of the respondents sourced their fund through
personal efforts, 29.5 percent sourced theirs from cooperative society, while only 1.1% source
their funds through banks by obtaining loans. This indicates that marketers hardly sourced fund
through banks while self financing was a major source of fund used by the marketers. About
55.6 percent hired labour to help in off loading fruits, transporting purpose and other marketing
activities , 31.6 percent made use of family labour, while 12.6 percent employ both family and
hired labour. The result revealed that most respondents hired labour for marketing activities.
Wage payment increases the marketing cost.
Table 2 presented the market structure of fruit (mango) marketers in the study area. Based
on the reason why respondents ventured into the marketing of mango, 37.7 percent of the
respondents claimed that they sold mango because it was a profitable business, 17.9 percent
ventured into it because it was the fruit in season. While 9.5 percent sell mango because they
inherited the business from their parents, 38.9 percent sell mango because they were generally
into fruit marketing. It was also discovered that all the respondents in the study area used the
same unit of measurement i.e. baskets or sell in bags. About 53.8 percent sells between 21- 30
baskets of mangoes daily, this confirms that majority of the respondents (89.5 percent) have
many customers while only little (10.5 percent) have fewer customers. This indicates the level of
marketing of respondents.
It was revealed in table 2 that 43.2 percent of the respondents sourced their mangoes
fruits from farm gate, 45.3 percent sourced theirs from the wholesalers and 11.6 percent claimed
they bought from both sources. The result revealed that most mango sellers purchased the fruits
from both farm gate and wholesalers. Majority of the respondents (87.4%) claimed that there
were many mango marketers in the market and this revealed that fruit (mango) marketing is
perfectly competitive. Many mango marketers purchased their fruits for reselling on a daily basis
(63.2 percent), while 36.8 percent bought large stock and stored them by spreading it out for
fresh air. This mode of storage indicated that there was no special way of storing mango in the
study area and that majority of the sellers were involved in daily purchase.
There were two modes of transportation used by the respondents in the study area; the
use head carriage for the goods and use of automobiles. Only about 4 percent of the respondents
used head carriage while majority (91.6 percent) used automobiles as means of transporting their
goods to the market for sales. This revealed that transportation via automobiles which was
48
Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
believed to be more effective in fruit marketing was well adopted by majority of the sellers.
Some respondents employed the activities of middlemen in their transaction process while some
did not. Table 2 showed that 61.1 percent involved the middlemen in their transaction
Table 3 presented the cost and returns from marketing of mangoes . The average
transport cost was N2,160 and this accounted for about 52.17 percent of the total variable cost,
labour cost accounted for 14.49 percent, rent allowance accounted for only 0.72 percent of total
variable cost. The farm gate cost of mango was N1,350 which was about 32% of the total cost
price. Average total revenue was N9,450. The gross margin per daily sale of mango was
N5,309.95 while the marketing margin which was the difference between the producers price
that is the farm gate price and the final price sold to the consumer was N8,100.
The Herfindahl index was estimated to be 1.1 percent that is 0.011. This signifies low
concentration of market shares and that there is a situation of structurally perfect competition
among mango sellers in the study area.
The respondents indicated that they faced many constraints in mango selling,, about 43
percent complained of losing money to the high level of perishability of the fruit,18.9 percent
claimed that bad road affect them from moving the fruit from the source of production to where
they are needed as many transporter always avoid bad road and those ones who dare it charged
exorbitant price. However, 23.2 percent complained about lack / inadequate fund to finance the
business while 14.7 percent reported that lack of storage facilities made them buy only the
baskets they are sure they can sell daily.
Table 5 presents the linear and double log regression analysis which aimed at establishing
the relationship between marketing activities of mango sellers and sales of mangoes For linear
regression, the results showed that the coefficient of transportation was negative and statistically
significant at 5 percent with sales of mango. This implies that as the cost of transportation
increases ,there will be decrease in total sales. Cost of labour and mango purchased from the
source were also significant at 1 percent but were positively related to sales of mango, i.e. as cost
of mango from source and labour increases, sales increases as well. On the other hand, double
log analysis revealed that cost of transportation and mango from the source were significant to
sales of mango at 1 percent level, however transport cost was negatively related sales of mango.
The null hypothesis is therefore rejected because the F-cal is significant at 1%
49
Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
The result establishing the relationship between gross margin and socio-economic
characteristics is presented in table 6. A positive and significant relationship exit between the
gross margin of the respondents and marital status, years of marketing experience, as well as
specie of mango sold. This implies that irrespective of the status of the marketer, there is no
limitation and no effect on the revenue of respondents. As the years of experience increases,
there is addition to knowledge of mango sales and this enhance the revenue made from mango
sales. This also goes for selling of the right species of mango i.e. as marketers sell good varieties
of mangoes their income increases.
However, household size, education, and number of basket bought for sales were
statistically significant and negatively related to the gross margin from mango sales. The
implication of this is that the larger the household size the lesser the gross margin accruing from
mango sales which may due to household consumption. Knowledge is necessary tool for
marketing purpose but a higher level of education such as tertiary institution etc may not have
impact on the gross margin for mango sales in the study area. Also, larger purchase of baskets of
mango may not necessarily increase gross margin, this may be due to high level of perishability
of the fruits as well as the lack of storage facilities.
The coefficient of determination R square for the model is 68.2%. This means that 68.2%
of the change in income in fruit marketing is explained by all the socio-economic characteristics
variable that are statistically significant.
4.0 CONCLUSION AND RECOMMENDATION
Apart from the perisability and seasonality of the produce, it can be categorically stated
that mango marketing is a worthwhile business due to its high level of profitability, the gross
margin and the marketing margin are quite high and the market is a perfectly competitive one.
Transportation cost was found to be negatively significant to the average sales of mangoes, this
means that the amount spent on transporting mangoes from farm or collection points is affecting
the daily income To make fruit marketing a viable business venture, it is therefore, recommended
that good and motorable roads should be constructed in the remote areas for easy collection of
produce from the farm gate and also provision of storage facilities to increase the shelf life of the
fruits. Also, programmes that will enlighten the marketers on how to process mango into fruit
50
Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
juice should be encouraged through the activities of extension officers in order to reduce the
wastage.
REFERENCES.
Abimbola, M.O (1996): Economic Analysis of Vegetable Production and Marketing in Ibadan. An unpublished B.Sc thesis, Submitted to the Department of Agric. Economics and Extension. Ladoke Akintola University of Technology, Ogbomoso.
Abbot. J.C and Madeham J.P (1999): Agricultural Economics and Marketing in the Topics Longman. Nigeria. Pp 65 – 78
Adegeye A.J. and Dittoh J. S (1985): Essentials of Agric Economics, Impact Publishers Ibadan.
Adekanye, T.O (1988): Readings in Agricultural Marketing. Longman Publishers, Nigeria.
Adepoju, A. A (2004): Horticultural Crop Production in Nigeria, Problems, Prospect and Trends. An Unpublished M.Sc Dissertation in Department of Agricultural Economics, University of Ibadan, Ibadan.
Betyl B.S and Molly C.O (1986): Economic Botany Of Planting In Our World. MC Graw Hill Publishing Company. New York.
Downey W.D and Erickson S.P (1987):Agricultural Business Management. 2nd Edition. MC-Graw Hill Inc.pp236-337.
Food and Agricultural Organization (2001): FAO Year Book on Production.
Joseph Y.K and Adeoti J..A (1996): Assessment of The Efficiency of Fruit Marketing System In Nigeria. Horticultural Society of Nigeria (HORTSON) Conference proceedings Publishers.
Swindale K and Bilinsky. L (2006): America for Nutrition, Journal of Nutrition. Nutr 136:
14495- 14525
Table 1: Socio - Economic Characteristics of the Respondents
51
Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
Frequency Percentage Cumulative %Age (years) < 2526 – 3536 – 4546 – 5556 – 6566 and above
5102723237
5.310.528.424.224.27.4
5.315.844.268.492.6100
Total 95 100
Sex
Male Female
3857
4060
40 100
Total 95 100
Marital status Single Widowed Married Total
698095
6.39.584.2100
63.3 15.8 100.0
Household size ˂ 56 – 1011 – 15
195620
20.059.021.0
20 79 100.0
Total 95 100
Educational level 01 – 6 7 – 12 Total
15602095
14.364.621.1100
14.3 78.9 100
Years of experience 1- 10 11 – 2021 – 3031 and above
22402211
23.242.123.211.5
23.365.388.5100
Total 95 100Source of Fund
(a) Selfb) relation Bank Cooperative Self and cooperative Self and relation Total
421012810495
44.2 10.51.129.510.54.2100
44.2 54.7 55.8 85.3 95.3 100.
Source of labour Family Hired Both
305312
31.655.612.8
31.687.4100.0
Total 95 100
Table 2: Market Structure of fruit marketers
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Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
Frequency Percentage Cumulative %ReasonProfitability Fruit in season Inheritance Fruits marketing
3217937
33.717.9 9.538.9
3.751.661.1100
Total 95 100Quantity (baskets)
1 – 10 11 – 2021 – 30
103451
10.635.853.8
10.646.2100
Total 95 100Source Farm gate Wholesalers Both Total
41431195
43.245.311.6100
43.288.4100.
Population of Mango sellersMany Few Total
831295
87.412.6100
87.4100
Mode of storage
Daily purchase Fresh air treatment Total
603595
63.236.8100
63.2100.0
Means of transportationHead carriage Vehicle
881
8.491.6
8.4100.0
Total 95 100Source: Field Survey 2010
Table 3: Cost and Returns on Mango Marketing
Source: Computed from Field Survey 2010
Table 4: Problems encountered by respondents in mango marketing
Variables/ per day (N)/ day % share in the TVC
Per basket SoldTotal Income(TR)Transport CostLabour CostRentFarmgate cost of MangoTotal Variable Cost (TVC)Gross Margin (GM)Marketing Margin (Mm)
350.009,450.002,160.00 600.00 30.051,350.004,140.055,309.958,100.00
--52.1714.49 0.7232.60---
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Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
Frequency Percentage Cumulative %
Perishability Bad Road Lack of fundStorage
41182214
43.218.923.214.7
43.262.185.3100
Total 95 100
Source: Field Survey 2010
Table 5 : Regression Analysis establishing the relationship between marketing activities of fruit sellers and their marketing margin
Model Variable Se T Sig level R-2
F-cal Decision H01
Linear
Constant
Purchase
Transport
Labour
Rent
142.268
1.1041
-7.67x10-8
9.221x10-2
-1.257
22.520
.052
.006
.031
1.273
6.317
20.002
-1.280
2.954
-.988
Non Sign
1%
5%
1%
Non Sign
83.0% 2.03
At 1%
Reject H0
Reject H0
Double
log
Constant
In Pur
In Tr
Ln la
Ln R
2.302
0.656
-2.33x10-3
4.110x10-2
6.761x10-3
.233
.035
.025
.026
.047
9.898
19.003
-.944
1.574
.143
Non sign
1%
1%
Non Sign
Non sign
80.4% 3.12
At 5%
R = 0.915R square = 0.837Adjusted R square = 0.830 T test = 115.4Source: Computed from Field Survey 2010
54
Journal of Rural Res. & Information (Vol.6; No.1:2011) Adetunji,M.O.
Table 6: Regression Analysis establishing the relationship between gross margin and socio-economic characteristics of mango marketers
Model Variable Se t Sign level FLevel
of sign
R-2Decision
HO1
Linear
Double
log
Constant
Ag
S
Ms
Hs
Ed
Ye
Nb
Mt
Constant
Ln Ag
Ln 5
lnMs
lnHs
LnEd
lnYe
lnNb
lnMt
-11612.0
247.611
-2932.359
4597.656
-169.918
-88.267
.747
-1120.229
540.709
7.330
-.219
-.200
.267
-.169
3.265E-03
.264
-.164
.730
14666.127
266.916
3406.649
1699.281
713.575
406.446
263.945
2346.556
113.077
.952
.327
.113
.102
.140
.136
.132
.136
.061
-.792
.928
-.861
2.706
-.238
-.217
.003
-.477
4.782
7.698
-.669
-1.766
2.617
-1.208
.024
2.004
-1.199
11.895
Non sign
Non sign
Non sign
1%
5%
5%
1%
5%
1%
Non sign
Non sign
10%
5%
Non sign
Non sign
10%
Non sign
1%
4.638
21.458
1%
1%
68.2
%
76.4
%
Reject H0,
Reject H0
Source: Computed from Field Survey 2010
55