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Impact of Access to Traditional Market Information on Household Commercialisation and Farm Income of Smallholder Cowpea Farmers Cover

Impact of Access to Traditional Market Information on Household Commercialisation and Farm Income of Smallholder Cowpea Farmers

Open Access
|Dec 2024

Figures & Tables

Fig. 1.

Conceptual framework showing the impact of traditional market information sources on HCI and farm income

Source: own elaboration.

Fig. 2.

Map of Borno State showing the study area

Source: authors, 2024.

Table 1.

Descriptive statistic of continuous variables by treatment

VariableAccessedNot-accessedT-valueDfMean difference
mean (n = 228)mean (n = 365)
Age (years)45.145.6−0.4591−0.5 (1.2)
Education (years)8.907.413.0***5911.5 (0.5)
Farming experience (years)21.6621.7−0.2591−0.2 (1.0)
Household size (person)8.618.141.45910.5 (0.3)
Farm income (₦)317 848.9379 724.1−1.4591−61 875.2 (45 725.8)
Expenditure (₦)187 713.4192 194.6−0.4591−4 481.2 (12 056.6)
Farm size (ha)0.90.81.65910.1 (0.1)
Value of cowpea harvest (₦)262 265.4308 117.7−1.1591−45 852.4 (40 609.5)
Amount of cowpea sold (₦)144 887.7187 119.9−1.6591−42 232.2 (26 715.8)
Household commercialization index (%)53.955.6−1.1591−1.7 (1.6)

[i] Source: own elaboration.

Table 2.

Descriptive statistic of nominal variables by treatment

not accessedaccessed
SexFemaleObserved frequency90a60a1509.401a10.002
Expected frequency92.3357.67150
MaleObserved frequency275a168a443
Expected frequency272.67170.33443
TotalObserved frequency365228593
Expected frequency365228593
Group membershipNon-memberObserved frequency188a88b2769.401a10.002
Expected frequency169.88106.12276
MemberObserved frequency177a140b317
Expected frequency195.12121.88317
TotalObserved frequency365228593
Expected frequency365228593

aandb shows a statistical difference between access to market information and otherwise.

Source: own elaboration.

Table 3.

Traditional market information sources

Market informationFrequency*%
Fellow farmer35537.81
Family/friends32935.04
Agro-dealer10110.76
Farmers' group616.5
Government extension agent394.15
Radio323.41
Private extension/NGOs181.92
Market agent40.43
Total939100

* Multiple responses.

Source: own elaboration.

Table 4.

Propensity score matching of the respondents

VariableCoef.S.EZ-value
Age−0.00370.0069−0.53
Sex−0.50160.1593−3.15***
Marital status0.59590.20402.92***
Education0.02670.01022.62***
Farming experience0.00700.00840.83
Household size0.00500.01390.36
Farm size0.16150.08441.91*
Group membership0.27610.11182.47**
Farm income−1.91e-071.13e-07−1.69*
Expenditure−1.91e-071.13e-07−0.38
Constant−0.87310.3050−2.86
Log likelihood−374.37
LR chi2 (10)35.59***
Pseudo R20.045

[i] Source: own elaboration.

Table 5.

Impact of market information on cowpea farmers' household commercialisation

Matching methodTreatmentControlATTStd. err.T-value
Nearest neighbour227146−0.5472.199−0.249
Radius227354−1.4971.535−0.975
Stratification227354−0.7311.529−0.478
Kernel227354−0.8271.574−0.525

[i] Source: own elaboration.

Table 6.

Impact of marketing information on cowpea farmers' farm income

Matching methodTreatmentControlATTStd. err.T-value
Nearest neighbour22714624 583.9244 760.960.549
Radius227354−654.39437 042.94−0.018
Stratification22735410 490.9934 490.750.304
Kernel2273547 643.29540 573.520.188

[i] Source: own elaboration.

Table 7.

Impact of traditional market information on household commercialisation and farm income

VariableMatching algorithmsHousehold commercialization indexFarm income
No. of treatedNo. of controlATTNo. of treatedNo. of controlATT
Family/friendsKernel3282581.978 (1.668)32825878,322.227 (43558.99)*
Stratification3222571.852 (1.574)32225739,246.196 (38303.202)
Radius3282581.688 (1.594)32825896,446.012 (43416.320)**
Nearest neighbor3281581.537 (2.193)32815874,872.091 (56849.034)
RadioKernel32505−4.116 (3.550)32505−73000 (34741.877)**
Stratification32505−3.567 (3.908)32505−75,500 (34091.713)**
Radius32505−4.423 (3.682)32505−76400 (35727.559)**
Nearest neighbor3230−1.680 (5.139)3230−294,000 (209,000)
Agro-dealerKernel99478−1.322 (2.351)99478−42400 (29749.645)
Stratification99478−1.215 (2.077)99478−49100 (31911.602)
Radius99478−1.481 (2.151)99478−36200 (33417.561)
Nearest neighbor9992−1.588 (2.897)9992−42200 (42067.008)
Fellow farmerKernel353235−0.008 (1.860)35323542384.078 (43579.499)
Stratification348232−0.088 (1.595)348232−7423.472 (34368.802)
Radius353235−0.403 (1.612)35323540837.476 (41625.786)
Nearest neighbor353165−0.006 (1.954)35316529790.229 (47964.206)
Farmers' groupKernel61496−3.5 (2.715)6149622279.666 (44574.657)
Stratification61496−3.835 (2.569)6149617268.522 (39049.190)
Radius61496−3.744 (2.644)6149618458.284 (38370.516)
Nearest neighbor6156−4.426 (3.222)615614663.115 (47312.762)
Government extension agentKernel395052.682 (3.613)39505−130000 (60171.328)**
Stratification374993.764 (3.749)37499−95700 (41706.487)**
Radius395052.737 (3.683)39505−67400 (42508.149)
Nearest neighbor39349.903 (5.019)3934−429000 (251,000)*
Private extension/NGOsKernel18481−7.025 (4.414)1848151761.348 (68591.872)
Stratification18481−6.75 (4.673)1848131591.209 (55124.718)
Radius18481−7.038 (4.948)1848163716.311 (80036.586)
Nearest neighbor1817−5.444 (6.129)181767594.444 (88942.490)
Market agentKernel42263.855 (2.866)4226447000 (391,000)
Stratification
Radius42264.001 (2.128)*4226453000 (398,000)
Nearest neighbor449 (15.426)44598000 (402,000)

** sig. 5%,

* sig. 10%. – did not found matchable stratum

Source: own elaboration.

DOI: https://doi.org/10.17306/J.JARD.2024.00004R1 | Journal eISSN: 1899-5772 | Journal ISSN: 1899-5241
Language: English
Page range: 402 - 413
Accepted on: Nov 5, 2024
Published on: Dec 31, 2024
Published by: Poznań University of Life Science
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2024 Abbas Shehu, Muhammad Ibrahim Kadafur, Fidelis Dutse, published by Poznań University of Life Science
This work is licensed under the Creative Commons Attribution 4.0 License.