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A member of CGIAR consortium www.iita.orgwww.iita.orgA member of CGIAR consortium
Yam Participation and Poverty
Bola A. Awotide, D.B. Mignouna, T. Abdoulaye, A. Alene
and V.M. Manyong
27th November 2015
(R4D Week 2015)
A member of CGIAR consortium www.iita.org
Yam Participation and Poverty
Bola A. Awotide, D.B. Mignouna, T. Abdoulaye, A. Alene
and V.M. Manyong
Workshop on KPI-Poverty: Update on Progress and the Way forward
A member of CGIAR consortium www.iita.org
Outline
Context
Objective
Methodology
Results
Conclusion
A member of CGIAR consortium www.iita.org
Context
A member of CGIAR consortium www.iita.org
Context
Some Basic Facts
 African contribution to the global grains supplies:
 Maize: about 5%
 Rice: 3%
 Wheat: 3% (FAOSTAT 2013)
 Africa is the lead player in the supplies of root & tubers:
 Cassava: 50%
 Yam: 95 % of world production
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Context Ct.
Figure: Yam production from 2003 to 2012 (FAO, 2014)
A member of CGIAR consortium www.iita.org
Leading yam producing countries: Nigeria & Ghana are
economically engaged in subsistence agriculture (Encyclopedia
2012)
Transforming the yam sector from subsistence to more
marketed oriented production system i.e smallholder
commercialization
Increase productivity and poverty reduction can be achieved
through yam commercialization
Context Ct.
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Objective
A member of CGIAR consortium www.iita.org
Evaluate the effect of Agricultural
commercialization on productivity
and poverty reduction
Does market participation leads to increase in productivity and by
extension a reduction in poverty?
Objective
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Methodology
A member of CGIAR consortium www.iita.org
2
2
95.0 )1(
e
PPZ
n

 (n = sample size; Z = value of the standard variate at a given confidence level; P =
sample proportion in the target population estimate to have a particular characteristic, e = accuracy
desired, set at 0.05. )
2
2
)05.0(
55.045.0)96.1( 
n
380n , provided that response rate r is 100%
40095.0/380/380  rn , given 95% response rate
Under simple random sampling, At 95% confident level desired, the sample size n
must satisfy the formula:
csn Design effect   srsn
csn (Ghana)=1.5X 400 =600, given the defaultdesign effect  = 1.5(U.N. Stat.)
csn (Nigeria)=2.0X400 =800,given thedefault design effect  = 2.0 (U.N. Stat.)
Under cluster sampling
Methodology
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States Production
(‘000 metric
tons)
#LGAs
selected &
adjusted
#Com
selected
#Hhs
selected
Niger 6236.2 9 65 260
Nasarawa 2057.1 4 20 80
Benue 2902.8 6 30 120
Ebonyi 1448.3 3 15 60
Enugu 3094.4 7 35 140
Kogi 1361.6 5 15 60
Edo 782.4 3 10 40
Oyo 698.6 3 10 40
Total 18581.4 40 200 800
NIGERIA
Multistage, random
sampling procedure
- 8 states
- 40 LGAs
- 200 communities
- 800 hhs
(Sampling frame as
source list)
Sampling procedure
Methodology Ct.
A member of CGIAR consortium www.iita.org
District #Com #Com selected #Hhs selected
Mion 30 10 60
East Gonja 71 23 138
Kintampo 93 30 180
Atebubu-Amantin 66 21 126
Ejura 50 16 96
Total 310 100 600
GHANA
Multistage, random
sampling procedure
- 5 districts
- 100 communities
- 600 hhs
(Sampling frame as source
list)
Methodology Ct.
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NigeriaGhana
Methodology Ct.
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- Poverty Measurement FGT
(Foster, Greer and Thorbecke, 1984)
-Propensity Score Matching (PSM)
Analytical model
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Results
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Results & Discussion
Characteristics All (N=600)
Male-headed Hhs (%) 89.8
Average age of Hhs (years) 48.7
Attended school for Hhs (%) 30.0
Average years of schooling for Hhs 2.7
Experience in yam growing for Hhs (years) 23.4
A member of CGIAR consortium www.iita.org
64.5
35.5
Proportion of Yam Farmers by market
participation
Participants Non-participants
• They sold an average
of 8731.63 kg of yam
per annum
• With an average annual
income of $ US
2596.33
Results & Discussion Ct.
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0 200 400 600 800 1000 1200
Total
Participants
Non-participants
Income per Hectare
Income in $US per Hectare
Results & Discussion Ct.
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0
100
200
300
400
500
600
700
800
900
1000
Total Participants Non-participants
901.09
970.51
774.95
PerCapitaIncome
Per Capita Income
Results & Discussion Ct.
A member of CGIAR consortium www.iita.org
Poverty indices Total
sample
Participants Non-participants
Poverty Head count 0.6583 0.6331 0.7042
Poverty Gap 0.4646 0.4566 0.4791
Poverty Severity 0.3709 0.3682 0.3758
Results & Discussion Ct.
A member of CGIAR consortium www.iita.org
Parameter Participants Non-
participants
Difference T-stat.
Unmatched 9089.23 7663.32 1425.90 1.40
ATT 9089.23 6972.59 2116.64* 1.82
ATU 7663.32 9010.45 1347.13 -
ATE - - 1844.35 -
Market participation significantly impacted yam productivity by 2116.64 kg/ha
Note: * significant at 10 %
Results & Discussion Ct.
A member of CGIAR consortium www.iita.org
Parameter Participants Non-
participants
Difference T-stat.
Unmatched 0.7829 0.8169 -0.0339 1.56
ATT 0.7829 0.8088 -0.0258** 2.44
ATU 0.8169 0.7840 -0.0328 -
ATE - - 0.0283 -
Market participation significantly reduced poverty headcount by 2.6%
Note: ** significant at 5 %
Results & Discussion Ct.
A member of CGIAR consortium www.iita.org
Conclusion
A member of CGIAR consortium www.iita.org
Market participation significantly increase yam
productivity in Ghana and generate a reduction in all
the poverty indices
This implies that market participation is essential to
achieve increase agricultural productivity and drastic
reduction in poverty in Ghana
Programs and policies that can link farmers to the
market are highly recommended
Conclusion
A member of CGIAR consortium www.iita.org
Thank you
D.Mignouna@cgiar.org
www.iita.org

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Yam Participation and Poverty

  • 1. A member of CGIAR consortium www.iita.orgwww.iita.orgA member of CGIAR consortium Yam Participation and Poverty Bola A. Awotide, D.B. Mignouna, T. Abdoulaye, A. Alene and V.M. Manyong 27th November 2015 (R4D Week 2015)
  • 2. A member of CGIAR consortium www.iita.org Yam Participation and Poverty Bola A. Awotide, D.B. Mignouna, T. Abdoulaye, A. Alene and V.M. Manyong Workshop on KPI-Poverty: Update on Progress and the Way forward
  • 3. A member of CGIAR consortium www.iita.org Outline Context Objective Methodology Results Conclusion
  • 4. A member of CGIAR consortium www.iita.org Context
  • 5. A member of CGIAR consortium www.iita.org Context Some Basic Facts  African contribution to the global grains supplies:  Maize: about 5%  Rice: 3%  Wheat: 3% (FAOSTAT 2013)  Africa is the lead player in the supplies of root & tubers:  Cassava: 50%  Yam: 95 % of world production
  • 6. A member of CGIAR consortium www.iita.org Context Ct. Figure: Yam production from 2003 to 2012 (FAO, 2014)
  • 7. A member of CGIAR consortium www.iita.org Leading yam producing countries: Nigeria & Ghana are economically engaged in subsistence agriculture (Encyclopedia 2012) Transforming the yam sector from subsistence to more marketed oriented production system i.e smallholder commercialization Increase productivity and poverty reduction can be achieved through yam commercialization Context Ct.
  • 8. A member of CGIAR consortium www.iita.org Objective
  • 9. A member of CGIAR consortium www.iita.org Evaluate the effect of Agricultural commercialization on productivity and poverty reduction Does market participation leads to increase in productivity and by extension a reduction in poverty? Objective
  • 10. A member of CGIAR consortium www.iita.org Methodology
  • 11. A member of CGIAR consortium www.iita.org 2 2 95.0 )1( e PPZ n   (n = sample size; Z = value of the standard variate at a given confidence level; P = sample proportion in the target population estimate to have a particular characteristic, e = accuracy desired, set at 0.05. ) 2 2 )05.0( 55.045.0)96.1(  n 380n , provided that response rate r is 100% 40095.0/380/380  rn , given 95% response rate Under simple random sampling, At 95% confident level desired, the sample size n must satisfy the formula: csn Design effect   srsn csn (Ghana)=1.5X 400 =600, given the defaultdesign effect  = 1.5(U.N. Stat.) csn (Nigeria)=2.0X400 =800,given thedefault design effect  = 2.0 (U.N. Stat.) Under cluster sampling Methodology
  • 12. A member of CGIAR consortium www.iita.org States Production (‘000 metric tons) #LGAs selected & adjusted #Com selected #Hhs selected Niger 6236.2 9 65 260 Nasarawa 2057.1 4 20 80 Benue 2902.8 6 30 120 Ebonyi 1448.3 3 15 60 Enugu 3094.4 7 35 140 Kogi 1361.6 5 15 60 Edo 782.4 3 10 40 Oyo 698.6 3 10 40 Total 18581.4 40 200 800 NIGERIA Multistage, random sampling procedure - 8 states - 40 LGAs - 200 communities - 800 hhs (Sampling frame as source list) Sampling procedure Methodology Ct.
  • 13. A member of CGIAR consortium www.iita.org District #Com #Com selected #Hhs selected Mion 30 10 60 East Gonja 71 23 138 Kintampo 93 30 180 Atebubu-Amantin 66 21 126 Ejura 50 16 96 Total 310 100 600 GHANA Multistage, random sampling procedure - 5 districts - 100 communities - 600 hhs (Sampling frame as source list) Methodology Ct.
  • 14. A member of CGIAR consortium www.iita.org NigeriaGhana Methodology Ct.
  • 15. A member of CGIAR consortium www.iita.org - Poverty Measurement FGT (Foster, Greer and Thorbecke, 1984) -Propensity Score Matching (PSM) Analytical model
  • 16. A member of CGIAR consortium www.iita.org Results
  • 17. A member of CGIAR consortium www.iita.org Results & Discussion Characteristics All (N=600) Male-headed Hhs (%) 89.8 Average age of Hhs (years) 48.7 Attended school for Hhs (%) 30.0 Average years of schooling for Hhs 2.7 Experience in yam growing for Hhs (years) 23.4
  • 18. A member of CGIAR consortium www.iita.org 64.5 35.5 Proportion of Yam Farmers by market participation Participants Non-participants • They sold an average of 8731.63 kg of yam per annum • With an average annual income of $ US 2596.33 Results & Discussion Ct.
  • 19. A member of CGIAR consortium www.iita.org 0 200 400 600 800 1000 1200 Total Participants Non-participants Income per Hectare Income in $US per Hectare Results & Discussion Ct.
  • 20. A member of CGIAR consortium www.iita.org 0 100 200 300 400 500 600 700 800 900 1000 Total Participants Non-participants 901.09 970.51 774.95 PerCapitaIncome Per Capita Income Results & Discussion Ct.
  • 21. A member of CGIAR consortium www.iita.org Poverty indices Total sample Participants Non-participants Poverty Head count 0.6583 0.6331 0.7042 Poverty Gap 0.4646 0.4566 0.4791 Poverty Severity 0.3709 0.3682 0.3758 Results & Discussion Ct.
  • 22. A member of CGIAR consortium www.iita.org Parameter Participants Non- participants Difference T-stat. Unmatched 9089.23 7663.32 1425.90 1.40 ATT 9089.23 6972.59 2116.64* 1.82 ATU 7663.32 9010.45 1347.13 - ATE - - 1844.35 - Market participation significantly impacted yam productivity by 2116.64 kg/ha Note: * significant at 10 % Results & Discussion Ct.
  • 23. A member of CGIAR consortium www.iita.org Parameter Participants Non- participants Difference T-stat. Unmatched 0.7829 0.8169 -0.0339 1.56 ATT 0.7829 0.8088 -0.0258** 2.44 ATU 0.8169 0.7840 -0.0328 - ATE - - 0.0283 - Market participation significantly reduced poverty headcount by 2.6% Note: ** significant at 5 % Results & Discussion Ct.
  • 24. A member of CGIAR consortium www.iita.org Conclusion
  • 25. A member of CGIAR consortium www.iita.org Market participation significantly increase yam productivity in Ghana and generate a reduction in all the poverty indices This implies that market participation is essential to achieve increase agricultural productivity and drastic reduction in poverty in Ghana Programs and policies that can link farmers to the market are highly recommended Conclusion
  • 26. A member of CGIAR consortium www.iita.org Thank you D.Mignouna@cgiar.org www.iita.org