Production Diversity and Market Access for Predicting Animal-source Food Consumption

International Food Policy Research Institute
International Food Policy Research InstituteInternational Food Policy Research Institute
Production Diversity, MarketAccess &
Animal Source Food Consumption:
Learning from Chin State, Myanmar
Evolving Agrifood Systems in Asia
30-31 October 2019
Jyoti Felix (Nutrition-Sensitive Agriculture Technical Advisor, CRS ASIA Region)
Dr. Marcia Croft (PACE Project Coordinator, CRS Myanmar)
Acknowledgements
• Project funding provided by:
• Implementation partner:
2
PACE Project Overview
• “Productive Agriculture through Community
Engagement “
• Donor: Livelihoods & Food Security Fund (LIFT)
• Implementing Partner: KMSS Hakha
• Location: 60 villages in 3 townships, Chin State
• Interventions:
– Sustainable intensification of maize & pulses
– Dry season home gardening (green leafy veg, vit-A rich
veg)
– Peer-to-peer nutrition SBC
3
Photo by Jen Hardy/CRS
Research Question
What is the relationship between market access, production diversity
and dietary diversity for pregnant/lactating women and children aged 6-
23m in Chin State, Myanmar?
4
Photo by Jyoti Felix/CRS
5
Map ID: MIMU182v04
www.themimu.info
Creation Date: 2 July
2015.A3
Wikimedia 2011
6
Photo by Jyoti Felix/CRS
What Does the Literature Say?
• On average, effect of increasing PD on DD is positive, but has a small
impact (Sibhatu & Qaim 2018)
• Relationship between PD & DD is non-linear – depends on existing
production diversity (Jones 2017)
– Forgone income benefits associated with specialization (Sibhatu et al 2015)
• On-farm PD contributes more to DD when households are located further
from markets (Sibhatu & Qaim 2018)
– Ethiopia: 3km ‘cut-off’ (Hirvonen & Hoddinott 2016)
• Better market access has positive effects on DD – larger than effects of
increasing PD (Sibhatu et al 2015)
7
PD = production diversity
DD = dietary diversity
Methods
• Animal-source food consumption: 24h recall; pregnant/lactating women,
children 6-23m; any ASF (FAO & FANTA-III 2016)
• Production diversity: count of crop varieties produced [maize + rainy season
pulses + dry season nutritious vegetables]
• Market access: travel time (min) to food market, open daily, selling meat
• Other variables: PACE project, township; HoHH gender; HH size; HH primary
occupation (ag/non-ag); ag land size
8
• Regression tree: used to identify
‘cut-off’ point for defining ‘near’ and
‘far’ from markets (Therneau & Atkinson
2018)
– 72.5 minutes driving time
Photo by Jen Hardy/CRS
Effects of PACE Project
PACE Villages Non-PACE Villages
PLW ASF Consumption 77% ** 63%
C6-23m ASF Consumption 82% *** 45%
Production diversity (# varieties) 7.6 *** 5.3
Market distance (min) 111 107
9
• = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001
Effects of PACE Project by Distance to Market
(ASFConsumption)
10
0.649
0.91 0.894
2.198
2.368
2.114
0
0.5
1
1.5
2
2.5
All Data Nearer to Market Further from Market
EffectonASFConsumption
PLW
C6-23m
***
**
**
•
•
• = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001
ASFConsumption, Production Diversity & MarketAccess
11
• = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001
C6-23m
ASF Consumption
No Yes
Production diversity (# varieties) 5.6 7.2 *
Market distance (minutes) 126 102 •
ASFConsumption, Production Diversity & MarketAccess
by Distance to Market
‘Near’ Villages ‘Far’ Villages
PLW ASF Consumption 73% 71%
C6-23m ASF Consumption 78% 65%
Production diversity (# varieties) 6.1 7.5 **
Market distance (minutes) 46 151 ***
12
• = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001
Effect of Decreasing MarketAccess by Distance to Market
(ASFConsumption)
13
• = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001
-0.24
-4.5
-0.24-0.18
-4.2
-0.018
-5
-4.5
-4
-3.5
-3
-2.5
-2
-1.5
-1
-0.5
0
All Data Nearer to Market Further from Market
EffectonASFconsumption
PLW
C6-23m
•
•
Effects of Increasing Production Diversity by
Distance to Market (Dietary Diversity)
14
• = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001
0.052
-0.059
0.075
0.047
-0.006
0.071
-0.08
-0.06
-0.04
-0.02
0
0.02
0.04
0.06
0.08
0.1
All Data Nearer to Market Further from Market
Marginaleffectondietarydiverstiyscore
PLW
C6-23m
*
*
*
*
Implications
In remote areas with generally poor access to markets (like Chin State):
• Market access appears to play a critical role in both ASF consumption and
overall dietary diversity – particularly for areas located closer to markets
– Market access interventions
• Production diversity (/self-sufficiency) appears to be more important for
dietary outcomes in areas located further from markets
– Production diversification interventions
• Nutrition education/SBC has a larger, more significant impact than either
market access or production diversity
– Investments in nutrition education critical – irrespective of the pathway through which
access to nutritious food is improved
15
References
FAO & FANTA-III 2016 Minimum Dietary Diversity for Women: A Guide to Measurement, Rome
Hirvonen & Hoddinott 2016 Agricultural production and children's diets: evidence from rural Ethiopia,
Agricultural Economics, 48(4), 469-480
Jones 2017 Critical review of the emerging research evidence on agricultural biodiversity, diet
diversity, and nutritional status in low- and middle-income countries, Nutrition Reviews, 75(10), 769-
782
Sibhatu et al 2015 Production diversity and dietary diversity in smallholder farm households, PNAS,
12(34) 10657-10662
Sibhatu & Qaim 2018 Review: Meta-analysis of the association between production diversity, diets,
and nutrition in smallholder farm households, Food Policy, 77, 1-18
Malapit et al 2015 Women’s empowerment mitigates the negative effects of low production diversity
on maternal and child nutrition in Nepal, The Journal of Development Studies, 51(8), 1097-1123
Therneau & Atkinson 2018 rpart: Recursive Partitioning and Regression Trees, R package version 4.1-
13.
16
Any Questions?
And feel free to get in touch:
Jyoti Felix
Nutrition-Sensitive Agriculture Technical Advisor
CRS ASIA Region
jyoti.felix@crs.org
Dr. Marcia Croft
PACE Project Coordinator
CRS Myanmar
marcia.croft@crs.org
Joshua Poole
Country Manager
CRS Myanmar
joshua.poole@crs.org
17
Photo by Jen Hardy/CRS
1 of 17

More Related Content

What's hot(20)

Linkages between Staple Crops Research and Poverty Outcomes presentation- ISP...Linkages between Staple Crops Research and Poverty Outcomes presentation- ISP...
Linkages between Staple Crops Research and Poverty Outcomes presentation- ISP...
CGIAR Research Program on Roots, Tubers and Bananas341 views
Food securityFood security
Food security
Fatimata Kone1.5K views
ESA Social SciencesESA Social Sciences
ESA Social Sciences
ICRISAT150 views
Introducing Market-oriented Horticulture Farming in Refugee Hosting Areas of ...Introducing Market-oriented Horticulture Farming in Refugee Hosting Areas of ...
Introducing Market-oriented Horticulture Farming in Refugee Hosting Areas of ...
International Food Policy Research Institute (IFPRI)140 views
Global Wheat OutlookGlobal Wheat Outlook
Global Wheat Outlook
CIMMYT3.4K views
Linkages Between Staple Crops Research and Poverty OutcomesLinkages Between Staple Crops Research and Poverty Outcomes
Linkages Between Staple Crops Research and Poverty Outcomes
Independent Science and Partnership Council of the CGIAR 365 views
IFPRI- changing consumption pattern of pulsesIFPRI- changing consumption pattern of pulses
IFPRI- changing consumption pattern of pulses
International Food Policy Research Institute- South Asia Office9.7K views

Similar to Production Diversity and Market Access for Predicting Animal-source Food Consumption(20)

WUR research of food systemsWUR research of food systems
WUR research of food systems
Wageningen University & Research 62 views
FOOD CROP MARKETING AND AGRICULTURAL PRODUCTIVITY IN A HIGH PRICE ENVIRONMENT...FOOD CROP MARKETING AND AGRICULTURAL PRODUCTIVITY IN A HIGH PRICE ENVIRONMENT...
FOOD CROP MARKETING AND AGRICULTURAL PRODUCTIVITY IN A HIGH PRICE ENVIRONMENT...
International Food Policy Research Institute - Development Strategy and Governance Division615 views
VIRTUAL LAUNCH EVENT - 2020 Global Food Policy Report: Building Inclusive Foo...VIRTUAL LAUNCH EVENT - 2020 Global Food Policy Report: Building Inclusive Foo...
VIRTUAL LAUNCH EVENT - 2020 Global Food Policy Report: Building Inclusive Foo...
International Food Policy Research Institute (IFPRI)398 views
Agricultural Marketing, Price Stabilization, Value Chains and Global/Regional...Agricultural Marketing, Price Stabilization, Value Chains and Global/Regional...
Agricultural Marketing, Price Stabilization, Value Chains and Global/Regional...
Bangladesh Food Security Investment Forum1.2K views
2018 GFPR PowerPoint Presentation2018 GFPR PowerPoint Presentation
2018 GFPR PowerPoint Presentation
International Food Policy Research Institute (IFPRI)248 views
Why is Ending Hunger So Hard?Why is Ending Hunger So Hard?
Why is Ending Hunger So Hard?
International Food Policy Research Institute (IFPRI)3.9K views
gp 1 sec 1 ABPM.pptxgp 1 sec 1 ABPM.pptx
gp 1 sec 1 ABPM.pptx
PavanU121 view
master seminar on market led extensionmaster seminar on market led extension
master seminar on market led extension
Rameshwar sahu1.6K views
IFPRI - Food Secure Bihar, P K Joshi, IFPRIIFPRI - Food Secure Bihar, P K Joshi, IFPRI
IFPRI - Food Secure Bihar, P K Joshi, IFPRI
International Food Policy Research Institute- South Asia Office1.2K views

More from International Food Policy Research Institute(20)

The History of Cooking Oil Fortification in Indonesia: Government Support for...The History of Cooking Oil Fortification in Indonesia: Government Support for...
The History of Cooking Oil Fortification in Indonesia: Government Support for...
International Food Policy Research Institute1.3K views
Food Fortification Policies in the Asia RegionFood Fortification Policies in the Asia Region
Food Fortification Policies in the Asia Region
International Food Policy Research Institute605 views
Wheat and Cooking Oil/Ghee Fortification in PakistanWheat and Cooking Oil/Ghee Fortification in Pakistan
Wheat and Cooking Oil/Ghee Fortification in Pakistan
International Food Policy Research Institute861 views
China's Food Safety regulatory system: Achievements, Challenges and SuggestionsChina's Food Safety regulatory system: Achievements, Challenges and Suggestions
China's Food Safety regulatory system: Achievements, Challenges and Suggestions
International Food Policy Research Institute230 views
Institutional and Governance Innovation in Thailand’s Food System: The Role o...Institutional and Governance Innovation in Thailand’s Food System: The Role o...
Institutional and Governance Innovation in Thailand’s Food System: The Role o...
International Food Policy Research Institute340 views
Compliance of Producers and Adoption of Consumers in the Case of Food Safety ...Compliance of Producers and Adoption of Consumers in the Case of Food Safety ...
Compliance of Producers and Adoption of Consumers in the Case of Food Safety ...
International Food Policy Research Institute236 views
Current Status of Agricultural Biotechnology in ThailandCurrent Status of Agricultural Biotechnology in Thailand
Current Status of Agricultural Biotechnology in Thailand
International Food Policy Research Institute383 views
Creating and Implementing Biosafety Regulations: The Philippine Experience Creating and Implementing Biosafety Regulations: The Philippine Experience
Creating and Implementing Biosafety Regulations: The Philippine Experience
International Food Policy Research Institute691 views
Making Vegetable Markets WorkMaking Vegetable Markets Work
Making Vegetable Markets Work
International Food Policy Research Institute141 views
Soybean Value Chains for Rural DevelopmentSoybean Value Chains for Rural Development
Soybean Value Chains for Rural Development
International Food Policy Research Institute384 views
Findings from the Study on Nutrition-Sensitive Value Chains in the Feed the F...Findings from the Study on Nutrition-Sensitive Value Chains in the Feed the F...
Findings from the Study on Nutrition-Sensitive Value Chains in the Feed the F...
International Food Policy Research Institute206 views
Farm Production, Market Access and Dietary Diversity in China’s Poor Rural Ho...Farm Production, Market Access and Dietary Diversity in China’s Poor Rural Ho...
Farm Production, Market Access and Dietary Diversity in China’s Poor Rural Ho...
International Food Policy Research Institute118 views
The Livestock Sector in India: Progress and ChallengesThe Livestock Sector in India: Progress and Challenges
The Livestock Sector in India: Progress and Challenges
International Food Policy Research Institute655 views
The Quiet Revolution in Myanmar’s Aquaculture Value ChainThe Quiet Revolution in Myanmar’s Aquaculture Value Chain
The Quiet Revolution in Myanmar’s Aquaculture Value Chain
International Food Policy Research Institute122 views
Does e-commerce Increase Food Consumption in Rural Areas? Evidence from ChinaDoes e-commerce Increase Food Consumption in Rural Areas? Evidence from China
Does e-commerce Increase Food Consumption in Rural Areas? Evidence from China
International Food Policy Research Institute216 views
Impacting at Scale: From .5% to + 40% Impacting at Scale: From .5% to + 40%
Impacting at Scale: From .5% to + 40%
International Food Policy Research Institute119 views
Regulatory Cooperation in ASEAN Good Agricultural PracticesRegulatory Cooperation in ASEAN Good Agricultural Practices
Regulatory Cooperation in ASEAN Good Agricultural Practices
International Food Policy Research Institute339 views
Traditional Versus Modern Milk Marketing Chains in India: Implications for Sm...Traditional Versus Modern Milk Marketing Chains in India: Implications for Sm...
Traditional Versus Modern Milk Marketing Chains in India: Implications for Sm...
International Food Policy Research Institute419 views
Pakistan’s Multi-Sectoral Nutrition Strategy Pakistan’s Multi-Sectoral Nutrition Strategy
Pakistan’s Multi-Sectoral Nutrition Strategy
International Food Policy Research Institute1.1K views
Transforming Food and Agriculture Systems to Improve Food Security and Nutrit...Transforming Food and Agriculture Systems to Improve Food Security and Nutrit...
Transforming Food and Agriculture Systems to Improve Food Security and Nutrit...
International Food Policy Research Institute463 views

Recently uploaded(20)

chakhleindore (1).pdfchakhleindore (1).pdf
chakhleindore (1).pdf
prithviraj7117167 views
SAKTHI MASALA (1).pptxSAKTHI MASALA (1).pptx
SAKTHI MASALA (1).pptx
DineshkumarGovindara512 views
tropitradings.pdftropitradings.pdf
tropitradings.pdf
adthameswilume7 views
yod dinnn_compressed.pdfyod dinnn_compressed.pdf
yod dinnn_compressed.pdf
yaredabera715 views
NESTLE Powerpoint.pptxNESTLE Powerpoint.pptx
NESTLE Powerpoint.pptx
anu12517 views
yod Lunch.pdfyod Lunch.pdf
yod Lunch.pdf
yaredabera715 views
Butter Chicken Casserole.pdfButter Chicken Casserole.pdf
Butter Chicken Casserole.pdf
ScottMowbray231 views
yod Lunchh_compressed.pdfyod Lunchh_compressed.pdf
yod Lunchh_compressed.pdf
yaredabera715 views
yod dinner-min.pdfyod dinner-min.pdf
yod dinner-min.pdf
yaredabera727 views
yod lunch_compressed.pdfyod lunch_compressed.pdf
yod lunch_compressed.pdf
yaredabera725 views
yod pdf.pdfyod pdf.pdf
yod pdf.pdf
yaredabera720 views
HnS menu.pdfHnS menu.pdf
HnS menu.pdf
dsuapen114 views
yod Diner.pdfyod Diner.pdf
yod Diner.pdf
yaredabera79 views
work experience.pptxwork experience.pptx
work experience.pptx
chloemeadows20008 views
health benefits of pistachioshealth benefits of pistachios
health benefits of pistachios
californiapistachios14 views
EASY KETO RECIPES.pdfEASY KETO RECIPES.pdf
EASY KETO RECIPES.pdf
plainpaperpublishing6 views

Production Diversity and Market Access for Predicting Animal-source Food Consumption

  • 1. Production Diversity, MarketAccess & Animal Source Food Consumption: Learning from Chin State, Myanmar Evolving Agrifood Systems in Asia 30-31 October 2019 Jyoti Felix (Nutrition-Sensitive Agriculture Technical Advisor, CRS ASIA Region) Dr. Marcia Croft (PACE Project Coordinator, CRS Myanmar)
  • 2. Acknowledgements • Project funding provided by: • Implementation partner: 2
  • 3. PACE Project Overview • “Productive Agriculture through Community Engagement “ • Donor: Livelihoods & Food Security Fund (LIFT) • Implementing Partner: KMSS Hakha • Location: 60 villages in 3 townships, Chin State • Interventions: – Sustainable intensification of maize & pulses – Dry season home gardening (green leafy veg, vit-A rich veg) – Peer-to-peer nutrition SBC 3 Photo by Jen Hardy/CRS
  • 4. Research Question What is the relationship between market access, production diversity and dietary diversity for pregnant/lactating women and children aged 6- 23m in Chin State, Myanmar? 4 Photo by Jyoti Felix/CRS
  • 5. 5 Map ID: MIMU182v04 www.themimu.info Creation Date: 2 July 2015.A3 Wikimedia 2011
  • 6. 6 Photo by Jyoti Felix/CRS
  • 7. What Does the Literature Say? • On average, effect of increasing PD on DD is positive, but has a small impact (Sibhatu & Qaim 2018) • Relationship between PD & DD is non-linear – depends on existing production diversity (Jones 2017) – Forgone income benefits associated with specialization (Sibhatu et al 2015) • On-farm PD contributes more to DD when households are located further from markets (Sibhatu & Qaim 2018) – Ethiopia: 3km ‘cut-off’ (Hirvonen & Hoddinott 2016) • Better market access has positive effects on DD – larger than effects of increasing PD (Sibhatu et al 2015) 7 PD = production diversity DD = dietary diversity
  • 8. Methods • Animal-source food consumption: 24h recall; pregnant/lactating women, children 6-23m; any ASF (FAO & FANTA-III 2016) • Production diversity: count of crop varieties produced [maize + rainy season pulses + dry season nutritious vegetables] • Market access: travel time (min) to food market, open daily, selling meat • Other variables: PACE project, township; HoHH gender; HH size; HH primary occupation (ag/non-ag); ag land size 8 • Regression tree: used to identify ‘cut-off’ point for defining ‘near’ and ‘far’ from markets (Therneau & Atkinson 2018) – 72.5 minutes driving time Photo by Jen Hardy/CRS
  • 9. Effects of PACE Project PACE Villages Non-PACE Villages PLW ASF Consumption 77% ** 63% C6-23m ASF Consumption 82% *** 45% Production diversity (# varieties) 7.6 *** 5.3 Market distance (min) 111 107 9 • = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001
  • 10. Effects of PACE Project by Distance to Market (ASFConsumption) 10 0.649 0.91 0.894 2.198 2.368 2.114 0 0.5 1 1.5 2 2.5 All Data Nearer to Market Further from Market EffectonASFConsumption PLW C6-23m *** ** ** • • • = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001
  • 11. ASFConsumption, Production Diversity & MarketAccess 11 • = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001 C6-23m ASF Consumption No Yes Production diversity (# varieties) 5.6 7.2 * Market distance (minutes) 126 102 •
  • 12. ASFConsumption, Production Diversity & MarketAccess by Distance to Market ‘Near’ Villages ‘Far’ Villages PLW ASF Consumption 73% 71% C6-23m ASF Consumption 78% 65% Production diversity (# varieties) 6.1 7.5 ** Market distance (minutes) 46 151 *** 12 • = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001
  • 13. Effect of Decreasing MarketAccess by Distance to Market (ASFConsumption) 13 • = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001 -0.24 -4.5 -0.24-0.18 -4.2 -0.018 -5 -4.5 -4 -3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 All Data Nearer to Market Further from Market EffectonASFconsumption PLW C6-23m • •
  • 14. Effects of Increasing Production Diversity by Distance to Market (Dietary Diversity) 14 • = p < 0.1; * = p < 0.05; ** p < 0.01; *** = p <0.001 0.052 -0.059 0.075 0.047 -0.006 0.071 -0.08 -0.06 -0.04 -0.02 0 0.02 0.04 0.06 0.08 0.1 All Data Nearer to Market Further from Market Marginaleffectondietarydiverstiyscore PLW C6-23m * * * *
  • 15. Implications In remote areas with generally poor access to markets (like Chin State): • Market access appears to play a critical role in both ASF consumption and overall dietary diversity – particularly for areas located closer to markets – Market access interventions • Production diversity (/self-sufficiency) appears to be more important for dietary outcomes in areas located further from markets – Production diversification interventions • Nutrition education/SBC has a larger, more significant impact than either market access or production diversity – Investments in nutrition education critical – irrespective of the pathway through which access to nutritious food is improved 15
  • 16. References FAO & FANTA-III 2016 Minimum Dietary Diversity for Women: A Guide to Measurement, Rome Hirvonen & Hoddinott 2016 Agricultural production and children's diets: evidence from rural Ethiopia, Agricultural Economics, 48(4), 469-480 Jones 2017 Critical review of the emerging research evidence on agricultural biodiversity, diet diversity, and nutritional status in low- and middle-income countries, Nutrition Reviews, 75(10), 769- 782 Sibhatu et al 2015 Production diversity and dietary diversity in smallholder farm households, PNAS, 12(34) 10657-10662 Sibhatu & Qaim 2018 Review: Meta-analysis of the association between production diversity, diets, and nutrition in smallholder farm households, Food Policy, 77, 1-18 Malapit et al 2015 Women’s empowerment mitigates the negative effects of low production diversity on maternal and child nutrition in Nepal, The Journal of Development Studies, 51(8), 1097-1123 Therneau & Atkinson 2018 rpart: Recursive Partitioning and Regression Trees, R package version 4.1- 13. 16
  • 17. Any Questions? And feel free to get in touch: Jyoti Felix Nutrition-Sensitive Agriculture Technical Advisor CRS ASIA Region jyoti.felix@crs.org Dr. Marcia Croft PACE Project Coordinator CRS Myanmar marcia.croft@crs.org Joshua Poole Country Manager CRS Myanmar joshua.poole@crs.org 17 Photo by Jen Hardy/CRS