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Landscape complexity and dietary
diversity: Linking deforestation and
agrarian change to dietary transitions
Josh Van Vianen, Dominic Rowland & team
ATBC Merida
12th July 2017
 Agricultural expansion remains
major driver of deforestation
 Transformation of natural systems
has resulted in significant
environmental degradation
 But agricultural productivity depends
on functioning ecosystems
 Global food system is in crisis
(Global Nutrition Report 2016)
 Trade-off between biodiversity
conservation and agriculture
 Ca.60% of world’s food originates
from diverse small-holder farming
systems in complex landscapes
 Agro-ecological approaches being
advocated (e.g. IPBES 2016)
 Need strong evidence-based for
implementation
Context
Agrarian Change Project: Food Security
and Nutrition
 Why is food security and Nutrition important?
 What are the links between dietary diversity,
biodiversity land use and forests
 Correlations between forest cover and dietary
diversity (Johnson et al, Ickowitz et al 2014)
 What is driving the link between forests and
diets?
- Diverse forest-based agriculture?
(Ickowitz et. al 2016)
- Wild foods? (Rowland et al. 2017)
- Landscape and livelihood effects?
• Dietary quality and tree cover in Africa-
Ickowitz et al. 2014
• Forest foods and their contribution to food
security- Fungo et al. 2015
• Ecological approaches to human nutrition –
DeClerk et al. 2011
Study Sites
Agrarian change in tropical landscapes
Natural vegetation ‘Secondary’ vegetation Agricultural land
Agricultural modification
Treecover
Photo credits: CIFOR
Field Methods
In each zone the following methods are used:
Household
Surveys
Focus Group
Discussions
Key Informant
Interviews
Farm
Productivity
Surveys
Biodiversity
Surveys
Yield
measurements
Farm inputs (e.g.
fertilizer, labour)
Production
targets
Resource flow
mapping
Wealth
ranking
Food / cash
calendars
Nutrition
assessments
Ecosystem
service mapping
Community
perceptions
Tree plots
Bird point
counts
Invertebrate
trapping
METHODS
BiodiversityRelative poverty
Nutrition
Food securityEcosystem
services
Livelihoods
Agricultural
production
RESPONSES
FOREST (CONTROL) ZONE 1 ZONE 3ZONE 2
Agricultural modification (simplification and intensification of commodities)
Treecover
Experimental Design
A landscape-level approach, with a nested 3-level hierarchical design:
1. A landscape exhibiting changing land use practices and agrarian change
2. Three land use ‘zones’ in each landscape, a gradient of agricultural modification
3. Villages or settlements within each zone
1
2
3
Photo credits: CIFOR
Experimental Design
FOREST (CONTROL) ZONE 1 ZONE 3ZONE 2
Agricultural modification (simplification and intensification of commodities)
Treecover
Subsistence farming,
high dependency on
forest products
A landscape-level approach, with a nested 3-level hierarchical design:
1. A landscape exhibiting changing land use practices and agrarian change
2. Three land use ‘zones’ in each landscape, a gradient of agricultural modification
3. Villages or settlements within each zone
1
2
3
Photo credits: CIFOR
Experimental Design
FOREST (CONTROL) ZONE 1 ZONE 3ZONE 2
Agricultural modification (simplification and intensification of commodities)
Treecover
E.g. Subsistence farming, high
dependency on forest resources
E.g. Rubber agroforestry
system
Subsistence farming,
high dependency on
forest products
Extensive coffee
agroforesty
A landscape-level approach, with a nested 3-level hierarchical design:
1. A landscape exhibiting changing land use practices and agrarian change
2. Three land use ‘zones’ in each landscape, a gradient of agricultural modification
3. Villages or settlements within each zone
1
2
3
A landscape-level approach, with a nested 3-level hierarchical design:
1. A landscape exhibiting changing land use practices and agrarian change
2. Three land use ‘zones’ in each landscape, a gradient of agricultural modification
3. Villages or settlements within each zone
Experimental Design
FOREST (CONTROL) ZONE 1 ZONE 3ZONE 2
Agricultural modification (simplification and intensification of commodities)
Treecover
E.g. Subsistence farming, high
dependency on forest resources
E.g. Rubber agroforestry
system E.g. Oil palm
monoculture
Subsistence farming,
high dependency on
forest products
Extensive coffee
agroforesty
Intensive oil palm
monoculture
1
2
3
Study site: Kapuas Hulu, Kalimantan, Indonesia
Primary forest
Rubber agroforestry
Oil palm plantation
Oil palm concession
Study site: Kapuas Hulu, Kalimantan, Indonesia
Primary forest
Rubber agroforestry
Oil palm plantation
Oil palm concession
Study site: Kapuas Hulu, Kalimantan, Indonesia
Primary forest
Rubber agroforestry
Oil palm plantation
Oil palm concession
Study site: Kapuas Hulu, Kalimantan, Indonesia
Primary forest
Rubber agroforestry
Oil palm plantation
Oil palm concession
Study site: Kapuas Hulu, Kalimantan, Indonesia
Primary forest
Rubber agroforestry
Oil palm plantation
Oil palm concession
Photo credits: Dominic Rowland
Inter-country
variation in
landscape
configuration
• Unique experimental design
• Will we be able to draw any
broad scale conclusions?
• Will the heterogeneity of the
landscapes, their peoples
cultures and food systems
hinder wider inference?
A mixed model approach
Photo credits: CIFOR
Some interesting preliminary results….
Food security: The bad news (so far)
Forest use frequency and
proximity
People reliant on forests are less
food secure:
 Zone 1 people are ~1 month less food
secure on average
 People in Zones 2 and 3 are more food
secure but:
• There is a significant negative interaction
effect
- Across zones two and three food security
is reduced when people do not have
access to or utilize the forest
 Caveats
• Models need refining as there are a lot of
important variables to be added from our
large data set:
- Wealth indexes are yet to be added
The good news! Forests and
dietary diversity
 Estimate Std. Error z value Pr(>|z|)
 Zone 1 1.675186 0.067159 24.944 <2e-16 ***
 Zone 2 -0.008141 0.071356 -0.114 0.9092
 Zone 3 0.001412 0.071454 0.020 0.9842
 Number of forest products for domestic use 0.008509 0.008332 1.021 0.3071
 Weekly forest use 0.046958 0.026953 1.742 0.0815 .
 Rarely use the forest -0.029872 0.036718 -0.814 0.4159
 No forest use -0.080194 0.039467 -2.032 0.0422 *
 Household size 0.005370 0.004686 1.146 0.2518
 Total number of dependents -0.002881 0.007424 -0.388 0.6980
• There is no significant difference between zones in terms of dietary diversity
• People who do not use the forest or do not have assess to forest have lower
household dietary diversity
• ~8% reduction in dietary diversity
• Based on coarse data which is in the process of being refined
• Adds weight to the evidence on the importance of forests for rural livelihoods
and the nutritional status of families in tropical landscapes- Environmental
Income and Rural Livelihoods: A Global-Comparative Analysis, Angelsen
(2014)
Conclusions
 Forests play an important role in the
FSN of rural people throughout the
tropics
 Loss of forest has direct impact on
rural coping strategies
 Diets inevitably transition with access
to income and markets, understanding
the drivers is a major goal of this
project
 Contribution of forest products has
been dramatically underestimated for
diets and nutrition
 We have a large data set with over 600
variables
• Further teasing out of the more
complicated contributing factors
influencing not just FSN but wider
landscape transitions
www.landscapes.org
www.cifor.org

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Landscape complexity and dietary diversity: Linking deforestation and agrarian change to dietary transitions

  • 1. Landscape complexity and dietary diversity: Linking deforestation and agrarian change to dietary transitions Josh Van Vianen, Dominic Rowland & team ATBC Merida 12th July 2017
  • 2.  Agricultural expansion remains major driver of deforestation  Transformation of natural systems has resulted in significant environmental degradation  But agricultural productivity depends on functioning ecosystems  Global food system is in crisis (Global Nutrition Report 2016)  Trade-off between biodiversity conservation and agriculture  Ca.60% of world’s food originates from diverse small-holder farming systems in complex landscapes  Agro-ecological approaches being advocated (e.g. IPBES 2016)  Need strong evidence-based for implementation Context
  • 3. Agrarian Change Project: Food Security and Nutrition  Why is food security and Nutrition important?  What are the links between dietary diversity, biodiversity land use and forests  Correlations between forest cover and dietary diversity (Johnson et al, Ickowitz et al 2014)  What is driving the link between forests and diets? - Diverse forest-based agriculture? (Ickowitz et. al 2016) - Wild foods? (Rowland et al. 2017) - Landscape and livelihood effects? • Dietary quality and tree cover in Africa- Ickowitz et al. 2014 • Forest foods and their contribution to food security- Fungo et al. 2015 • Ecological approaches to human nutrition – DeClerk et al. 2011
  • 5. Agrarian change in tropical landscapes Natural vegetation ‘Secondary’ vegetation Agricultural land Agricultural modification Treecover Photo credits: CIFOR
  • 6. Field Methods In each zone the following methods are used: Household Surveys Focus Group Discussions Key Informant Interviews Farm Productivity Surveys Biodiversity Surveys Yield measurements Farm inputs (e.g. fertilizer, labour) Production targets Resource flow mapping Wealth ranking Food / cash calendars Nutrition assessments Ecosystem service mapping Community perceptions Tree plots Bird point counts Invertebrate trapping METHODS BiodiversityRelative poverty Nutrition Food securityEcosystem services Livelihoods Agricultural production RESPONSES
  • 7. FOREST (CONTROL) ZONE 1 ZONE 3ZONE 2 Agricultural modification (simplification and intensification of commodities) Treecover Experimental Design A landscape-level approach, with a nested 3-level hierarchical design: 1. A landscape exhibiting changing land use practices and agrarian change 2. Three land use ‘zones’ in each landscape, a gradient of agricultural modification 3. Villages or settlements within each zone 1 2 3
  • 8. Photo credits: CIFOR Experimental Design FOREST (CONTROL) ZONE 1 ZONE 3ZONE 2 Agricultural modification (simplification and intensification of commodities) Treecover Subsistence farming, high dependency on forest products A landscape-level approach, with a nested 3-level hierarchical design: 1. A landscape exhibiting changing land use practices and agrarian change 2. Three land use ‘zones’ in each landscape, a gradient of agricultural modification 3. Villages or settlements within each zone 1 2 3
  • 9. Photo credits: CIFOR Experimental Design FOREST (CONTROL) ZONE 1 ZONE 3ZONE 2 Agricultural modification (simplification and intensification of commodities) Treecover E.g. Subsistence farming, high dependency on forest resources E.g. Rubber agroforestry system Subsistence farming, high dependency on forest products Extensive coffee agroforesty A landscape-level approach, with a nested 3-level hierarchical design: 1. A landscape exhibiting changing land use practices and agrarian change 2. Three land use ‘zones’ in each landscape, a gradient of agricultural modification 3. Villages or settlements within each zone 1 2 3
  • 10. A landscape-level approach, with a nested 3-level hierarchical design: 1. A landscape exhibiting changing land use practices and agrarian change 2. Three land use ‘zones’ in each landscape, a gradient of agricultural modification 3. Villages or settlements within each zone Experimental Design FOREST (CONTROL) ZONE 1 ZONE 3ZONE 2 Agricultural modification (simplification and intensification of commodities) Treecover E.g. Subsistence farming, high dependency on forest resources E.g. Rubber agroforestry system E.g. Oil palm monoculture Subsistence farming, high dependency on forest products Extensive coffee agroforesty Intensive oil palm monoculture 1 2 3
  • 11. Study site: Kapuas Hulu, Kalimantan, Indonesia Primary forest Rubber agroforestry Oil palm plantation Oil palm concession
  • 12. Study site: Kapuas Hulu, Kalimantan, Indonesia Primary forest Rubber agroforestry Oil palm plantation Oil palm concession
  • 13. Study site: Kapuas Hulu, Kalimantan, Indonesia Primary forest Rubber agroforestry Oil palm plantation Oil palm concession
  • 14. Study site: Kapuas Hulu, Kalimantan, Indonesia Primary forest Rubber agroforestry Oil palm plantation Oil palm concession
  • 15. Study site: Kapuas Hulu, Kalimantan, Indonesia Primary forest Rubber agroforestry Oil palm plantation Oil palm concession Photo credits: Dominic Rowland
  • 16. Inter-country variation in landscape configuration • Unique experimental design • Will we be able to draw any broad scale conclusions? • Will the heterogeneity of the landscapes, their peoples cultures and food systems hinder wider inference? A mixed model approach
  • 17. Photo credits: CIFOR Some interesting preliminary results….
  • 18. Food security: The bad news (so far)
  • 19. Forest use frequency and proximity
  • 20. People reliant on forests are less food secure:  Zone 1 people are ~1 month less food secure on average  People in Zones 2 and 3 are more food secure but: • There is a significant negative interaction effect - Across zones two and three food security is reduced when people do not have access to or utilize the forest  Caveats • Models need refining as there are a lot of important variables to be added from our large data set: - Wealth indexes are yet to be added
  • 21. The good news! Forests and dietary diversity  Estimate Std. Error z value Pr(>|z|)  Zone 1 1.675186 0.067159 24.944 <2e-16 ***  Zone 2 -0.008141 0.071356 -0.114 0.9092  Zone 3 0.001412 0.071454 0.020 0.9842  Number of forest products for domestic use 0.008509 0.008332 1.021 0.3071  Weekly forest use 0.046958 0.026953 1.742 0.0815 .  Rarely use the forest -0.029872 0.036718 -0.814 0.4159  No forest use -0.080194 0.039467 -2.032 0.0422 *  Household size 0.005370 0.004686 1.146 0.2518  Total number of dependents -0.002881 0.007424 -0.388 0.6980 • There is no significant difference between zones in terms of dietary diversity • People who do not use the forest or do not have assess to forest have lower household dietary diversity • ~8% reduction in dietary diversity • Based on coarse data which is in the process of being refined • Adds weight to the evidence on the importance of forests for rural livelihoods and the nutritional status of families in tropical landscapes- Environmental Income and Rural Livelihoods: A Global-Comparative Analysis, Angelsen (2014)
  • 22. Conclusions  Forests play an important role in the FSN of rural people throughout the tropics  Loss of forest has direct impact on rural coping strategies  Diets inevitably transition with access to income and markets, understanding the drivers is a major goal of this project  Contribution of forest products has been dramatically underestimated for diets and nutrition  We have a large data set with over 600 variables • Further teasing out of the more complicated contributing factors influencing not just FSN but wider landscape transitions

Notas del editor

  1. So over the last 18 months we’ve set this project up in 6 different countries and have identified landscapes in each country exhibiting both land sharing and land sparing scenarios. The case study countries we will examine are Burkina Faso, Cameroon, Ethiopia, Bangladesh, Indonesia and Zambia
  2. This schematic diagram is a simplified way of looking at a mosaic landscape undergoing processes of Agrarian Change, taking into account decreasing forest cover and increasing levels of agricultural modification. As you move across this gradient of agricultural modification, areas of natural vegetation largely decrease and patches of secondary vegetation and agroforestry systems emerge, as well as patches of agricultural land, and a further transition occurs as result of intensively cultivated agro-commodities, often in the form of agricultural monocultures such as wheat, maize and oil palm.
  3. And in each focal country, a focal landscape exhibiting changing land use practices and agrarian change has been identified to conduct the study. We’ve applied a nested experimental design where in each landscape, there different land use zones have been identified, representing a gradient of agricultural modification and decreasing tree cover and with local communities present in each of these zones.
  4. The suite of land use blocks or zones are representative of changes in land use practice and have a dominant land use. An example gradient of land use may be an area with best available forest cover and dependency on forest products coupled with subsistence agriculture, an agroforestry system (a mix of forest cover and crops), and a monoculture/intensive cash crop system (e.g. wheat or palm oil).
  5. Layout: Closing Slide Variation: none