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Methods and tools for adaptation
appraisal in agriculture and
assessing crop production
Outline
• Adaptation appraisal
– Typologies of adaptation interventions
– Appraisal methods
– Costs and benefits of implementing CCA
in agriculture
• Crop production
– Methods and tools
– Practices
Start
National Adaptation Planning Process by UNFCCC
B.1 Analyzing current
climate and future
climate change
scenarios
B.2 Assessing climate vulnerabilities
and identifying adaptation options at
the sector, subnational, national
and other appropriate levels
B.4. Compiling and
communicating
national adaptation
plans
B.3 Reviewing and
appraising
adaptation options
B.5 Integrating climate change
adaptation into national and
subnational development and
sectoral planning
Element B. Preparatory elements
A.1 Initiating and
launching of the NAP
process
A.2 Stocktaking: identifying available information
on climate change impacts, vulnerability and
adaptation and assessing gaps and needs of the
enabling environment for the NAP process
A.4 Literature
review on
national
processes
A.3 Addressing capacity
gaps and weaknesses in
the undertaking of the
NAP process
Element A. Lay the groundwork and address gaps
C1. Prioritizing climate
change adaptation in
national planning
C.2 Developing a (long-
term) national adaptation
implementation strategy
C.4 Promoting coordination and
synergy at the regional level and with
other multilateral environmental
agreements
C3. Enhancing capacity for
planning and implementing
adaptation
Element C. Implementation strategies
D.1 Monitoring and NAP
Process
D.2 Reviewing the NAP process
to assess progress,
effectiveness and gaps
D. 4 Outreach on the NAP
process and reporting on
progress and effectiveness
D.3 Iteratively updating the
national adaptation plans
Element D. Reporting, Monitoring and Review
Adaptation Interventions
Types Examples
Immediate actions to address adaptation
deficits
beneficial to do now, reduces current
climate risks, builds resilience, enables
environment for adaptation
Pest management, Access to finance
Soil and water conservation, DRR,
improving climate services (forecast),
Institutional strengthening
Early decisions with a long lifetime
Early interventions that reduce future
risks, builds resilience, increases
robustness or allow flexibility, builds
information and evidence
Climate risk screening, Upgradable
infrastructure, Flexibility design, risk
mapping, Siting/land-use plans to avoid
future risks, Research and pilot
Early actions to address future long-term
risks
Early interventions for new challenges –
where new decision time-scale involves
decades, or option for information and
early action to help future decisions
Iterative plans, early research and
monitoring programs
Source: Watkiss, P. et al. (2015)
Examples of appraisal methods used
in the adaptation context
• Cost-Benefit Analysis (CBA)
• Cost-Effectiveness Analysis (CEA)
• Multi-criteria analysis (MCA)
• Real Options Analysis (ROA)
• Robust Decision Making (RDM)
• Portfolio Analysis (PO)
• Iterative Risk Assessment (IRM)
Examples of appraisal methods used
in the adaptation context
Tool Published example applications
Cost-Benefit
Analysis (CBA)
A South African case study examined the benefits and costs of avoiding climate change damages through structural and institutional
options for increasing water supply in the Berg River Basin in the Western Cape Province (AIACC, 2006).
In Germany, cost-benefit analysis was applied to assess 28 adaptation options (Tröltzsch et al., 2012).
Cost-
Effectiveness
Analysis (CEA)
Boyd, Wade and Walton (2006) undertook a detailed application of cost-effectiveness for water resource zones and the potential
adaptation response to reduce household water deficits from future climate change in the UK.
Tainio et al. (2013) investigated the cost-effectiveness of alternative conservation measures that could maintain the biodiversity of
Finnish semi-natural grasslands under a changing climate.
Multi-criteria
analysis
(MCA)
Van Ierland et al. (2006) applied MCA to assess adaptation options for the Netherlands as part of the Routeplanner national study.
This used a qualitative MCA, which included various adaptation criteria.
A quantitative MCA was used in the Thames Estuary 2100 project (EA, 2009; EA, 2011) as part of a broader study looking at future
coastal flood defenses for London. The MCA was used to include qualitative criteria (e.g. environment and heritage) alongside formal
economic cost-benefit analysis.
Real Options
Analysis (ROA)
Jeuland and Whittington (2013) applied real option analysis for a water resource planning case study (large water storage projects) in
Ethiopia along the Blue Nile.
Van der Pol et al. (2013) looked at optimal dike investments under uncertainty with learning about increasing water levels.
Robust
Decision
Making (RDM)
A comprehensive, formal application of RDM was undertaken by Lempert and Groves (2010) for Southern California’s Riverside
County Inland Empire Utilities Agency (IEUA).
Dessai and Hulme (2007) present an example of the application for RDM to look at climate uncertainty for water supply management
in the UK.
Portfolio
Analysis (PO)
Crowe and Parker (2008) use portfolio analysis to investigate genetic material that could be used for the restoration or regeneration
of forests under climate change futures.
Hunt (2009) applied portfolio analysis to a case of local flood management in the United Kingdom, looking at portfolios of hard and
soft options.
Iterative Risk
Assessment
(IRM)
The Thames Estuary 2100 project (EA, 2009; EA, 2011; Reeder and Ranger, 2011) developed a tidal flood-risk management adaptation
plan for London using an iterative planning approach and adaptation pathways, with a detailed monitoring and evaluation strategy.
Source: ECONADAPT (2015)
Building resilience to CC in agriculture:
the role of robust appraisal methods
• Robust approaches deliver adaptation goals by
selecting projects that meet their purpose
across a variety of plausible futures and thus
particularly suited for deep uncertainty.
• Robust approaches do not assume a single
climate change forecast but integrate a wide
range of climate scenarios. Various mechanisms
are used for this purpose, including identifying
the least vulnerable strategy across scenarios.
• Robust Decision Making which can be applied to
complex decisions with differentiated
adaptation options and many stakeholders.
Estimating the costs of climate change
adaptation in the agricultural sector
• Investment and financial flows
• Integrated Assessment Models (IAMs)
• Equilibrium models (CGE and PE)
• Vulnerability-based
• Ricardian
• Cost-benefit analysis
Estimating the costs of climate change
adaptation in the agricultural sector
Source: Wreford and Renwick (2012)
Approach Scale Likely end-user Advantages Disadvantages
Investment and
financial flows
Global International
organizations; some
national
governments
Highlight the scale of investment
needed; balance this against
mitigation costs
Simplistic approach; unrealistic
assumptions; exclude certain sectors; does
not provide sectoral detail
Integrated
Assessment
Models (IAMs)
Global International
organizations; some
national
governments;
academics
Useful for examining optimal
policy mix between mitigation
and adaptation; linked to climate
science
Rudimentary representation of adaptation
Equilibrium
models (CGE and
PE)
Global
and/or
national
National; sectoral Present economy-wide effects Limitations representing climate impacts;
less useful for refining adaptation costs and
benefits
Vulnerability-
based
National National
governments;
adaptation funding
bodies
Country-led; identifies the most
urgent needs; pragmatic
Minimum assessment of adaptation costs
Ricardian Local/
sectoral
National/local govt;
academics
Useful for first-order estimates of
the economic impacts of
changing production systems
Do not provide any information about the
costs or effectiveness of specific options, or
constraints to implementation
Cost-benefit
analysis
Local/
project
Local authority;
individual business
Provide assessment of most
efficient adaptations
Limited in ability to measure non-market
factors; requires detailed data not always
available
Challenges and Possible
Ways Forward
• Distributional effects of climate change
• Climate change is dynamic and changing
over time
• Adaptation is a continual process, rather
than an outcome
• Difficult to do cost-benefit analysis for soft
adaptation measures, and uncertainty
makes any form of CBA rather skewed.
CROP PRODUCTION
Methods and tools
ASSESSMENT TOOLS
• MOSAICC
• SAFA
• Pictorial Evaluation Tool
• RISE
MOSAICC with Agricultural Market Model
Statistical climate
downscaling models
Historical weather
observations
Downscaled climate projections
Hydrological model
Crop growth
simulation models
GCM low resolution
climate projections
Historical discharge
records
Water availability
for irrigation
Historical water
use statistics
Historical yield data
Yield projections
Crop parameters
Soil data
Technology trend
scenarios
Soil and land use data
Dam data
Provincial agricultural
market impact
Provincial Agricultural Market (PAM) model
a partial equilibrium economic modelAgricultural market data
Food insecurity vulnerability
analysis (Component2)
Addressing the Linkage
Between Climate Change and
Food Security
123451234512345
1950 2000 20501950 2000 2050
1950 2000 2050
Aurora Bataan Bulacan
Nueva Ecija Pampanga Tarlac
Zambales
yield Linear prediction
y_20c3m y_a2
y_a1b
yieldinmt/ha
year
Graphs by prov
Irrigated Rice Yield (Jul-Dec) in Region 3
2026-2030 2011-2030 2026-2030 2011-2030
BCM2
Farmgate Price 14.870 30.199 23.342 29.573 23.062
CNCM3
Farmgate Price 14.870 29.927 23.484 28.927 23.068
MPEH5
Farmgate Price 14.870 29.430 22.980 29.594 23.317
Global Circulation
Models
Base (2010 for price)
PAM Model Projection (2011-2030)
A1B Scenario A2 Scenario
Hydrology:
Surface Water Availability for
Agriculture under CC
Crops:
Rice and Corn Yields under CC
Economy:
Farmgate prices under CC
Climate Projections
Household
vulnerability
analysis to food
insecurity
SIMULATED RICE YIELD (IRRIGATED)
Sustainability Assessment of Food
and Agriculture systems (SAFA)
• Assesses the impact of food and
agriculture operations on the
environment and people
• An app and an online tool are
available support the implementation
of SAFA Guidelines, specifically at the
supply chain assessment level.
• http://www.fao.org/nr/sustainability/
sustainability-assessments-safa/
Pictorial Evaluation Tool
• Shows you how to use
pictures to estimate the
amount of crop in fields
at harvest time. A guide
book contains
photographs of different
crops.
• Utilizes pictures in the
guide book with the crop
in a field to provide
guidance on how much
crop may be harvested
from that field.
• http://www.agritechtalk.
org/PETmanualandmeth
odology.html
Response-Inducing Sustainability
Evaluation (RISE)
• A computer-
supported method
developed at Bern
University of
Applied Sciences,
which facilitates a
holistic assessment
of agricultural
operations.
Source: HAFL
PRACTICES
• Save and Grow
• Conservation Agriculture (CA)
• System of Rice Intensification (SRI)
• Alternate Wetting and Drying (AWD)
Save and Grow
• A policymaker’s guide to
the sustainable
intensification of
smallholder crop
production
• Provides policy guidance
on improving farming
systems, soil health,
crop varieties, water
management, plant
protection and legal and
institutional frameworks.
• http://www.fao.org/ag/s
ave-and-grow
Conservation Agriculture
• A set of soil management practices that
minimize the disruption of the soil's
structure, composition and natural
biodiversity through the application of the
three principles: minimal soil disturbance,
permanent soil cover and crop rotations.
• Has proven potential to improve crop yields,
while improving the long-term
environmental and financial sustainability of
farming.
• http://www.fao.org/ag/ca/
System of Rice Intensification
• An agro-ecological methodology for increasing the
productivity of irrigated rice by changing the management
of plants, soil, water and nutrients.
• Four main, interacting, principles:
– Early, quick and healthy plant establishment
– Reduced plant density
– Improved soil conditions through enrichment with
organic matter
– Reduced and controlled water application
• Based on these principles, farmers can adapt recommended
SRI practices to respond to their agroecological and
socioeconomic conditions.
• http://sri.cals.cornell.edu/
Alternative Wetting and
Drying
• A water-saving technology
that lowland (paddy) rice
farmers can apply to
reduce their water use in
irrigated fields. In AWD,
irrigation water is applied
to flood the field a certain
number of days after the
disappearance of ponded
water. Hence, the field is
alternately flooded and
non-flooded. The number
of days of non-flooded soil
in AWD between irrigations
can vary from 1 day to
more than 10 days.
Photo: IRRI
ICT in Agriculture
Climate Infosys Drone Mapping
• Minimizes errors arising
from water vapor and
aerosols (atmospheric
effects)
• Deployable even under
cloud cover
• Fast deployment for pre-
and post-disaster
assessments
• Access to remote areas
that may be inaccessible
after disasters.
DATA AND INFORMATION PORTALS
Climate Impact on Agriculture
• Contains methodologies, tools for a better understanding and
analysis of the effect of the variability of weather and climate on
agriculture as well as data and maps.
• http://www.fao.org/nr/climpag/
Global Agro-Ecological Zones
• Provides interactive and dynamic web application to report on the
current state and trends of agricultural production and crop
suitability
• www.fao.org/nr/GAEZ
Technologies and practices for small agricultural producers
• A platform where you can find practical information – agricultural
technologies and practices – to help small producers in the field
• http://teca.fao.org/
Thank you!
Contributions to the presentation by
www.fao.org/climate-change

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Methods and tools for adaptation appraisal in agriculture and assessing crop production

  • 1. Methods and tools for adaptation appraisal in agriculture and assessing crop production
  • 2. Outline • Adaptation appraisal – Typologies of adaptation interventions – Appraisal methods – Costs and benefits of implementing CCA in agriculture • Crop production – Methods and tools – Practices
  • 3. Start National Adaptation Planning Process by UNFCCC B.1 Analyzing current climate and future climate change scenarios B.2 Assessing climate vulnerabilities and identifying adaptation options at the sector, subnational, national and other appropriate levels B.4. Compiling and communicating national adaptation plans B.3 Reviewing and appraising adaptation options B.5 Integrating climate change adaptation into national and subnational development and sectoral planning Element B. Preparatory elements A.1 Initiating and launching of the NAP process A.2 Stocktaking: identifying available information on climate change impacts, vulnerability and adaptation and assessing gaps and needs of the enabling environment for the NAP process A.4 Literature review on national processes A.3 Addressing capacity gaps and weaknesses in the undertaking of the NAP process Element A. Lay the groundwork and address gaps C1. Prioritizing climate change adaptation in national planning C.2 Developing a (long- term) national adaptation implementation strategy C.4 Promoting coordination and synergy at the regional level and with other multilateral environmental agreements C3. Enhancing capacity for planning and implementing adaptation Element C. Implementation strategies D.1 Monitoring and NAP Process D.2 Reviewing the NAP process to assess progress, effectiveness and gaps D. 4 Outreach on the NAP process and reporting on progress and effectiveness D.3 Iteratively updating the national adaptation plans Element D. Reporting, Monitoring and Review
  • 4. Adaptation Interventions Types Examples Immediate actions to address adaptation deficits beneficial to do now, reduces current climate risks, builds resilience, enables environment for adaptation Pest management, Access to finance Soil and water conservation, DRR, improving climate services (forecast), Institutional strengthening Early decisions with a long lifetime Early interventions that reduce future risks, builds resilience, increases robustness or allow flexibility, builds information and evidence Climate risk screening, Upgradable infrastructure, Flexibility design, risk mapping, Siting/land-use plans to avoid future risks, Research and pilot Early actions to address future long-term risks Early interventions for new challenges – where new decision time-scale involves decades, or option for information and early action to help future decisions Iterative plans, early research and monitoring programs Source: Watkiss, P. et al. (2015)
  • 5. Examples of appraisal methods used in the adaptation context • Cost-Benefit Analysis (CBA) • Cost-Effectiveness Analysis (CEA) • Multi-criteria analysis (MCA) • Real Options Analysis (ROA) • Robust Decision Making (RDM) • Portfolio Analysis (PO) • Iterative Risk Assessment (IRM)
  • 6. Examples of appraisal methods used in the adaptation context Tool Published example applications Cost-Benefit Analysis (CBA) A South African case study examined the benefits and costs of avoiding climate change damages through structural and institutional options for increasing water supply in the Berg River Basin in the Western Cape Province (AIACC, 2006). In Germany, cost-benefit analysis was applied to assess 28 adaptation options (Tröltzsch et al., 2012). Cost- Effectiveness Analysis (CEA) Boyd, Wade and Walton (2006) undertook a detailed application of cost-effectiveness for water resource zones and the potential adaptation response to reduce household water deficits from future climate change in the UK. Tainio et al. (2013) investigated the cost-effectiveness of alternative conservation measures that could maintain the biodiversity of Finnish semi-natural grasslands under a changing climate. Multi-criteria analysis (MCA) Van Ierland et al. (2006) applied MCA to assess adaptation options for the Netherlands as part of the Routeplanner national study. This used a qualitative MCA, which included various adaptation criteria. A quantitative MCA was used in the Thames Estuary 2100 project (EA, 2009; EA, 2011) as part of a broader study looking at future coastal flood defenses for London. The MCA was used to include qualitative criteria (e.g. environment and heritage) alongside formal economic cost-benefit analysis. Real Options Analysis (ROA) Jeuland and Whittington (2013) applied real option analysis for a water resource planning case study (large water storage projects) in Ethiopia along the Blue Nile. Van der Pol et al. (2013) looked at optimal dike investments under uncertainty with learning about increasing water levels. Robust Decision Making (RDM) A comprehensive, formal application of RDM was undertaken by Lempert and Groves (2010) for Southern California’s Riverside County Inland Empire Utilities Agency (IEUA). Dessai and Hulme (2007) present an example of the application for RDM to look at climate uncertainty for water supply management in the UK. Portfolio Analysis (PO) Crowe and Parker (2008) use portfolio analysis to investigate genetic material that could be used for the restoration or regeneration of forests under climate change futures. Hunt (2009) applied portfolio analysis to a case of local flood management in the United Kingdom, looking at portfolios of hard and soft options. Iterative Risk Assessment (IRM) The Thames Estuary 2100 project (EA, 2009; EA, 2011; Reeder and Ranger, 2011) developed a tidal flood-risk management adaptation plan for London using an iterative planning approach and adaptation pathways, with a detailed monitoring and evaluation strategy. Source: ECONADAPT (2015)
  • 7. Building resilience to CC in agriculture: the role of robust appraisal methods • Robust approaches deliver adaptation goals by selecting projects that meet their purpose across a variety of plausible futures and thus particularly suited for deep uncertainty. • Robust approaches do not assume a single climate change forecast but integrate a wide range of climate scenarios. Various mechanisms are used for this purpose, including identifying the least vulnerable strategy across scenarios. • Robust Decision Making which can be applied to complex decisions with differentiated adaptation options and many stakeholders.
  • 8. Estimating the costs of climate change adaptation in the agricultural sector • Investment and financial flows • Integrated Assessment Models (IAMs) • Equilibrium models (CGE and PE) • Vulnerability-based • Ricardian • Cost-benefit analysis
  • 9. Estimating the costs of climate change adaptation in the agricultural sector Source: Wreford and Renwick (2012) Approach Scale Likely end-user Advantages Disadvantages Investment and financial flows Global International organizations; some national governments Highlight the scale of investment needed; balance this against mitigation costs Simplistic approach; unrealistic assumptions; exclude certain sectors; does not provide sectoral detail Integrated Assessment Models (IAMs) Global International organizations; some national governments; academics Useful for examining optimal policy mix between mitigation and adaptation; linked to climate science Rudimentary representation of adaptation Equilibrium models (CGE and PE) Global and/or national National; sectoral Present economy-wide effects Limitations representing climate impacts; less useful for refining adaptation costs and benefits Vulnerability- based National National governments; adaptation funding bodies Country-led; identifies the most urgent needs; pragmatic Minimum assessment of adaptation costs Ricardian Local/ sectoral National/local govt; academics Useful for first-order estimates of the economic impacts of changing production systems Do not provide any information about the costs or effectiveness of specific options, or constraints to implementation Cost-benefit analysis Local/ project Local authority; individual business Provide assessment of most efficient adaptations Limited in ability to measure non-market factors; requires detailed data not always available
  • 10. Challenges and Possible Ways Forward • Distributional effects of climate change • Climate change is dynamic and changing over time • Adaptation is a continual process, rather than an outcome • Difficult to do cost-benefit analysis for soft adaptation measures, and uncertainty makes any form of CBA rather skewed.
  • 12. ASSESSMENT TOOLS • MOSAICC • SAFA • Pictorial Evaluation Tool • RISE
  • 13. MOSAICC with Agricultural Market Model Statistical climate downscaling models Historical weather observations Downscaled climate projections Hydrological model Crop growth simulation models GCM low resolution climate projections Historical discharge records Water availability for irrigation Historical water use statistics Historical yield data Yield projections Crop parameters Soil data Technology trend scenarios Soil and land use data Dam data Provincial agricultural market impact Provincial Agricultural Market (PAM) model a partial equilibrium economic modelAgricultural market data Food insecurity vulnerability analysis (Component2)
  • 14. Addressing the Linkage Between Climate Change and Food Security 123451234512345 1950 2000 20501950 2000 2050 1950 2000 2050 Aurora Bataan Bulacan Nueva Ecija Pampanga Tarlac Zambales yield Linear prediction y_20c3m y_a2 y_a1b yieldinmt/ha year Graphs by prov Irrigated Rice Yield (Jul-Dec) in Region 3 2026-2030 2011-2030 2026-2030 2011-2030 BCM2 Farmgate Price 14.870 30.199 23.342 29.573 23.062 CNCM3 Farmgate Price 14.870 29.927 23.484 28.927 23.068 MPEH5 Farmgate Price 14.870 29.430 22.980 29.594 23.317 Global Circulation Models Base (2010 for price) PAM Model Projection (2011-2030) A1B Scenario A2 Scenario Hydrology: Surface Water Availability for Agriculture under CC Crops: Rice and Corn Yields under CC Economy: Farmgate prices under CC Climate Projections Household vulnerability analysis to food insecurity
  • 15. SIMULATED RICE YIELD (IRRIGATED)
  • 16. Sustainability Assessment of Food and Agriculture systems (SAFA) • Assesses the impact of food and agriculture operations on the environment and people • An app and an online tool are available support the implementation of SAFA Guidelines, specifically at the supply chain assessment level. • http://www.fao.org/nr/sustainability/ sustainability-assessments-safa/
  • 17. Pictorial Evaluation Tool • Shows you how to use pictures to estimate the amount of crop in fields at harvest time. A guide book contains photographs of different crops. • Utilizes pictures in the guide book with the crop in a field to provide guidance on how much crop may be harvested from that field. • http://www.agritechtalk. org/PETmanualandmeth odology.html
  • 18. Response-Inducing Sustainability Evaluation (RISE) • A computer- supported method developed at Bern University of Applied Sciences, which facilitates a holistic assessment of agricultural operations. Source: HAFL
  • 19. PRACTICES • Save and Grow • Conservation Agriculture (CA) • System of Rice Intensification (SRI) • Alternate Wetting and Drying (AWD)
  • 20. Save and Grow • A policymaker’s guide to the sustainable intensification of smallholder crop production • Provides policy guidance on improving farming systems, soil health, crop varieties, water management, plant protection and legal and institutional frameworks. • http://www.fao.org/ag/s ave-and-grow
  • 21. Conservation Agriculture • A set of soil management practices that minimize the disruption of the soil's structure, composition and natural biodiversity through the application of the three principles: minimal soil disturbance, permanent soil cover and crop rotations. • Has proven potential to improve crop yields, while improving the long-term environmental and financial sustainability of farming. • http://www.fao.org/ag/ca/
  • 22. System of Rice Intensification • An agro-ecological methodology for increasing the productivity of irrigated rice by changing the management of plants, soil, water and nutrients. • Four main, interacting, principles: – Early, quick and healthy plant establishment – Reduced plant density – Improved soil conditions through enrichment with organic matter – Reduced and controlled water application • Based on these principles, farmers can adapt recommended SRI practices to respond to their agroecological and socioeconomic conditions. • http://sri.cals.cornell.edu/
  • 23. Alternative Wetting and Drying • A water-saving technology that lowland (paddy) rice farmers can apply to reduce their water use in irrigated fields. In AWD, irrigation water is applied to flood the field a certain number of days after the disappearance of ponded water. Hence, the field is alternately flooded and non-flooded. The number of days of non-flooded soil in AWD between irrigations can vary from 1 day to more than 10 days. Photo: IRRI
  • 24. ICT in Agriculture Climate Infosys Drone Mapping • Minimizes errors arising from water vapor and aerosols (atmospheric effects) • Deployable even under cloud cover • Fast deployment for pre- and post-disaster assessments • Access to remote areas that may be inaccessible after disasters.
  • 25. DATA AND INFORMATION PORTALS Climate Impact on Agriculture • Contains methodologies, tools for a better understanding and analysis of the effect of the variability of weather and climate on agriculture as well as data and maps. • http://www.fao.org/nr/climpag/ Global Agro-Ecological Zones • Provides interactive and dynamic web application to report on the current state and trends of agricultural production and crop suitability • www.fao.org/nr/GAEZ Technologies and practices for small agricultural producers • A platform where you can find practical information – agricultural technologies and practices – to help small producers in the field • http://teca.fao.org/
  • 26. Thank you! Contributions to the presentation by www.fao.org/climate-change